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age
int64
years_worked
int64
education_level
string
skills_level
int64
hard_skills_count
int64
certifications_count
int64
industry
string
gpa_level
float64
performance_rating
float64
collaboration_level
int64
soft_skills_rating
int64
career_transitions_count
int64
promotions_last_5y
int64
leadership_preference
string
work_preference
string
location_region
string
networking_strength
int64
mentorship_experience
string
volunteer_experience
int64
job_satisfaction_history
float64
motivation_level
int64
risk_tolerance
int64
career_score
float64
37
17
Associate
3
5
2
Technology
2.72
3.2
9
7
0
4
Manager
Onsite
APAC-East
8
Both
0
2.9
4
9
6.6
57
9
MBA
5
10
2
Public Sector
2.77
3.9
1
3
2
3
Hybrid
Hybrid
US-East
1
None
0
3.1
6
2
5.9
54
11
Bachelor
9
17
3
Education
3.22
3.7
5
1
3
3
Manager
Hybrid
EU-West
4
Both
0
4.5
7
1
8.1
34
15
Associate
6
7
0
Education
2.88
3
4
8
1
0
IC
Remote
EU-West
8
Mentor
1
3.4
4
6
4.9
44
24
High School
3
5
1
Finance
3.65
3.6
8
6
0
0
Hybrid
Hybrid
EU-Central
3
Mentor
1
3.2
7
8
6.8
56
6
PhD
4
3
1
Healthcare
3.22
3.3
1
7
4
4
Hybrid
Remote
EU-West
2
Both
0
2.4
6
3
3.1
47
23
PhD
5
17
0
Manufacturing
4
3.2
9
9
0
3
IC
Onsite
EU-Central
6
Mentor
0
3.2
7
1
8.7
29
3
MBA
8
10
1
Manufacturing
3.61
2.8
6
5
5
1
Hybrid
Hybrid
Remote-Global
5
Mentee
0
3.6
9
9
2.9
58
17
Bootcamp
4
4
1
Manufacturing
3.75
3.6
4
1
4
0
Hybrid
Onsite
EU-Central
7
Mentee
0
2.9
9
1
3.2
36
5
Bootcamp
9
5
2
Finance
3.27
3.1
9
7
2
4
IC
Hybrid
Remote-Global
2
Mentor
1
3.5
8
3
6.6
58
28
Master
4
16
1
Education
3.28
3.3
5
5
3
3
Hybrid
Onsite
EU-Central
4
Mentee
0
4.5
8
8
9.3
41
12
MBA
5
16
1
Retail
4
4.4
5
3
2
3
IC
Hybrid
APAC-East
9
None
1
3.3
7
3
7.4
45
18
Master
4
13
0
Consulting
3.01
4
5
9
1
1
IC
Onsite
APAC-East
3
Both
0
3.1
4
4
5.7
44
14
Bootcamp
5
18
0
Public Sector
3.47
2.9
1
1
0
4
Manager
Onsite
US-Midwest
3
None
1
3
9
8
5.3
36
18
MBA
3
6
0
Consulting
3.07
3.8
1
1
5
3
Manager
Hybrid
Remote-Global
3
Both
0
3
4
1
2.9
32
14
MBA
5
7
3
Retail
3.07
3.7
8
1
4
0
Hybrid
Onsite
US-South
9
Mentor
0
4
4
6
5.6
39
11
MBA
5
16
0
Public Sector
2.62
4.8
8
3
4
1
Hybrid
Onsite
Remote-Global
7
None
1
3.7
7
1
7.7
44
9
Bootcamp
6
18
0
Finance
2.83
4.6
6
6
0
4
IC
Onsite
EU-Central
5
Mentor
0
4.3
4
1
8.5
23
2
Master
5
9
0
Retail
2.74
2.5
4
3
5
1
Hybrid
Hybrid
EU-Central
2
Mentor
0
4.9
9
8
1.2
29
11
Master
5
12
2
Manufacturing
3.5
4.2
2
8
0
0
IC
Hybrid
US-South
9
Both
0
2.6
6
4
7
22
3
MBA
8
9
3
Healthcare
3.72
4.5
2
2
1
4
IC
Onsite
US-West
4
Both
1
3.9
8
1
5.5
37
3
Associate
3
3
2
Technology
3.15
4
9
9
2
1
Hybrid
Onsite
EU-Central
5
Both
0
3
6
7
2.5
55
1
Bachelor
9
18
1
Consulting
3.31
3.4
5
3
4
2
IC
Hybrid
US-Midwest
4
None
0
4.2
4
5
4.8
41
8
Bootcamp
6
6
1
Education
3.12
5
4
5
1
0
Manager
Hybrid
EU-West
5
Mentee
1
3.5
6
5
4.3
53
22
Bachelor
8
4
0
Education
2.79
4.1
1
8
2
0
Hybrid
Onsite
EU-West
7
Both
1
3.7
9
1
6
27
9
Bachelor
7
3
3
Finance
3.63
5
7
2
1
0
Manager
Onsite
US-East
6
Both
1
2.9
9
6
4.8
59
29
Master
3
17
2
Public Sector
3.53
4.5
3
6
5
2
Hybrid
Onsite
US-East
4
None
0
3.4
4
9
8.9
38
8
Master
3
7
1
Education
2.25
3.9
6
5
4
2
IC
Remote
EU-West
9
Both
0
3.8
7
9
5.1
56
11
Associate
7
13
2
Manufacturing
3.06
3.2
5
9
0
3
Hybrid
Hybrid
EU-West
5
None
0
4.5
6
8
6.9
25
7
Bachelor
9
12
2
Consulting
2.76
3.6
5
5
0
1
Manager
Remote
APAC-East
3
Mentor
1
3.2
7
5
5.3
45
5
Bachelor
5
4
1
Retail
3
3.4
5
2
2
3
IC
Hybrid
US-Midwest
8
Both
0
3.4
7
1
3.7
53
14
MBA
8
5
4
Manufacturing
2.86
2.7
1
5
3
1
Hybrid
Hybrid
US-South
3
Both
0
4.3
5
9
3.9
25
7
Master
4
14
3
Finance
3.18
4.1
1
4
5
2
Hybrid
Hybrid
US-East
0
Mentor
1
3.2
4
1
4.5
56
3
Bachelor
6
7
1
Manufacturing
3.04
4.7
3
7
2
2
Hybrid
Hybrid
APAC-East
6
Mentor
1
4.4
8
8
5.5
52
21
PhD
4
7
1
Retail
3.02
3.4
4
6
3
3
Manager
Hybrid
APAC-East
6
Mentor
1
3.7
9
5
7.9
41
5
Associate
7
8
0
Healthcare
3.75
5
5
2
1
4
Manager
Hybrid
US-South
3
Both
1
3.9
9
3
5.2
40
5
PhD
3
11
1
Finance
3.48
2.5
2
5
5
3
Hybrid
Hybrid
APAC-East
2
Mentee
1
3.9
4
7
3.3
25
7
PhD
9
4
0
Healthcare
2.85
4.3
8
7
1
1
IC
Remote
Remote-Global
7
Mentee
0
3.3
8
7
4.6
25
7
Bootcamp
3
14
1
Technology
2.92
4.8
2
7
4
3
IC
Onsite
US-Midwest
4
Mentee
1
3.9
9
9
6
23
5
Bootcamp
6
5
4
Healthcare
3.45
3.5
9
5
5
0
Manager
Onsite
EU-West
9
Both
0
3.2
4
7
3.7
49
26
Associate
3
14
1
Technology
3.45
3.5
2
9
3
1
IC
Remote
EU-Central
6
Mentor
0
3.4
9
3
7.4
30
4
PhD
3
19
1
Technology
2.9
4.3
9
4
4
1
Manager
Remote
US-South
3
Both
1
4
7
1
6.4
49
25
Bachelor
6
12
0
Healthcare
3.08
4
7
3
0
4
Hybrid
Remote
EU-West
3
Mentor
1
3.9
6
8
7.8
50
13
Master
8
16
0
Finance
4
2.2
8
4
3
2
Manager
Remote
EU-West
7
Both
1
3.7
6
3
6
43
10
Associate
8
19
2
Public Sector
2.91
3
2
5
2
1
Manager
Hybrid
US-West
7
Both
0
2.9
9
8
5.1
28
10
MBA
6
19
0
Retail
4
3.6
7
6
0
2
Hybrid
Onsite
Remote-Global
1
Mentor
1
3.1
5
8
6.6
22
4
PhD
9
16
0
Manufacturing
3.75
2.6
6
3
0
3
IC
Hybrid
US-South
1
Mentee
1
3.9
8
5
5.5
50
8
Associate
7
11
1
Manufacturing
4
3.3
4
2
2
0
Manager
Onsite
APAC-East
2
Mentor
1
4.1
8
1
4
59
8
High School
3
10
2
Retail
2.89
2.7
7
4
5
4
Manager
Onsite
EU-Central
2
None
1
3
8
7
4.6
56
7
High School
9
4
2
Consulting
3.12
3.3
4
5
0
2
Hybrid
Remote
US-South
0
None
1
3.2
7
5
5
55
8
Bootcamp
3
15
0
Consulting
2.98
3.4
2
4
3
1
IC
Hybrid
APAC-East
2
Mentor
0
3.8
8
8
2.7
43
14
Master
7
9
1
Technology
3.76
3.8
7
3
4
2
Manager
Remote
EU-West
5
Both
0
3.8
6
9
5.2
50
19
Bachelor
8
11
1
Technology
2.92
3.5
8
8
0
1
Hybrid
Hybrid
EU-Central
7
None
0
2.7
7
7
7.9
25
7
Master
9
13
1
Finance
3.57
4
2
4
3
2
Manager
Onsite
APAC-East
9
None
1
3.8
4
7
4.7
21
3
Master
5
16
1
Education
3.54
3.9
5
2
1
1
Hybrid
Remote
US-Midwest
5
Both
1
3.3
8
1
4.8
39
1
Master
5
6
1
Healthcare
3.18
4.3
1
2
3
3
IC
Remote
APAC-East
4
Both
1
4.7
8
4
2.4
47
23
Master
5
15
1
Technology
3.85
4.2
7
1
4
1
IC
Onsite
US-West
3
Mentee
0
3.8
4
2
9.1
30
12
MBA
8
4
1
Manufacturing
3.25
4.1
8
4
3
1
IC
Onsite
Remote-Global
2
Both
1
4
8
2
5.4
23
1
MBA
8
7
3
Finance
3.62
5
6
9
2
0
IC
Onsite
EU-West
3
Mentor
1
4
4
2
5.3
34
16
Bootcamp
7
13
1
Healthcare
2.95
3.8
5
7
4
1
Manager
Remote
APAC-East
6
Mentor
1
3
7
4
7.9
25
7
Associate
3
8
1
Finance
2.84
5
6
7
5
0
Manager
Hybrid
Remote-Global
0
Mentee
0
4.9
6
1
3.8
49
1
High School
7
12
1
Healthcare
3.57
3.9
2
7
1
4
IC
Remote
US-East
6
None
1
2.7
4
4
4.7
57
15
Master
7
6
1
Healthcare
3.42
3.5
1
8
2
0
IC
Hybrid
US-East
0
None
0
4.2
5
2
4.1
21
3
Bootcamp
8
11
2
Retail
3.32
3.3
7
1
5
3
IC
Remote
Remote-Global
1
Both
1
4.1
4
5
4.2
34
2
Associate
5
8
1
Technology
3.03
4.7
7
8
3
0
Manager
Remote
Remote-Global
3
Mentor
0
3.4
8
3
4.3
30
12
High School
4
4
1
Public Sector
3.97
4.7
2
4
4
4
IC
Onsite
US-West
0
None
0
4.1
7
8
5.5
27
9
PhD
3
19
2
Finance
2.64
4
2
4
1
3
IC
Hybrid
US-Midwest
8
Mentee
0
3.5
9
4
7.5
45
8
Bachelor
8
7
1
Public Sector
2.61
4.4
1
4
2
2
IC
Remote
EU-West
5
Mentee
1
3.3
7
1
3.7
24
6
MBA
5
8
1
Finance
3.67
2.7
8
6
5
2
Hybrid
Remote
US-South
0
Mentor
1
4
9
1
3.6
25
7
PhD
9
14
2
Retail
3.63
2.5
8
7
5
0
IC
Onsite
US-West
0
Mentee
0
3.1
4
3
5.1
45
7
High School
4
12
1
Manufacturing
3.38
4.5
1
6
1
0
Hybrid
Onsite
US-Midwest
5
Mentee
0
3.6
6
9
4.2
23
5
PhD
4
8
1
Public Sector
3.06
3.5
8
1
3
4
Hybrid
Hybrid
Remote-Global
3
Mentor
1
3.3
5
7
6
38
6
Bachelor
8
10
4
Manufacturing
3.45
4.1
9
8
1
4
IC
Remote
US-South
3
Both
1
3.5
7
2
8.1
39
6
Bootcamp
6
4
0
Consulting
4
3.1
4
7
5
1
Hybrid
Hybrid
Remote-Global
5
Both
0
4
8
9
3.3
52
3
High School
3
14
0
Technology
4
4.8
1
6
0
4
IC
Remote
Remote-Global
6
Mentee
1
3.3
9
2
6.6
39
7
PhD
4
15
1
Technology
2.37
2.5
1
6
2
1
Manager
Hybrid
US-East
8
Both
1
3.6
8
3
4.8
31
13
MBA
8
9
3
Education
2.99
2.6
3
5
1
3
Manager
Onsite
US-East
9
Both
1
3.4
6
2
5.5
20
2
MBA
8
12
0
Retail
2.96
4.6
5
6
5
0
Manager
Remote
US-South
4
Mentee
1
4.6
9
3
3.9
45
10
Associate
5
15
0
Manufacturing
4
1.8
5
9
3
3
Manager
Hybrid
US-West
8
Both
0
3.9
7
6
4.9
33
15
PhD
9
19
0
Healthcare
2
3.9
9
9
5
4
Hybrid
Onsite
US-East
3
Mentee
1
3.8
4
9
10
57
15
Master
6
16
0
Finance
3.46
3.5
2
8
3
3
IC
Onsite
EU-West
9
None
1
4.1
8
9
6.3
56
15
PhD
3
4
0
Technology
3.07
3.1
2
9
1
3
IC
Hybrid
Remote-Global
1
Mentor
0
3.3
6
7
4.7
30
12
Bootcamp
7
13
1
Public Sector
4
3.5
6
8
3
3
IC
Remote
EU-Central
2
Mentor
0
4.2
7
3
7.3
55
1
High School
9
3
1
Finance
3.95
3
9
8
4
4
Manager
Remote
APAC-East
0
Both
1
3.9
7
4
5.6
32
14
High School
9
6
0
Finance
3.38
4.7
1
1
4
3
Manager
Onsite
US-South
5
Both
1
2.8
7
6
5.6
22
4
Bootcamp
5
13
1
Education
2.41
4.9
9
5
4
1
IC
Remote
US-South
5
Both
1
2.8
7
5
5.9
52
27
PhD
4
10
0
Manufacturing
2.91
3.1
9
4
0
4
Manager
Remote
US-East
0
Mentor
1
3.4
9
2
7.6
25
4
Bootcamp
4
13
0
Technology
2.97
3.8
9
2
1
3
IC
Remote
US-West
2
None
0
2.9
7
6
5.2
29
11
Bachelor
5
6
1
Finance
2.54
2.7
5
8
5
4
IC
Onsite
Remote-Global
4
None
0
3.6
8
3
4.7
24
6
Bootcamp
8
19
2
Technology
3.78
4.4
9
3
5
2
IC
Hybrid
EU-West
2
Mentor
0
3.1
6
8
6.9
42
24
MBA
4
9
0
Healthcare
2.47
4.3
4
4
0
1
IC
Remote
US-West
9
None
1
3.6
9
2
6.4
29
1
Bootcamp
6
10
1
Education
4
3.4
2
7
3
3
IC
Onsite
US-Midwest
2
Mentor
1
4.5
7
1
4.2
21
3
High School
3
5
0
Healthcare
4
3.6
6
9
0
2
IC
Onsite
US-Midwest
9
None
1
3.7
5
9
3.1
32
5
MBA
9
4
2
Technology
3.01
3.5
4
2
3
2
IC
Hybrid
EU-Central
2
Mentee
1
3.5
5
3
4.5
59
27
High School
9
17
2
Consulting
3.36
2.5
6
3
3
4
Manager
Remote
US-East
4
Mentee
0
3.9
6
1
8.7
21
3
Associate
6
7
1
Public Sector
3.16
4.7
3
4
2
2
IC
Remote
US-East
4
Mentor
0
3.3
4
7
3.6
39
1
Master
4
3
0
Technology
3.65
3.1
6
1
5
1
IC
Hybrid
US-East
3
None
1
4.2
4
5
1.3
20
2
High School
9
6
3
Manufacturing
3.84
3.1
2
7
4
1
Manager
Hybrid
EU-Central
0
Both
0
4
9
5
3.2
56
22
MBA
7
17
0
Finance
3.33
3.5
2
2
3
0
Manager
Onsite
US-Midwest
4
None
1
3.7
9
1
6.9
28
2
Associate
3
5
0
Finance
3.43
4.3
9
5
2
1
Manager
Onsite
US-West
9
Mentee
1
3.8
9
9
1

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