country
stringclasses
15 values
country_code
stringclasses
15 values
year
int64
2.02k
2.03k
gender
stringclasses
2 values
age_group
stringclasses
5 values
education_level
stringclasses
4 values
occupation_skill_level
stringclasses
3 values
education_job_match
stringclasses
3 values
technical_skills_gap
stringclasses
4 values
soft_skills_gap
stringclasses
4 values
digital_skills_level
stringclasses
4 values
is_overqualified
bool
2 classes
is_underqualified
bool
2 classes
is_matched
bool
2 classes
mismatch_index
int64
5
100
scenario
stringclasses
3 values
Nigeria
NGA
2,022
male
25-34
none
medium_skill
underqualified
minor
none
intermediate
false
true
false
36
high_burden
Nigeria
NGA
2,020
male
15-24
primary
low_skill
matched
none
none
intermediate
false
false
true
8
high_burden
Nigeria
NGA
2,018
male
55-64
none
high_skill
overqualified
none
minor
basic
true
false
false
46
high_burden
Nigeria
NGA
2,019
female
55-64
none
low_skill
matched
none
minor
basic
false
false
true
21
high_burden
Nigeria
NGA
2,020
male
25-34
primary
low_skill
underqualified
minor
minor
none
false
true
false
59
high_burden
Nigeria
NGA
2,025
female
45-54
secondary
medium_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,023
male
25-34
none
low_skill
matched
minor
none
basic
false
false
true
23
high_burden
Nigeria
NGA
2,018
male
35-44
none
high_skill
underqualified
minor
none
advanced
false
true
false
33
high_burden
Nigeria
NGA
2,020
male
55-64
tertiary
low_skill
matched
minor
moderate
intermediate
false
false
true
30
high_burden
Nigeria
NGA
2,018
male
45-54
primary
high_skill
overqualified
minor
minor
basic
true
false
false
54
high_burden
Nigeria
NGA
2,019
male
15-24
none
low_skill
matched
none
minor
none
false
false
true
31
high_burden
Nigeria
NGA
2,022
female
45-54
secondary
low_skill
overqualified
severe
none
basic
true
false
false
68
high_burden
Nigeria
NGA
2,025
male
15-24
primary
medium_skill
matched
minor
none
basic
false
false
true
23
high_burden
Nigeria
NGA
2,024
male
15-24
tertiary
medium_skill
matched
minor
moderate
basic
false
false
true
37
high_burden
Nigeria
NGA
2,020
male
55-64
secondary
medium_skill
overqualified
moderate
minor
intermediate
true
false
false
57
high_burden
Nigeria
NGA
2,023
female
35-44
none
low_skill
overqualified
moderate
none
none
true
false
false
68
high_burden
Nigeria
NGA
2,021
female
35-44
tertiary
medium_skill
overqualified
severe
none
basic
true
false
false
68
high_burden
Nigeria
NGA
2,018
male
45-54
secondary
medium_skill
overqualified
severe
none
none
true
false
false
78
high_burden
Nigeria
NGA
2,020
male
25-34
none
medium_skill
underqualified
minor
severe
none
false
true
false
75
high_burden
Nigeria
NGA
2,021
male
15-24
secondary
low_skill
matched
none
none
basic
false
false
true
15
high_burden
Nigeria
NGA
2,018
male
35-44
none
medium_skill
underqualified
moderate
none
none
false
true
false
63
high_burden
Nigeria
NGA
2,020
male
25-34
primary
low_skill
overqualified
severe
severe
advanced
true
false
false
80
high_burden
Nigeria
NGA
2,020
female
35-44
none
medium_skill
overqualified
none
moderate
basic
true
false
false
54
high_burden
Nigeria
NGA
2,018
male
35-44
none
medium_skill
matched
minor
minor
basic
false
false
true
29
high_burden
Nigeria
NGA
2,023
male
55-64
primary
low_skill
overqualified
none
moderate
none
true
false
false
64
high_burden
Nigeria
NGA
2,020
male
55-64
none
medium_skill
underqualified
minor
none
none
false
true
false
53
high_burden
Nigeria
NGA
2,019
male
55-64
secondary
low_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,023
male
15-24
tertiary
low_skill
overqualified
minor
none
intermediate
true
false
false
41
high_burden
Nigeria
NGA
2,021
female
55-64
none
high_skill
underqualified
moderate
severe
none
false
true
false
85
high_burden
Nigeria
NGA
2,021
male
35-44
none
medium_skill
matched
none
moderate
none
false
false
true
39
high_burden
Nigeria
NGA
2,025
female
15-24
primary
medium_skill
matched
severe
minor
basic
false
false
true
49
high_burden
Nigeria
NGA
2,021
male
35-44
none
low_skill
matched
none
none
basic
false
false
true
15
high_burden
Nigeria
NGA
2,023
female
15-24
secondary
medium_skill
underqualified
minor
minor
none
false
true
false
59
high_burden
Nigeria
NGA
2,024
female
55-64
primary
high_skill
matched
none
none
basic
false
false
true
15
high_burden
Nigeria
NGA
2,021
male
15-24
primary
low_skill
overqualified
moderate
minor
none
true
false
false
74
high_burden
Nigeria
NGA
2,025
female
55-64
primary
medium_skill
matched
minor
none
none
false
false
true
33
high_burden
Nigeria
NGA
2,020
female
45-54
tertiary
medium_skill
overqualified
minor
moderate
basic
true
false
false
62
high_burden
Nigeria
NGA
2,023
female
45-54
primary
low_skill
overqualified
minor
moderate
none
true
false
false
72
high_burden
Nigeria
NGA
2,019
female
35-44
primary
medium_skill
matched
none
minor
basic
false
false
true
21
high_burden
Nigeria
NGA
2,020
female
45-54
none
medium_skill
matched
minor
moderate
none
false
false
true
47
high_burden
Nigeria
NGA
2,025
female
15-24
primary
high_skill
matched
minor
moderate
none
false
false
true
47
high_burden
Nigeria
NGA
2,019
female
35-44
secondary
low_skill
overqualified
minor
minor
basic
true
false
false
54
high_burden
Nigeria
NGA
2,023
female
35-44
secondary
high_skill
matched
minor
minor
basic
false
false
true
29
high_burden
Nigeria
NGA
2,021
male
55-64
secondary
medium_skill
overqualified
minor
minor
basic
true
false
false
54
high_burden
Nigeria
NGA
2,024
male
35-44
tertiary
low_skill
underqualified
moderate
minor
intermediate
false
true
false
52
high_burden
Nigeria
NGA
2,025
male
35-44
primary
medium_skill
matched
none
none
basic
false
false
true
15
high_burden
Nigeria
NGA
2,020
male
25-34
secondary
low_skill
matched
none
none
intermediate
false
false
true
8
high_burden
Nigeria
NGA
2,019
male
55-64
none
low_skill
matched
none
severe
none
false
false
true
47
high_burden
Nigeria
NGA
2,025
male
15-24
secondary
low_skill
underqualified
none
none
intermediate
false
true
false
28
high_burden
Nigeria
NGA
2,021
male
25-34
secondary
low_skill
matched
minor
none
basic
false
false
true
23
high_burden
Nigeria
NGA
2,022
female
25-34
secondary
low_skill
underqualified
severe
none
none
false
true
false
73
high_burden
Nigeria
NGA
2,022
female
45-54
tertiary
medium_skill
overqualified
minor
none
intermediate
true
false
false
41
high_burden
Nigeria
NGA
2,024
male
25-34
secondary
low_skill
matched
none
minor
intermediate
false
false
true
14
high_burden
Nigeria
NGA
2,024
male
35-44
secondary
high_skill
underqualified
none
none
basic
false
true
false
35
high_burden
Nigeria
NGA
2,020
male
35-44
none
medium_skill
underqualified
none
minor
basic
false
true
false
41
high_burden
Nigeria
NGA
2,018
male
15-24
none
low_skill
overqualified
minor
minor
none
true
false
false
64
high_burden
Nigeria
NGA
2,021
male
35-44
primary
low_skill
overqualified
moderate
none
none
true
false
false
68
high_burden
Nigeria
NGA
2,023
male
25-34
none
low_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,018
female
15-24
tertiary
high_skill
overqualified
minor
none
advanced
true
false
false
38
high_burden
Nigeria
NGA
2,021
female
55-64
secondary
medium_skill
matched
minor
none
intermediate
false
false
true
16
high_burden
Nigeria
NGA
2,018
female
45-54
secondary
low_skill
matched
none
minor
basic
false
false
true
21
high_burden
Nigeria
NGA
2,022
female
25-34
primary
low_skill
overqualified
minor
none
none
true
false
false
58
high_burden
Nigeria
NGA
2,019
female
15-24
secondary
low_skill
matched
none
none
intermediate
false
false
true
8
high_burden
Nigeria
NGA
2,020
female
45-54
none
low_skill
matched
none
moderate
none
false
false
true
39
high_burden
Nigeria
NGA
2,020
male
35-44
none
low_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,022
female
15-24
none
low_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,020
male
55-64
none
low_skill
underqualified
none
none
none
false
true
false
45
high_burden
Nigeria
NGA
2,022
male
45-54
none
low_skill
overqualified
moderate
none
advanced
true
false
false
48
high_burden
Nigeria
NGA
2,021
male
25-34
primary
low_skill
overqualified
moderate
none
intermediate
true
false
false
51
high_burden
Nigeria
NGA
2,021
male
35-44
primary
low_skill
matched
none
minor
none
false
false
true
31
high_burden
Nigeria
NGA
2,023
male
25-34
none
low_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,019
female
45-54
tertiary
low_skill
matched
none
none
intermediate
false
false
true
8
high_burden
Nigeria
NGA
2,021
male
25-34
secondary
medium_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,023
female
45-54
primary
medium_skill
matched
minor
none
basic
false
false
true
23
high_burden
Nigeria
NGA
2,025
female
15-24
secondary
high_skill
underqualified
minor
moderate
basic
false
true
false
57
high_burden
Nigeria
NGA
2,022
female
15-24
none
low_skill
matched
none
minor
basic
false
false
true
21
high_burden
Nigeria
NGA
2,019
male
25-34
none
low_skill
matched
minor
none
basic
false
false
true
23
high_burden
Nigeria
NGA
2,021
male
25-34
none
low_skill
matched
none
severe
intermediate
false
false
true
30
high_burden
Nigeria
NGA
2,024
female
55-64
secondary
low_skill
matched
none
minor
basic
false
false
true
21
high_burden
Nigeria
NGA
2,019
male
35-44
tertiary
low_skill
matched
none
none
basic
false
false
true
15
high_burden
Nigeria
NGA
2,025
female
25-34
primary
medium_skill
underqualified
none
none
none
false
true
false
45
high_burden
Nigeria
NGA
2,024
male
45-54
none
low_skill
matched
none
none
none
false
false
true
25
high_burden
Nigeria
NGA
2,025
female
55-64
none
medium_skill
matched
none
moderate
none
false
false
true
39
high_burden
Nigeria
NGA
2,019
male
55-64
tertiary
high_skill
overqualified
moderate
minor
intermediate
true
false
false
57
high_burden
Nigeria
NGA
2,019
male
25-34
primary
low_skill
underqualified
none
minor
none
false
true
false
51
high_burden
Nigeria
NGA
2,018
female
55-64
none
low_skill
overqualified
none
none
basic
true
false
false
40
high_burden
Nigeria
NGA
2,025
male
45-54
tertiary
low_skill
matched
none
none
advanced
false
false
true
5
high_burden
Nigeria
NGA
2,022
male
25-34
none
medium_skill
underqualified
none
moderate
basic
false
true
false
49
high_burden
Nigeria
NGA
2,022
female
15-24
secondary
low_skill
matched
minor
none
basic
false
false
true
23
high_burden
Nigeria
NGA
2,025
female
55-64
tertiary
low_skill
overqualified
minor
none
basic
true
false
false
48
high_burden
Nigeria
NGA
2,019
male
15-24
none
low_skill
matched
moderate
minor
none
false
false
true
49
high_burden
Nigeria
NGA
2,018
male
15-24
none
low_skill
matched
none
moderate
intermediate
false
false
true
22
high_burden
Nigeria
NGA
2,018
male
35-44
none
high_skill
matched
none
moderate
none
false
false
true
39
high_burden
Nigeria
NGA
2,018
female
45-54
none
low_skill
matched
minor
moderate
none
false
false
true
47
high_burden
Nigeria
NGA
2,018
male
35-44
primary
low_skill
matched
minor
none
none
false
false
true
33
high_burden
Nigeria
NGA
2,019
female
25-34
secondary
low_skill
matched
none
minor
none
false
false
true
31
high_burden
Nigeria
NGA
2,023
female
45-54
none
medium_skill
overqualified
minor
none
advanced
true
false
false
38
high_burden
Nigeria
NGA
2,019
male
35-44
primary
medium_skill
matched
none
none
basic
false
false
true
15
high_burden
Nigeria
NGA
2,022
male
35-44
primary
low_skill
overqualified
none
minor
basic
true
false
false
46
high_burden
Nigeria
NGA
2,025
female
45-54
primary
low_skill
overqualified
moderate
none
basic
true
false
false
58
high_burden