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stringclasses
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Q2
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Q3
stringclasses
10 values
Q4
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309 values
Q5
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Q6
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Q7
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4 values
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6 values
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4 values
Q16
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6 values
Q17
stringclasses
4 values
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stringclasses
6 values
Q19
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4 values
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5 values
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stringclasses
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5 values
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6 values
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115 values
Q26
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Q30
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445 values
Q31
stringclasses
5 values
S2_fable5_A_run1
101
Study 2
registered_synthetic_dataset
50+, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Deep Tech / Machine Learning / AI | Sustainability / Environment / Green Transition
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
No, bias is inherently not possible within code itself
No, code can’t influence democracy
Yes, it makes a big impact on this issue
Yes they could, but it’s not prioritized.
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
Yes, but in a negative way
Coders / designers / programmers
They are large and they generate a negative social impact
Yes but we should do more of this across the board
Not sure / don’t know
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have no influence and couldn’t influence their opinions
Customers
It’s very important
I would do the restrictions, but only if they were essential to our success
Yes and we do the right amount
Progressive / Liberal / Democratic
Privacy | Inclusivity | Sustainability | Accessibility | Security | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
102
Study 2
registered_synthetic_dataset
50+, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Social Media | Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but it isn’t our responsibility to do this
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes, but our government / regulations won’t allow it
Yes, but my company does the wrong or counter-productive things.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
No, and we don’t need to do this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
No external groups influence our social policies
It’s important, but only one factor of many
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
Centrist
Privacy | Accessibility | Security
Yes, but I don’t participate
S2_fable5_A_run1
103
Study 2
registered_synthetic_dataset
50+, US citizen
Male
Other type of employment at a technology firm
Asian or Asian American (except India and China)
Fintech | Deep Tech / Machine Learning / AI
They are deeply embedded in our products but we have a negative influence on society as a result.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes they can, but currently they do more harm than good
Yes, but my company does the wrong or counter-productive things.
Google
No, it doesn't influence our products.
Our CEO / founder
They are large and they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes but we should do more of this
It is not possible to use our products for social ill / negative exploitation.
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have no influence, but could if we wanted to
NGOs / watchdogs | Shareholders / investors
It is essential
I would do the restrictions, but only if they were essential to our success
Yes and we do the right amount
A mix of perspectives
Privacy | Sustainability | Legal compliance | Accessibility | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
104
Study 2
registered_synthetic_dataset
18-29, foreign national
Female
Other type of employment at a technology firm
African American / Black
Fintech | Health
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, and I see such bias in the code that my company uses
Yes, it is essential to make a positive impact through code whenever possible
No, this isn’t possible to influence
Yes they could, but it’s not prioritized.
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Mozilla Firefox
I don’t know our CEO’s worldview
Our CEO / founder
They are large and they generate a positive social impact
Yes, and we do about the right amount of this
No
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
NGOs / watchdogs | Media | Customers
It’s very important
I would refuse and report the request
No, but we should do more
Centrist
Privacy | Inclusivity | Accessibility | Transparency
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
105
Study 2
registered_synthetic_dataset
18-29, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Social Media
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, and I see this in products in my company
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
Yes, but it isn’t our responsibility to do this
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, but my company does the wrong or counter-productive things.
Google
I don’t know our CEO’s worldview
Coders / designers / programmers
They are large and they generate a positive social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It is not possible to use our products for social ill / negative exploitation.
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We don’t have individual customers
No external groups influence our social policies
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we do the right amount
Conservative / Republican
Sustainability | Open source
Yes, but I don’t participate
S2_fable5_A_run1
106
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Other type of employment at a technology firm
India/ South Asia
Social Media
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they can, but currently they do more harm than good
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
No
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the right thing, which has cost us some profit / market share
We don’t have individual customers
No external groups influence our social policies
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we do the right amount
Libertarian
Privacy | Inclusivity | Legal compliance | Security
No, I don’t know of any.
S2_fable5_A_run1
107
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Employed at a non-technology firm
White
Fintech
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Not in their current form, but it should be a bigger priority
Yes, we should make a positive social impact and I agree with my company’s approach.
Bing
Yes, but in a negative way
Our CEO / founder
They are large and they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
We usually do the right thing, which has cost us some profit / market share
We don’t have individual customers
Government | Shareholders / investors
It’s important, but only one factor of many
I would do the restrictions, but with reservations / concerns
No, and we do the right amount
Progressive / Liberal / Democratic
Privacy | Legal compliance | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
108
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Other type of employment at a technology firm
India/ South Asia
Social Media
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, this isn’t possible to influence
Not in their current form, but it should be a bigger priority
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Mozilla Firefox
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a negative social impact
No, but we should do more of this testing
Yes, with a United States focus
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We don’t have individual customers
Customers
It is essential
I would resign
No, but we should do more
Progressive / Liberal / Democratic
Privacy | Security
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
109
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Employed at a VC firm / Accelerator / other scaling support
India/ South Asia
Health | Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, technology products don’t have that kind of power
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes, but our government / regulations won’t allow it
No, and it shouldn’t be a priority
Yes, but my company doesn’t do enough.
Vivaldi
I don’t know our CEO’s worldview
Our CTO or strategic management
They are large and they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have some influence
Shareholders / investors
It’s important, but only one factor of many
I would resign
No, and we do the right amount
Centrist
Privacy | Accessibility | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
110
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Web3 | Deep Tech / Machine Learning / AI
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they can, but currently they do more harm than good
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
I don’t know our CEO’s worldview
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
No, but we should do more of this testing
Yes, with a global / international focus
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have some influence
NGOs / watchdogs | Customers
It’s not that important
I would do the restrictions, but with reservations / concerns
No, but we should do more
Progressive / Liberal / Democratic
Privacy | Open source | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
111
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Infrastructure, hardware and/or other business-facing | US Government (civ/mil)
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
No, this would take too much time
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Our CTO or strategic management
They are large and they generate a positive social impact
No, but we should do more of this testing
No
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, and I did something about it afterwards
These two things have never clashed at my company
We have some influence
Government | NGOs / watchdogs
It’s important, but only one factor of many
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
Progressive / Liberal / Democratic
Inclusivity | Legal compliance | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
112
Study 2
registered_synthetic_dataset
30-49, foreign national
Transgender
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, technology products don’t have that kind of power
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
No, it doesn't influence our products.
Our CTO or strategic management
They are small but they generate a positive social impact
Yes but we should do more of this across the board
Yes, with a global / international focus
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have no influence and couldn’t influence their opinions
Media
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we do the right amount
Progressive / Liberal / Democratic
Sustainability | Accessibility | Security
No, because I don’t find them useful or valuable
S2_fable5_A_run1
113
Study 2
registered_synthetic_dataset
18-29, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Fintech | Software and/or other consumer-facing
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but it isn’t our responsibility to do this
No, I don’t work with this but others in the company have this power
Yes, and it should be a bigger priority to ensure this
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Other
No, it doesn't influence our products.
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, and I did something about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Shareholders / investors | Customers
It’s important, but only one factor of many
I would resign
No, but we should do more
Libertarian
Privacy | Legal compliance | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
114
Study 2
registered_synthetic_dataset
18-29, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Web3
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
No, and it shouldn’t be a priority
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are large and they generate a positive social impact
Yes but we should do more of this across the board
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, and I did something about it afterwards
These two things have never clashed at my company
We have a lot of influence
NGOs / watchdogs | Media | Customers
It’s important, but only one factor of many
I would do the restrictions, but with reservations / concerns
No, and we do the right amount
Progressive / Liberal / Democratic
Privacy | Open source | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
115
Study 2
registered_synthetic_dataset
50+, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
Asian or Asian American (except India and China)
Deep Tech / Machine Learning / AI | Fintech
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, it makes a big impact on this issue
Yes, but our government / regulations won’t allow it
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Mozilla Firefox
Yes, in a positive way
Coders / designers / programmers
They are small but they generate a positive social impact
No, but we should do more of this testing
Yes, with a global / international focus
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, and I did something about it afterwards
These two things have never clashed at my company
We have no influence, but could if we wanted to
Government | Shareholders / investors | Media
It’s not that important
I would do the restrictions, but with reservations / concerns
No, but we should do more
Conservative / Republican
Inclusivity | Accessibility | Security
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
116
Study 2
registered_synthetic_dataset
50+, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
Mixed race
Deep Tech / Machine Learning / AI
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
No, bias is inherently not possible within code itself
Yes, it is essential to make a positive impact through code whenever possible
No, this isn’t possible to influence
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Our CEO / founder
They are small but they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
These two things have never clashed at my company
We have no influence and couldn’t influence their opinions
Government
It’s important, but only one factor of many
I would do the restrictions, but with reservations / concerns
No, and we do the right amount
Centrist
Privacy | Inclusivity | Legal compliance | Security
No, I don’t know of any.
S2_fable5_A_run1
117
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Other type of employment at a technology firm
Hispanic or Latino
Sustainability / Environment / Green Transition | Fintech
They are not connected in any way.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
No, this would take too much time
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
No, and it shouldn’t be a priority
Yes, but my company doesn’t do enough.
Mozilla Firefox
Yes, in a positive way
Other
They are large and they generate a positive social impact
Yes, because it is the law
No
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
These two things have never clashed at my company
We have a bit of influence
Customers
It’s very important
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
A mix of perspectives
Privacy | Inclusivity | Legal compliance | Security
Yes, but I don’t participate
S2_fable5_A_run1
118
Study 2
registered_synthetic_dataset
18-29, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
India/ South Asia
US Government (civ/mil)
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Not in their current form, but it should be a bigger priority
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
Yes, but in a negative way
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes but we should do more of this
It would be easy to do as-is
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have no influence and couldn’t influence their opinions
Customers
It’s very important
I would do the restrictions, but with reservations / concerns
No, but we should do more
Libertarian
Privacy | Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
119
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Employed at a non-technology firm
Asian or Asian American (except India and China)
Fintech
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they can, but currently they do more harm than good
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Our CEO / founder
They are small but they generate a positive social impact
Yes, because it is the law
No
No, and we don’t need to do this testing
It is not possible to use our products for social ill / negative exploitation.
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have no influence and couldn’t influence their opinions
No external groups influence our social policies
It is essential
I would do the restrictions, but with reservations / concerns
No, and we do the right amount
Progressive / Liberal / Democratic
Privacy | Legal compliance | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
120
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Social Media
They are not connected in any way.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Mozilla Firefox
Yes, but in a negative way
Our CEO / founder
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
Customers
It is essential
I would do the restrictions, but only if they were essential to our success
No, but we should do more
Libertarian
Privacy | Legal compliance | Security
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
121
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Hispanic or Latino
Social Media
They are deeply embedded in our products and help us make a positive influence on society.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
Yes, in a positive way
Marketing / PR / sales
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Government | Shareholders / investors | Media
It’s important, but only one factor of many
I would do the restrictions, but only if they were essential to our success
No, but we should do more
Progressive / Liberal / Democratic
Privacy
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
122
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Middle Eastern
Deep Tech / Machine Learning / AI | Software and/or other consumer-facing | Web3
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they can, but currently they do more harm than good
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
Yes, but in a negative way
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have a bit of influence
NGOs / watchdogs | Media | Customers
It is essential
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Legal compliance | Security
Yes, but I don’t participate
S2_fable5_A_run1
123
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Social Media | Infrastructure, hardware and/or other business-facing
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, this isn’t possible to influence
Yes they could, but it’s not prioritized.
Yes, but our government / regulations won’t allow it
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
Yes, in a positive way
Coders / designers / programmers
They are small but they generate a negative social impact
Yes, because it is the law
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have no influence and couldn’t influence their opinions
Government | Shareholders / investors | Customers
It’s not that important
I would do the restrictions, but with reservations / concerns
Yes but we should do less
Progressive / Liberal / Democratic
Privacy | Legal compliance | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
124
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
Chinese/ Chinese American
Social Media
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes and I see such ideologies in the code that my company uses
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes, but our government / regulations won’t allow it
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Mozilla Firefox
Yes, in a positive way
Our CEO / founder
They are small but they generate a negative social impact
No, but we should do more of this testing
Yes, with a United States focus
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Media
It is essential
I would resign
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Legal compliance | Open source | Accessibility | Security
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
125
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Hispanic or Latino
Deep Tech / Machine Learning / AI
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes and I see such ideologies in the code that my company uses
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, this isn’t possible to influence
Yes, and it should be a bigger priority to ensure this
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
Yes, in a positive way
Coders / designers / programmers
They are small but they generate a negative social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
NGOs / watchdogs | Shareholders / investors | Customers
It’s very important
I would refuse and report the request
Yes and we should do more
A mix of perspectives
Privacy | Inclusivity | Legal compliance | Security | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
126
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Employed at a VC firm / Accelerator / other scaling support
Other
Fintech
They are deeply embedded in our products and help us make a positive influence on society.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
No, it shouldn’t be the business of tech companies.
Google
Yes, in a positive way
Coders / designers / programmers
They are large and they generate a positive social impact
Yes, because it is the law
No
Yes, and we do about the right amount of this
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
These two things have never clashed at my company
We have no influence, but could if we wanted to
Customers
It’s very important
I would do the restrictions, but with reservations / concerns
No, and we do the right amount
A mix of perspectives
Legal compliance | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
127
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
None of the above
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, this isn’t possible to influence
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
Yes, in a positive way
Our company’s products don’t make a societal impact
They are small but they generate a negative social impact
No, and we don’t need to do this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We always do the right thing, which has cost us significant profit / market share
We don’t have individual customers
No external groups influence our social policies
It is essential
I would do the restrictions without issue
Yes and we do the right amount
Progressive / Liberal / Democratic
Legal compliance
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
128
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Deep Tech / Machine Learning / AI | Health
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
Yes and I see such ideologies in the code that my company uses
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes they can, but currently they do more harm than good
No, and it shouldn’t be a priority
Yes, but my company doesn’t do enough.
Mozilla Firefox
Yes, in a positive way
Our CEO / founder
They are large and they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes, because it is the law
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a lot of influence
Shareholders / investors | Customers
It’s not that important
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
Conservative / Republican
Inclusivity | Legal compliance | Open source | Security | Other
No, I don’t know of any.
S2_fable5_A_run1
129
Study 2
registered_synthetic_dataset
50+, foreign national
Non-binary
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Health | Social Media
They are deeply embedded in our products and help us make a positive influence on society.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
No, it doesn't influence our products.
Our CTO or strategic management
They are large and they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes but we should do more of this
It is not possible to use our products for social ill / negative exploitation.
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a lot of influence
Government | Shareholders / investors | Media
It is essential
I would resign
Yes and we should do more
Centrist
Privacy | Inclusivity | Sustainability | Legal compliance | Security
Yes, but I don’t participate
S2_fable5_A_run1
130
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Employed at a non-technology firm
Chinese/ Chinese American
Fintech | Software and/or other consumer-facing
They are not connected in any way.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Google
Yes, but in a negative way
Marketing / PR / sales
They are large and they generate a negative social impact
Yes, but only in 1-2 of these categories
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We always do the right thing, which has cost us significant profit / market share
We have some influence
Media
It’s important, but only one factor of many
I would resign
No, and we do the right amount
A mix of perspectives
Sustainability | Legal compliance | Security | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
131
Study 2
registered_synthetic_dataset
50+, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Social Media | Fintech
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, and I see such bias in the code that my company uses
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
Yes, with a global / international focus
Yes, and we do about the right amount of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a lot of influence
Media | Customers | Other
It’s very important
I would refuse and report the request
Yes and we do the right amount
Progressive / Liberal / Democratic
Privacy | Security
Yes, but I don’t participate
S2_fable5_A_run1
132
Study 2
registered_synthetic_dataset
18-29, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Middle Eastern
Sustainability / Environment / Green Transition
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
No, bias is inherently not possible within code itself
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
No, it doesn't influence our products.
Our CEO / founder
They are small but they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Government | Media | Customers
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Green
Privacy | Inclusivity | Sustainability | Security
No, I don’t know of any.
S2_fable5_A_run1
133
Study 2
registered_synthetic_dataset
50+, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Deep Tech / Machine Learning / AI | Infrastructure, hardware and/or other business-facing
They are not connected in any way.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they can, but currently they do more harm than good
Not in their current form, but it should be a bigger priority
Yes, but my company does the wrong or counter-productive things.
Google
I don’t know our CEO’s worldview
Our CTO or strategic management
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have some influence
Media
It’s very important
I would resign
No, but we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Open source | Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
134
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Infrastructure, hardware and/or other business-facing
They are deeply embedded in our products but we have a negative influence on society as a result.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes, but our government / regulations won’t allow it
Yes, but my company does the wrong or counter-productive things.
Other
Yes, in a positive way
Coders / designers / programmers
They are small but they generate a negative social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Government | Customers | Other
It is essential
I would resign
Yes but we should do less
Libertarian
Privacy | Sustainability | Open source | Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
135
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI | Infrastructure, hardware and/or other business-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
No, people can see if products have ideological bias and it won’t change their opinions
Yes, and I see such bias in the code that my company uses
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they can, but currently they do more harm than good
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
No, it doesn't influence our products.
Our company’s products don’t make a societal impact
They are large and they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Customers | Other
It is essential
I would do the restrictions without issue
Yes and we should do more
Conservative / Republican
Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
136
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Fintech
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
No, bias is inherently not possible within code itself
Yes, but it isn’t our responsibility to do this
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Google
Yes, in a positive way
Other
They are small but they generate a positive social impact
Yes, because it is the law
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have no influence, but could if we wanted to
No external groups influence our social policies
It’s very important
I would do the restrictions, but with reservations / concerns
No, but we should do more
Centrist
Privacy | Legal compliance | Security
Yes, but I don’t participate
S2_fable5_A_run1
137
Study 2
registered_synthetic_dataset
50+, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI | Software and/or other consumer-facing
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, it makes a big impact on this issue
Yes they could, but it’s not prioritized.
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Vivaldi
I don’t know our CEO’s worldview
Our CTO or strategic management
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
Yes, because it is the law
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We don’t have individual customers
Shareholders / investors | Media
It’s very important
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
Conservative / Republican
Privacy | Inclusivity | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
138
Study 2
registered_synthetic_dataset
30-49, US citizen
Non-binary
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Fintech
They are deeply embedded in our products and help us make a positive influence on society.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, it makes a big impact on this issue
Yes, and it should be a bigger priority to ensure this
Yes they could, but it’s not prioritized.
Yes, but my company does the wrong or counter-productive things.
Mozilla Firefox
No, it doesn't influence our products.
Our CTO or strategic management
They are large and they generate a negative social impact
Yes but we should do more of this across the board
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
We usually do the right thing, which has cost us some profit / market share
We have no influence, but could if we wanted to
Shareholders / investors | Customers
It’s very important
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
A mix of perspectives
Privacy | Legal compliance | Open source | Accessibility | Security | Transparency
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
139
Study 2
registered_synthetic_dataset
30-49, foreign national
Non-binary
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes and I see such ideologies in the code that my company uses
No, bias is inherently not possible within code itself
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Not in their current form, but it should be a bigger priority
No, it shouldn’t be the business of tech companies.
Google
Yes, in a positive way
Our CTO or strategic management
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have no influence, but could if we wanted to
Media | Customers
It’s very important
I would do the restrictions, but with reservations / concerns
No, but we should do more
Progressive / Liberal / Democratic
Privacy | Sustainability | Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
140
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Software and/or other consumer-facing
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, it makes a big impact on this issue
No, and it shouldn’t be a priority
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Google
Yes, in a positive way
Our CTO or strategic management
They are small but they generate a positive social impact
Yes but we should do more of this across the board
Yes, with a global / international focus
No, but we should do more of this testing
It is not possible to use our products for social ill / negative exploitation.
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have some influence
Government | NGOs / watchdogs | Media
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we do the right amount
Conservative / Republican
Privacy | Inclusivity | Accessibility | Transparency
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
141
Study 2
registered_synthetic_dataset
30-49, US citizen
Non-binary
Other type of employment at a technology firm
India/ South Asia
Fintech | Health
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, but my company’s products don’t do this.
No, bias is inherently not possible within code itself
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
No, it doesn't influence our products.
Coders / designers / programmers
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
No
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Media | Customers
It’s very important
I would refuse and report the request
Yes and we should do more
Centrist
Privacy | Sustainability | Accessibility
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
142
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
African American / Black
Software and/or other consumer-facing | Health
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, and I see this in products in my company
Yes and I see such ideologies in the code that my company uses
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they can, but currently they do more harm than good
Not in their current form, but it should be a bigger priority
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
No, it doesn't influence our products.
Our CTO or strategic management
They are large and they generate a negative social impact
No, but we should do more of this testing
Not sure / don’t know
No, but we should do more of this testing
It would be easy to do as-is
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Customers
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Inclusivity | Sustainability | Open source | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
143
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
African American / Black
Infrastructure, hardware and/or other business-facing
They are not connected in any way.
I agree, but my company’s products don’t do this.
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, but it isn’t our responsibility to do this
No, I don’t work with this but others in the company have this power
Yes, and it should be a bigger priority to ensure this
Yes, but our government / regulations won’t allow it
No, it shouldn’t be the business of tech companies.
Google
I don’t know our CEO’s worldview
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
No, and we don’t need to do this testing
Yes, with a global / international focus
No, and we don’t need to do this testing
It is not possible to use our products for social ill / negative exploitation.
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have no influence, but could if we wanted to
Government | Customers
It is essential
I would do the restrictions, but only if they were essential to our success
No, but we should do more
Centrist
Privacy | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
144
Study 2
registered_synthetic_dataset
50+, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
White
Software and/or other consumer-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, and I see such bias in the code that my company uses
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes, and it should be a bigger priority to ensure this
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Google
I don’t know our CEO’s worldview
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
No
Yes, and we do about the right amount of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have no influence, but could if we wanted to
Customers
It is essential
I would resign
Yes and we do the right amount
Libertarian
Privacy | Sustainability | Legal compliance | Security | Other
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
145
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Software and/or other consumer-facing
They are deeply embedded in our products but we have a negative influence on society as a result.
I disagree, technology products don’t have that kind of power
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes, but our government / regulations won’t allow it
Yes, but our government / regulations won’t allow it
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Our CTO or strategic management
They are small but they generate a positive social impact
No, and we don’t need to do this testing
No
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the right thing, which has cost us some profit / market share
We have a lot of influence
Government | Media | Customers
It is essential
I would do the restrictions without issue
Yes and we should do more
Conservative / Republican
Legal compliance | Open source | Security
No, I don’t know of any.
S2_fable5_A_run1
146
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Infrastructure, hardware and/or other business-facing
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
No, this isn’t possible to influence
Yes, but our government / regulations won’t allow it
No, and it shouldn’t be a priority
Yes, but my company doesn’t do enough.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are large and they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes, and we do about the right amount of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have a bit of influence
Shareholders / investors
It is essential
I would refuse and report the request
Yes but we should do less
A mix of perspectives
Privacy | Inclusivity | Open source | Accessibility | Security
Yes, but I don’t participate
S2_fable5_A_run1
147
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
Chinese/ Chinese American
None of the above
They are deeply embedded in our products and help us make a positive influence on society.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they can, but currently they do more harm than good
Yes they can, but currently they do more harm than good
No, it shouldn’t be the business of tech companies.
Other
Yes, in a positive way
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes, and we do about the right amount of this
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
These two things have never clashed at my company
We have a lot of influence
NGOs / watchdogs
It is essential
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
Libertarian
Inclusivity | Legal compliance
Yes, but I don’t participate
S2_fable5_A_run1
148
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Infrastructure, hardware and/or other business-facing | Health
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, bias is inherently not possible within code itself
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
No, and it shouldn’t be a priority
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
Yes, in a positive way
Our CTO or strategic management
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
No, and we don’t need to do this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, and I did something about it afterwards
These two things have never clashed at my company
We have a bit of influence
Government | Shareholders / investors
It’s very important
I would refuse and report the request
Yes and we do the right amount
Progressive / Liberal / Democratic
Privacy | Inclusivity | Legal compliance | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
149
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
African American / Black
Software and/or other consumer-facing
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Other
No, it doesn't influence our products.
Our CTO or strategic management
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We don’t have individual customers
Customers
It’s very important
I would do the restrictions, but with reservations / concerns
No, but we should do more
Conservative / Republican
Privacy | Sustainability | Open source | Accessibility | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
150
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Employed at a non-technology firm
Chinese/ Chinese American
Fintech | Deep Tech / Machine Learning / AI | Web3
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes, and it should be a bigger priority to ensure this
Yes, and it should be a bigger priority to ensure this
Yes, but my company does the wrong or counter-productive things.
Google
Yes, in a positive way
Our CEO / founder
They are large and they generate a positive social impact
Yes but we should do more of this across the board
Not sure / don’t know
Yes, and we do about the right amount of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have no influence and couldn’t influence their opinions
Government | Shareholders / investors | Customers
It’s very important
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Sustainability | Legal compliance | Accessibility | Security
No, I don’t know of any.
S2_fable5_A_run1
151
Study 2
registered_synthetic_dataset
30-49, foreign national
Non-binary
Employed at a VC firm / Accelerator / other scaling support
India/ South Asia
Deep Tech / Machine Learning / AI | Sustainability / Environment / Green Transition | Health
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but it isn’t our responsibility to do this
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Other
No, it doesn't influence our products.
Our CEO / founder
They are large and they generate a positive social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
Shareholders / investors | Media | Customers
It’s important, but only one factor of many
I would refuse and report the request
No, but we should do more
Libertarian
Privacy | Inclusivity | Open source | Accessibility | Security
No, I don’t know of any.
S2_fable5_A_run1
152
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Other type of employment at a technology firm
White
Sustainability / Environment / Green Transition
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, technology products don’t have that kind of power
No, bias is inherently not possible within code itself
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
No, and it shouldn’t be a priority
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Our CEO / founder
They are large and they generate a negative social impact
No, and we don’t need to do this testing
No
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, and I did something about it afterwards
These two things have never clashed at my company
We have no influence, but could if we wanted to
No external groups influence our social policies
It’s important, but only one factor of many
I would do the restrictions, but only if they were essential to our success
No, and we do the right amount
A mix of perspectives
Security
Yes, but I don’t participate
S2_fable5_A_run1
153
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Fintech | Software and/or other consumer-facing
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
These two things have never clashed at my company
We have a bit of influence
Government
It is essential
I would do the restrictions, but only if they were essential to our success
No, and we do the right amount
A mix of perspectives
None of these
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
154
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Other type of employment at a technology firm
White
Infrastructure, hardware and/or other business-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Our CTO or strategic management
They are large and they generate a positive social impact
Yes, because it is the law
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Government | Media | Customers
It is essential
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
Green
Privacy | Accessibility | Security
Yes, but I don’t participate
S2_fable5_A_run1
155
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI | Software and/or other consumer-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, technology products don’t have that kind of power
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, but it isn’t our responsibility to do this
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes, but our government / regulations won’t allow it
No, it shouldn’t be the business of tech companies.
Mozilla Firefox
No, it doesn't influence our products.
Coders / designers / programmers
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
No, and we don’t need to do this testing
It would be easy to do as-is
No, nothing I’ve made has ever had a social impact
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have no influence, but could if we wanted to
Government | Customers
It’s important, but only one factor of many
I would resign
Yes and we do the right amount
Libertarian
Privacy | Open source | Security
No, because I don’t find them useful or valuable
S2_fable5_A_run1
156
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Deep Tech / Machine Learning / AI | Infrastructure, hardware and/or other business-facing | Social Media
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes, and it should be a bigger priority to ensure this
Yes, but my company does the wrong or counter-productive things.
Google
Yes, but in a negative way
Coders / designers / programmers
They are small but they generate a negative social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be easy to do as-is
Yes, and I did something about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a lot of influence
Government | Shareholders / investors | Media
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Open source | Accessibility | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
157
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Deep Tech / Machine Learning / AI
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they can, but currently they do more harm than good
Yes, but our government / regulations won’t allow it
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Coders / designers / programmers
They are small but they generate a positive social impact
No, but we should do more of this testing
No
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
We usually do the right thing, which has cost us some profit / market share
We have no influence, but could if we wanted to
No external groups influence our social policies
It is essential
I would do the restrictions, but only if they were essential to our success
Yes and we do the right amount
Progressive / Liberal / Democratic
Privacy | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
158
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Employed at a non-technology firm
Chinese/ Chinese American
None of the above
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes and I see such ideologies in the code that my company uses
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
No, it shouldn’t be the business of tech companies.
Other
Yes, in a positive way
Our company’s products don’t make a societal impact
They are small but they generate a negative social impact
Yes but we should do more of this across the board
No
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have no influence, but could if we wanted to
Shareholders / investors
It’s not that important
I would do the restrictions, but with reservations / concerns
Yes but we should do less
Conservative / Republican
Open source | Security | Transparency
No, because I don’t find them useful or valuable
S2_fable5_A_run1
159
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
White
Software and/or other consumer-facing | Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
No, bias is inherently not possible within code itself
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes, and it should be a bigger priority to ensure this
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Our CEO / founder
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
No
Yes, and we do about the right amount of this
It is not possible to use our products for social ill / negative exploitation.
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Customers
It’s very important
I would do the restrictions without issue
Yes and we do the right amount
Centrist
Transparency
Yes, but I don’t participate
S2_fable5_A_run1
160
Study 2
registered_synthetic_dataset
50+, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Infrastructure, hardware and/or other business-facing | Deep Tech / Machine Learning / AI | Social Media
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
No, bias is inherently not possible within code itself
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a positive social impact
No, but we should do more of this testing
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Shareholders / investors | Customers
It’s important, but only one factor of many
I would do the restrictions, but with reservations / concerns
No, but we should do more
Progressive / Liberal / Democratic
Sustainability | Legal compliance | Accessibility | Security | Transparency
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
161
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Infrastructure, hardware and/or other business-facing
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Not in their current form, but it should be a bigger priority
No, and it shouldn’t be a priority
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
Yes, but in a negative way
Our CEO / founder
They are large and they generate a negative social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Shareholders / investors | Customers
It’s important, but only one factor of many
I would do the restrictions, but with reservations / concerns
No, but we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Sustainability | Accessibility | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
162
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Infrastructure, hardware and/or other business-facing | Software and/or other consumer-facing
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Not in their current form, but it should be a bigger priority
Yes they can, but currently they do more harm than good
No, it shouldn’t be the business of tech companies.
Google
No, it doesn't influence our products.
Our CEO / founder
They are small but they generate a negative social impact
Yes but we should do more of this across the board
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Customers
It is essential
I would refuse and report the request
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Accessibility | Security | Transparency
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
163
Study 2
registered_synthetic_dataset
50+, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Infrastructure, hardware and/or other business-facing | Social Media | Sustainability / Environment / Green Transition
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but it isn’t our responsibility to do this
No, this isn’t possible to influence
Yes, but our government / regulations won’t allow it
Yes, but our government / regulations won’t allow it
Yes, we should make a positive social impact and I agree with my company’s approach.
Mozilla Firefox
No, it doesn't influence our products.
Coders / designers / programmers
They are small but they generate a negative social impact
Yes, but only in 1-2 of these categories
Not sure / don’t know
No, but we should do more of this testing
It is not possible to use our products for social ill / negative exploitation.
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Customers
It’s important, but only one factor of many
I would resign
Yes and we do the right amount
Centrist
Privacy | Legal compliance | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
164
Study 2
registered_synthetic_dataset
30-49, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, and I see such bias in the code that my company uses
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Mozilla Firefox
Yes, in a positive way
Our CEO / founder
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It is not possible to use our products for social ill / negative exploitation.
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have no influence and couldn’t influence their opinions
Customers
It’s very important
I would refuse and report the request
Yes and we should do more
Centrist
Privacy | Legal compliance | Open source
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
165
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Software and/or other consumer-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes, but our government / regulations won’t allow it
No, it shouldn’t be the business of tech companies.
Other
Yes, but in a negative way
Our CEO / founder
They are small but they generate a positive social impact
No, and we don’t need to do this testing
No
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have no influence and couldn’t influence their opinions
Shareholders / investors | Media | Customers
It’s very important
I would refuse and report the request
Yes but we should do less
Libertarian
Privacy | Open source | Security
No, because I don’t find them useful or valuable
S2_fable5_A_run1
166
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
India/ South Asia
Deep Tech / Machine Learning / AI | Health
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
Yes, but in a negative way
Our CTO or strategic management
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
No
No, and we don’t need to do this testing
It is not possible to use our products for social ill / negative exploitation.
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Customers
It is essential
I would resign
Yes and we should do more
Centrist
Privacy | Legal compliance | Accessibility | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
167
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Web3
They are not connected in any way.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, and I see such bias in the code that my company uses
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they could, but it’s not prioritized.
Yes, but my company does the wrong or counter-productive things.
Google
Yes, but in a negative way
Our CEO / founder
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Government | Media | Customers
It’s very important
I would resign
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Sustainability | Open source | Security
Yes, but I don’t participate
S2_fable5_A_run1
168
Study 2
registered_synthetic_dataset
50+, foreign national
Male
Employed at a non-technology firm
Chinese/ Chinese American
None of the above
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they can, but currently they do more harm than good
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
I don’t know our CEO’s worldview
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have no influence, but could if we wanted to
Customers
It’s very important
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Inclusivity | Security
Yes, but I don’t participate
S2_fable5_A_run1
169
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
White
Sustainability / Environment / Green Transition
They are deeply embedded in our products and help us make a positive influence on society.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Bing
No, it doesn't influence our products.
Coders / designers / programmers
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
Yes, and we do about the right amount of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
No external groups influence our social policies
It is essential
I would refuse and report the request
Yes and we do the right amount
Progressive / Liberal / Democratic
Privacy | Inclusivity | Legal compliance | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
170
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Employed at a non-technology firm
Asian or Asian American (except India and China)
None of the above
They are deeply embedded in our products and help us make a positive influence on society.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Google
No, it doesn't influence our products.
Marketing / PR / sales
They are small but they generate a negative social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a lot of influence
Shareholders / investors | Customers
It’s very important
I would do the restrictions, but with reservations / concerns
No, but we should do more
Progressive / Liberal / Democratic
Legal compliance | Open source | Security
No, I don’t know of any.
S2_fable5_A_run1
171
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
India/ South Asia
Health | Sustainability / Environment / Green Transition
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
No, and it shouldn’t be a priority
No, it shouldn’t be the business of tech companies.
Google
Yes, in a positive way
Our CEO / founder
They are small but they generate a positive social impact
No, and we don’t need to do this testing
No
No, and we don’t need to do this testing
It would be easy to do as-is
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We don’t have individual customers
Customers
It’s not that important
I would do the restrictions, but only if they were essential to our success
Yes but we should do less
Libertarian
Privacy | Open source | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
172
Study 2
registered_synthetic_dataset
50+, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
White
Health | Infrastructure, hardware and/or other business-facing
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes, and it should be a bigger priority to ensure this
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
No, it doesn't influence our products.
Our CTO or strategic management
They are large and they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Shareholders / investors | Customers
It’s very important
I would refuse and report the request
No, and we do the right amount
Libertarian
Privacy | Sustainability | Legal compliance | Security | Transparency
Yes, but I don’t participate
S2_fable5_A_run1
173
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Health | Software and/or other consumer-facing | Deep Tech / Machine Learning / AI
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
No, this would take too much time
No, this isn’t possible to influence
Not in their current form, but it should be a bigger priority
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Other
No, it doesn't influence our products.
Marketing / PR / sales
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
Yes, with a United States focus
Yes, because it is the law
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
No external groups influence our social policies
It is essential
I would do the restrictions without issue
No, and we do the right amount
Conservative / Republican
Inclusivity | Sustainability | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
174
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Other type of employment at a technology firm
India/ South Asia
Deep Tech / Machine Learning / AI
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Other
I don’t know our CEO’s worldview
Our CTO or strategic management
They are small but they generate a positive social impact
No, and we don’t need to do this testing
Not sure / don’t know
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
Shareholders / investors
It is essential
I would resign
No, and we do the right amount
Progressive / Liberal / Democratic
Accessibility | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
175
Study 2
registered_synthetic_dataset
18-29, US citizen
None of the above
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
Chinese/ Chinese American
US Government (civ/mil) | Deep Tech / Machine Learning / AI | Infrastructure, hardware and/or other business-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but it isn’t our responsibility to do this
Yes, but it only makes a small impact
Not in their current form, but it should be a bigger priority
Yes they can, but currently they do more harm than good
No, it shouldn’t be the business of tech companies.
Google
No, it doesn't influence our products.
Coders / designers / programmers
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
Customers
It is essential
I would resign
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Sustainability | Security
No, I don’t know of any.
S2_fable5_A_run1
176
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Health | Software and/or other consumer-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes they can, but currently they do more harm than good
No, it shouldn’t be the business of tech companies.
Google
Yes, in a positive way
Other
They are large and they generate a negative social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, and I did something about it afterwards
We always do the profitable thing, which has meant we’ve often made negative societal impacts.
We have a lot of influence
Government | NGOs / watchdogs | Media
It’s very important
I would do the restrictions without issue
No, but we should do more
Green
Sustainability | Accessibility | Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
177
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, bias is inherently not possible within code itself
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes, and it should be a bigger priority to ensure this
Not in their current form, but it should be a bigger priority
No, it shouldn’t be the business of tech companies.
Other
No, it doesn't influence our products.
Our CEO / founder
They are small but they generate a negative social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
We usually do the right thing, which has cost us some profit / market share
We have some influence
Shareholders / investors | Media
It’s very important
I would refuse and report the request
Yes but we should do less
Progressive / Liberal / Democratic
Privacy | Inclusivity | Legal compliance | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
178
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Deep Tech / Machine Learning / AI | Infrastructure, hardware and/or other business-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, it makes a big impact on this issue
Yes, and it should be a bigger priority to ensure this
Yes, but our government / regulations won’t allow it
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
I don’t know our CEO’s worldview
Marketing / PR / sales
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
No
Yes, and we do about the right amount of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have a lot of influence
NGOs / watchdogs | Shareholders / investors | Customers
It’s not that important
I would refuse and report the request
Yes and we should do more
Progressive / Liberal / Democratic
Inclusivity | Legal compliance | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
179
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Other type of employment at a technology firm
India/ South Asia
Fintech | Software and/or other consumer-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes, and it should be a bigger priority to ensure this
Yes they can, but currently they do more harm than good
Yes, but my company doesn’t do enough.
Google
I don’t know our CEO’s worldview
Our CTO or strategic management
They are large and they generate a negative social impact
No, and we don’t need to do this testing
No
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We don’t have individual customers
No external groups influence our social policies
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Inclusivity | Legal compliance | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
180
Study 2
registered_synthetic_dataset
50+, foreign national
Non-binary
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Software and/or other consumer-facing | Deep Tech / Machine Learning / AI | Health
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, and I see such bias in the code that my company uses
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes, and it should be a bigger priority to ensure this
Yes, but my company does the wrong or counter-productive things.
Other
Yes, in a positive way
Other
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
These two things have never clashed at my company
We have no influence and couldn’t influence their opinions
No external groups influence our social policies
It is essential
I would resign
No, but we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Sustainability | Accessibility | Transparency
Yes, there are many and I regularly participate in them
S2_fable5_A_run1
181
Study 2
registered_synthetic_dataset
18-29, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Deep Tech / Machine Learning / AI
They are not connected in any way.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, it is essential to make a positive impact through code whenever possible
Yes, it makes a big impact on this issue
Yes they can, but currently they do more harm than good
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Other
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a positive social impact
Yes, and we do about the right amount of this
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, but didn’t do anything about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Media | Customers
It is essential
I would refuse and report the request
Yes but we should do less
Progressive / Liberal / Democratic
Privacy | Inclusivity | Sustainability | Accessibility | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
182
Study 2
registered_synthetic_dataset
30-49, foreign national
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Infrastructure, hardware and/or other business-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, technology products don’t have that kind of power
No, bias is inherently not possible within code itself
No, people can see if code is biased and won’t let it change their opinions
Yes, it is essential to make a positive impact through code whenever possible
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Google
Yes, in a positive way
Our CEO / founder
They are small but they generate a positive social impact
No, but we should do more of this testing
Not sure / don’t know
Yes, because it is the law
It would be easy to do as-is
Yes, and I did something about it afterwards
We usually do the right thing, which has cost us some profit / market share
We have some influence
Media | Customers
It is essential
I would refuse and report the request
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Sustainability | Security
Yes, but I don’t participate
S2_fable5_A_run1
183
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Other type of employment at a technology firm
Middle Eastern
None of the above
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes and I see such ideologies in the code that my company uses
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they can, but currently they do more harm than good
Yes, but my company doesn’t do enough.
Google
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have no influence and couldn’t influence their opinions
No external groups influence our social policies
It’s important, but only one factor of many
I would refuse and report the request
Yes but we should do less
Libertarian
Privacy | Open source | Security
No, I don’t know of any.
S2_fable5_A_run1
184
Study 2
registered_synthetic_dataset
18-29, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Web3 | Software and/or other consumer-facing
They are not connected in any way.
I disagree, technology products don’t have that kind of power
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
No, code can’t influence democracy
Yes, it makes a big impact on this issue
Yes, and it should be a bigger priority to ensure this
Yes, and it should be a bigger priority to ensure this
Yes, but my company doesn’t do enough.
Google
Yes, but in a negative way
Our CEO / founder
They are small but they generate a negative social impact
No, and we don’t need to do this testing
No
No, and we don’t need to do this testing
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a lot of influence
Government | Media
It’s not that important
I would do the restrictions, but only if they were essential to our success
No, and we do the right amount
A mix of perspectives
Privacy | Inclusivity | Open source | Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
185
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes and I see such ideologies in the code that my company uses
Yes, but I don’t see it in my company
Yes, but it isn’t our responsibility to do this
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
No, it shouldn’t be the business of tech companies.
Google
No, it doesn't influence our products.
Other
They are small but they generate a negative social impact
No, and we don’t need to do this testing
Not sure / don’t know
No, and we don’t need to do this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have no influence, but could if we wanted to
Shareholders / investors
It’s important, but only one factor of many
I would do the restrictions without issue
Yes but we should do less
Conservative / Republican
Privacy | Legal compliance
No, I don’t know of any.
S2_fable5_A_run1
186
Study 2
registered_synthetic_dataset
18-29, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI | Fintech
They are deeply embedded in our products and help us make a positive influence on society.
I disagree, technology products don’t have that kind of power
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
No, this would take too much time
Yes, it makes a big impact on this issue
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Google
Yes, in a positive way
Coders / designers / programmers
They are small but they generate a positive social impact
No, and we don’t need to do this testing
No
Yes, because it is the law
It is not possible to use our products for social ill / negative exploitation.
No, nothing I’ve made has ever had a social impact
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
Shareholders / investors | Media
It is essential
I would refuse and report the request
Yes and we do the right amount
Libertarian
Privacy | Legal compliance | Security | Transparency
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
187
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Other type of employment at a technology firm
Chinese/ Chinese American
Deep Tech / Machine Learning / AI | Infrastructure, hardware and/or other business-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, but my company’s products don’t do this.
No, people can see if products have ideological bias and it won’t change their opinions
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, but our government / regulations won’t allow it
Yes they could, but it’s not prioritized.
No, it shouldn’t be the business of tech companies.
Google
I don’t know our CEO’s worldview
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
Yes, with a United States focus
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We don’t have individual customers
Shareholders / investors | Media | Customers
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we do the right amount
Centrist
Open source | Security
No, I don’t know of any.
S2_fable5_A_run1
188
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Employed at a VC firm / Accelerator / other scaling support
Mixed race
None of the above
They are not connected in any way.
I agree, but my company’s products don’t do this.
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
Yes, in a positive way
Our CTO or strategic management
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have no influence and couldn’t influence their opinions
Media
It is essential
I would do the restrictions, but only if they were essential to our success
Yes and we do the right amount
Progressive / Liberal / Democratic
Inclusivity | Sustainability | Legal compliance | Security
No, I don’t know of any.
S2_fable5_A_run1
189
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Deep Tech / Machine Learning / AI
They are not connected in any way.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they can, but currently they do more harm than good
Yes, and it should be a bigger priority to ensure this
No, it shouldn’t be the business of tech companies.
Google
Yes, in a positive way
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be easy to do as-is
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have no influence, but could if we wanted to
Government | Customers
It’s not that important
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Open source | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
190
Study 2
registered_synthetic_dataset
30-49, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
White
Deep Tech / Machine Learning / AI | Health | Software and/or other consumer-facing
They are not connected in any way.
I disagree, technology products don’t have that kind of power
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but only if it doesn’t require changes that harm our core business interests
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Mozilla Firefox
Yes, but in a negative way
Our CEO / founder
They are small but they generate a positive social impact
Yes, but only in 1-2 of these categories
No
No, but we should do more of this testing
It would be easy to do if the product was tweaked by knowledgeable outsiders
Yes, and I did something about it afterwards
We usually do the right thing, which has cost us some profit / market share
We have some influence
Media
It’s very important
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity | Legal compliance | Accessibility
Yes, but I don’t participate
S2_fable5_A_run1
191
Study 2
registered_synthetic_dataset
18-29, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
Chinese/ Chinese American
Software and/or other consumer-facing
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Google
Yes, in a positive way
Marketing / PR / sales
They are small but they generate a positive social impact
No, but we should do more of this testing
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, nothing I’ve made has ever had a social impact
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
Media | Customers | Other
It is essential
I would do the restrictions, but only if they were essential to our success
Yes and we should do more
A mix of perspectives
Privacy | Inclusivity | Sustainability | Accessibility | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
192
Study 2
registered_synthetic_dataset
18-29, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
India/ South Asia
Sustainability / Environment / Green Transition
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
No, this would take too much time
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, but my company does the wrong or counter-productive things.
Other
I don’t know our CEO’s worldview
Marketing / PR / sales
They are large and they generate a positive social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do as-is
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have a bit of influence
Media
It’s very important
I would resign
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity
Yes, but I don’t participate
S2_fable5_A_run1
193
Study 2
registered_synthetic_dataset
30-49, US citizen
Female
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Chinese/ Chinese American
Software and/or other consumer-facing | Infrastructure, hardware and/or other business-facing
They are superficially embedded into our products and thus have little positive or negative impact.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes they could, but it’s not prioritized.
Yes they could, but it’s not prioritized.
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
Yes, in a positive way
Marketing / PR / sales
They are large and they generate a positive social impact
Yes, and we do about the right amount of this
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
These two things have never clashed at my company
We have a bit of influence
Government | Customers
It is essential
I would do the restrictions, but with reservations / concerns
No, and we do the right amount
Centrist
Privacy | Inclusivity | Sustainability | Open source | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
194
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (over 2 years old)
India/ South Asia
Deep Tech / Machine Learning / AI
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
No, code can’t influence democracy
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Not in their current form, but it should be a bigger priority
Yes, but my company doesn’t do enough.
Mozilla Firefox
Yes, in a positive way
Our CTO or strategic management
They are large and they generate a positive social impact
Yes, but only in 1-2 of these categories
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have some influence
No external groups influence our social policies
It is essential
I would do the restrictions without issue
No, and we do the right amount
Progressive / Liberal / Democratic
Privacy | Open source
No, because I don’t find them useful or valuable
S2_fable5_A_run1
195
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Social Media
They are not connected in any way.
I agree, and I see this in products in my company
Yes, but I don’t see it in my company
Yes, and I see such bias in the code that my company uses
Yes, but it isn’t our responsibility to do this
No, I don’t work with this but others in the company have this power
Not in their current form, but it should be a bigger priority
Yes they could, but it’s not prioritized.
Yes, but my company doesn’t do enough.
Other
I don’t know our CEO’s worldview
Our CEO / founder
They are small but they generate a negative social impact
Yes but we should do more of this across the board
No
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
No, I haven’t felt regret about any of my projects
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have no influence, but could if we wanted to
Government | Shareholders / investors | Media
It’s important, but only one factor of many
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Privacy
Yes, but I don’t participate
S2_fable5_A_run1
196
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
Asian or Asian American (except India and China)
Fintech | Deep Tech / Machine Learning / AI | Infrastructure, hardware and/or other business-facing
They are deeply embedded in our products but we have a negative influence on society as a result.
I disagree, it’s the use of the products, not their design, that create unintended effects.
Yes, but I don’t see it in my company
No, people can see if code is biased and won’t let it change their opinions
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Not in their current form, but it should be a bigger priority
Yes, but our government / regulations won’t allow it
Yes, but my company does the wrong or counter-productive things.
Mozilla Firefox
I don’t know our CEO’s worldview
Coders / designers / programmers
They are small but they generate a positive social impact
Yes but we should do more of this across the board
Not sure / don’t know
Yes but we should do more of this
It would be hard to do as-is, but it is possible with significant effort
Yes, and I did something about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have some influence
No external groups influence our social policies
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we do the right amount
Progressive / Liberal / Democratic
Open source | Accessibility | Security
Yes, and I occasionally participate / read from them
S2_fable5_A_run1
197
Study 2
registered_synthetic_dataset
30-49, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Infrastructure, hardware and/or other business-facing | Deep Tech / Machine Learning / AI
They are superficially embedded into our products and thus have little positive or negative impact.
I agree, and I see this in products in my company
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, and it should be a bigger priority to ensure this
Yes, but our government / regulations won’t allow it
Yes, we should make a positive social impact and I agree with my company’s approach.
Google
No, it doesn't influence our products.
Our CEO / founder
They are small but they generate a negative social impact
No, and we don’t need to do this testing
No
Yes but we should do more of this
It would be easy to do if the product was tweaked by knowledgeable outsiders
No, I haven’t felt regret about any of my projects
We usually do the right thing, which has cost us some profit / market share
We have no influence and couldn’t influence their opinions
Shareholders / investors | Customers
It’s very important
I would do the restrictions, but only if they were essential to our success
Yes but we should do less
Progressive / Liberal / Democratic
Privacy | Sustainability | Accessibility | Security
No, I don’t know of any.
S2_fable5_A_run1
198
Study 2
registered_synthetic_dataset
18-29, US citizen
Male
Coder, programmer, developer, designer, software engineer, or similar at a large (over 50 employees) technology-focused firm
White
Deep Tech / Machine Learning / AI | Software and/or other consumer-facing | Infrastructure, hardware and/or other business-facing
They are deeply embedded in our products and help us make a positive influence on society.
I agree, but my company’s products don’t do this.
No, bias is inherently not possible within code itself
No, bias is inherently not possible within code itself
Yes, it is essential to make a positive impact through code whenever possible
No, this isn’t possible to influence
Yes, and it should be a bigger priority to ensure this
Not in their current form, but it should be a bigger priority
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
No, it doesn't influence our products.
Our CTO or strategic management
They are large and they generate a positive social impact
Yes, and we do about the right amount of this
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
No, nothing I’ve made has ever had a social impact
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a bit of influence
Customers
It’s very important
I would resign
No, but we should do more
Progressive / Liberal / Democratic
Privacy | Inclusivity
Yes, but I don’t participate
S2_fable5_A_run1
199
Study 2
registered_synthetic_dataset
50+, foreign national
Male
Other type of employment at a technology firm
Middle Eastern
None of the above
They are not connected in any way.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
Yes, but I don’t see it in my company
Yes, it is essential to make a positive impact through code whenever possible
No, I don’t work with this but others in the company have this power
Yes they could, but it’s not prioritized.
Yes they can, but currently they do more harm than good
Yes, we should make a positive social impact and I agree with my company’s approach.
Other
Yes, in a positive way
Our company’s products don’t make a societal impact
They are small but they generate a positive social impact
Yes but we should do more of this across the board
No
No, but we should do more of this testing
It would be hard to do as-is, but it is possible with significant effort
Yes, but didn’t do anything about it afterwards
We usually do the profitable thing, which has meant we’ve occasionally made negative societal impacts.
We have a lot of influence
NGOs / watchdogs | Shareholders / investors
It is essential
I would refuse and report the request
Yes and we do the right amount
Progressive / Liberal / Democratic
Accessibility | Security | Transparency
No, I don’t know of any.
S2_fable5_A_run1
200
Study 2
registered_synthetic_dataset
30-49, foreign national
Male
Coder, programmer, developer, designer, software engineer, or similar at a small (under 50 employees) technology-focused firm (less 2 years old)
White
Sustainability / Environment / Green Transition | Social Media
They are deeply embedded in our products but we have a negative influence on society as a result.
I agree, but my company’s products don’t do this.
Yes, but I don’t see it in my company
No, bias is inherently not possible within code itself
Yes, but only if it doesn’t require changes that harm our core business interests
Yes, but it only makes a small impact
Yes, but our government / regulations won’t allow it
Yes they can, but currently they do more harm than good
Yes, but my company does the wrong or counter-productive things.
Google
I don’t know our CEO’s worldview
Our CTO or strategic management
They are small but they generate a negative social impact
No, but we should do more of this testing
No
No, but we should do more of this testing
It would be easy to do as-is
No, nothing I’ve made has ever had a social impact
We always do the right thing, which has cost us significant profit / market share
We don’t have individual customers
Government | Media | Customers
It is essential
I would do the restrictions, but with reservations / concerns
Yes and we should do more
Progressive / Liberal / Democratic
Privacy | Sustainability | Accessibility | Security | Transparency
Yes, and I occasionally participate / read from them