Statisical Error

Sydney is an HR rep who sits in on the promotion decisions for the company. She is concerned because it seems that people are getting salary hikes because their managers like them, not because they deserve it. She wants to know if there is a significant relationship between PercentSalaryHike and Years with Current Manager.

What is the correlation between PercentSalaryHike and Years with Current Manager (round to 2 decimal points ex. 1.22)?

2. Is the correlation between PercentSalaryHike and Years with Current Manager significant?

a. Yes, the p-value <.001

b. Yes, the p-value <.01

c. Yes, the p-value <.05

d. No

3. What can Sydney conclude from the data?

a. There is not evidence that the number of years someone is with their manager does not predict their salary hike.

b. Managers do not give salary hikes to employees they like more

c. Managers do give salary hikes to employees they like more

d. There is evidence that the number of years someone is with their manager does not predict their salary hike.

Age
37
35
40
28
34
36
47
42
54
39
37
31
45
33
51
45
23
34
34
19
48
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33
20
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29
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37
36
41
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30
35
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39
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59
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49
36
45
35
Attrition
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
No
Yes
No
Yes
Yes
No
No
Yes
No
No
No
BusinessTravel
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely 1184
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Travel_Rarely
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DepartmentDistanceFromHome
Degree
Education
Research & Development
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4
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1
Research & Development
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3
Sales
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Sales
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Sales
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3
Human Resources24 MBA
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Research & Development
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Research & Development
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Research & Development
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Sales
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Research & Development
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Sales
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Sales
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Research & Development
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Research & Development
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Sales
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3
Research & Development
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3
Sales
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Sales
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Sales
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Research & Development
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Sales
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Research & Development
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Research & Development
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Sales
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Research & Development
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Sales
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Sales
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Research & Development
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Sales
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Sales
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EducationField
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Life Sciences
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Marketing
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Other
1
46
38
27
30
38
31
41
35
48
29
30
32
29
30
18
29
42
27
26
56
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42
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54
37
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28
47
36
22
41
30
33
35
40
29
32
22
25
36
36
39
35
45
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
Yes
Yes
Yes
No
No
No
No
No
No
No
No
Travel_Rarely
377
Travel_Frequently
1186
Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Travel_Frequently
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely 1176
Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Non-Travel
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Travel_Rarely
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Travel_Rarely 1369
Travel_Rarely 1401
Travel_Rarely
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Travel_Frequently
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Travel_Rarely
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Travel_Frequently793
Non-Travel
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Sales
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Research & Development
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Sales
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Research & Development
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Research & Development
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Sales
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Sales
3 High School
Sales
7 High School
Sales
10 Bachelor
Research & Development
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Human Resources 2 PhD
Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
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Sales
20 Bachelor
Research & Development
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Research & Development
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Research & Development
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Research & Development
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Research & Development
8 PhD
Research & Development
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Research & Development
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Sales
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Research & Development
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Sales
2 High School
Research & Development
3 High School
Research & Development
8 High School
Research & Development
19 High School
Sales
10 Bachelor
Sales
5 High School
Research & Development
25 MBA
Sales
22 High School
Sales
23 High School
Research & Development
5 High School
Research & Development
5 Bachelor
Sales
4 High School
Research & Development
14 High School
Research & Development
3 High School
Sales
24 High School
Sales
1 PhD
Research & Development
5 PhD
3
4
3
1
3
3
3
3
5
3
3
1
2
1
3
3
5
3
2
3
1
3
3
3
3
3
1
4
3
1
5
4
3
2
1
2
2
1
2
3
1
4
2
1
2
3
1
1
2
1
5
5
Marketing
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Medical
Life Sciences
Life Sciences
Marketing
Marketing
Life Sciences
Life Sciences
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Medical
Life Sciences
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Life Sciences
Life Sciences
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Life Sciences
Life Sciences
Marketing
Life Sciences
Life Sciences
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Life Sciences
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Life Sciences
Marketing
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1
1
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1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
49
40
31
25
32
20
33
33
32
43
24
38
50
26
32
52
29
31
31
49
34
40
30
29
39
39
28
57
22
44
50
48
31
33
29
37
50
32
55
29
22
30
39
22
46
37
39
31
33
45
31
37
No
No
No
Yes
No
No
No
No
Yes
No
Yes
No
No
No
Yes
Yes
No
No
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
Yes
No
No
No
Travel_Rarely
271
Travel_Frequently692
Travel_Frequently798
Travel_Rarely
383
Travel_Rarely
120
Travel_Rarely
805
Travel_Rarely 1069
Travel_Rarely
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Travel_Rarely 1033
Travel_Frequently185
Travel_Rarely
984
Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Travel_Frequently238
Travel_Rarely
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely 1079
Travel_Frequently
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Non-Travel
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Travel_Rarely
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Travel_Frequently443
Travel_Rarely
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Non-Travel
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Travel_Rarely
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Travel_Rarely 1256
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Non-Travel
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Sales
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Research & Development
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Research & Development
1 High School
Research & Development
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Research & Development
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Sales
10 High School
Research & Development
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Sales
16 MBA
Research & Development
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Sales
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Research & Development
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Sales
15 High School
Research & Development
13 High School
Research & Development
8 High School
Research & Development
2 MBA
Research & Development
1 Bachelor
Research & Development
1 High School
Research & Development
19 High School
Research & Development
3 MBA
Sales
1 Bachelor
Research & Development
20 MBA
Research & Development
1 PhD
Research & Development
1 MBA
Research & Development
14 High School
Research & Development
10 Bachelor
Research & Development
1 Bachelor
Sales
4 High School
Human Resources26 MBA
Sales
2 Bachelor
Research & Development
3 High School
Research & Development
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Sales
6 Bachelor
Research & Development
7 High School
Sales
2 Bachelor
Research & Development
3 Bachelor
Research & Development
1 Bachelor
Sales
29 MBA
Research & Development
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Sales
26 Bachelor
Sales
8 High School
Research & Development
10 Bachelor
2
3
2
2
5
3
3
3
3
4
2
4
1
2
2
4
1
3
4
2
4
3
2
2
1
4
3
2
1
4
3
4
5
4
1
3
3
2
4
3
1
4
3
1
3
3
3
4
2
3
2
3
Medical
Technical Degree
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
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Medical
Life Sciences
Medical
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Life Sciences
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Other
Life Sciences
Medical
Life Sciences
Other
Other
Medical
Life Sciences
Life Sciences
Human Resources
Life Sciences
Life Sciences
Life Sciences
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Life Sciences
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Other
Medical
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Life Sciences
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Life Sciences
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1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
34
29
59
36
43
24
23
33
31
41
29
27
35
34
37
37
39
32
27
39
38
29
35
45
48
41
26
52
38
20
37
56
30
36
30
20
27
33
45
33
41
37
24
21
23
30
27
30
31
28
33
No
No
No
No
Yes
No
No
Yes
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
No
Yes
No
Yes
No
Yes
No
No
No
Yes
No
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
Yes
Travel_Frequently442
Travel_Frequently426
Travel_Rarely
332
Travel_Rarely 1324
Travel_Rarely
318
Travel_Rarely 1001
Travel_Rarely 1353
Travel_Rarely 1320
Non-Travel
750
Non-Travel
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Travel_Rarely 1283
Travel_Rarely
598
Travel_Frequently
1337
Travel_Rarely 1402
Travel_Rarely
181
Travel_Rarely
408
Travel_Rarely
589
Travel_Rarely
524
Travel_Frequently585
Travel_Rarely
486
Travel_Rarely
119
Travel_Rarely
330
Travel_Rarely 1010
Travel_Rarely
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Travel_Rarely 1449
Travel_Rarely 1221
Travel_Rarely
447
Travel_Frequently
1479
Non-Travel
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Travel_Rarely 1084
Travel_Rarely 1141
Travel_Rarely 1319
Travel_Rarely
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Travel_Rarely 1465
Travel_Rarely
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Travel_Rarely
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Travel_Rarely 1097
Travel_Rarely 1130
Travel_Rarely
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Travel_Frequently
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Travel_Rarely
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Travel_Rarely
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Travel_Rarely 1141
Travel_Rarely
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Travel_Rarely 1427
Travel_Frequently638
Travel_Rarely
231
Travel_Rarely 1377
Travel_Frequently109
Travel_Frequently534
Travel_Rarely 1404
Travel_Rarely
587
Sales
2 High School
Research & Development
10 MBA
Human Resources17 Bachelor
Research & Development
3 Bachelor
Research & Development
9 Bachelor
Research & Development
7 Bachelor
Sales
3 High School
Research & Development
8 High School
Sales
22 High School
Research & Development
9 High School
Research & Development
5 PhD
Research & Development
9 Bachelor
Human Resources22 Bachelor
Sales
28 MBA
Research & Development
2 MBA
Research & Development
19 High School
Sales
9 High School
Research & Development
18 High School
Research & Development
10 Bachelor
Research & Development
8 Bachelor
Sales
15 MBA
Research & Development
17 High School
Research & Development
1 Bachelor
Research & Development
23 High School
Sales
2 Bachelor
Sales
7 Bachelor
Research & Development
5 Bachelor
Research & Development
1 Bachelor
Research & Development
19 MBA
Research & Development
29 Bachelor
Sales
2 Bachelor
Research & Development
6 Bachelor
Research & Development
14 MBA
Research & Development
1 Bachelor
Sales
3 High School
Research & Development
9 High School
Research & Development
11 Bachelor
Sales
8 MBA
Sales
1 Bachelor
Research & Development
7 Bachelor
Sales
9 MBA
Research & Development
12 MBA
Research & Development
11 High School
Sales
3 High School
Research & Development
18 High School
Sales
9 Bachelor
Sales
8 High School
Sales
2 Bachelor
Research & Development
5 Bachelor
Research & Development
20 Bachelor
Research & Development
17 Bachelor
Research & Development
10 High School
2
4
3
3
3
3
2
1
2
2
5
3
3
4
4
2
2
2
3
3
4
1
3
2
3
3
3
3
4
3
3
3
4
3
1
2
3
4
3
3
4
4
2
2
1
3
2
3
3
3
3
1
Life Sciences
Life Sciences
Other
Medical
Medical
Life Sciences
Other
Medical
Marketing
Medical
Medical
Life Sciences
Human Resources
Life Sciences
Medical
Life Sciences
Marketing
Life Sciences
Life Sciences
Medical
Marketing
Life Sciences
Life Sciences
Life Sciences
Marketing
Marketing
Life Sciences
Life Sciences
Medical
Technical Degree
Medical
Medical
Life Sciences
Medical
Life Sciences
Medical
Medical
Marketing
Medical
Life Sciences
Marketing
Life Sciences
Medical
Life Sciences
Other
Marketing
Other
Life Sciences
Medical
Life Sciences
Technical Degree
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
52
34
49
36
36
35
47
32
36
32
46
39
41
35
30
33
36
53
29
59
39
52
37
22
34
26
40
36
33
41
28
56
36
39
32
41
38
40
45
37
42
33
29
27
26
54
21
34
35
21
38
54
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
Yes
Yes
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
Travel_Rarely
699
Travel_Rarely 1400
Travel_Rarely
809
Travel_Frequently541
Travel_Rarely
325
Non-Travel
1225
Travel_Frequently
1309
Non-Travel
976
Travel_Rarely
884
Travel_Rarely 1093
Travel_Rarely 1003
Travel_Frequently672
Travel_Rarely
465
Travel_Rarely 1214
Travel_Rarely
330
Travel_Rarely
501
Travel_Rarely
329
Travel_Frequently124
Travel_Frequently115
Travel_Rarely
142
Travel_Rarely
116
Travel_Rarely
621
Travel_Rarely 1189
Travel_Rarely 1230
Travel_Rarely
285
Travel_Rarely
775
Travel_Rarely 1300
Non-Travel
217
Travel_Frequently
1076
Non-Travel
256
Non-Travel
1366
Travel_Rarely
206
Non-Travel
427
Travel_Rarely
360
Travel_Rarely 1259
Non-Travel
906
Travel_Rarely
903
Travel_Rarely 1137
Travel_Rarely
954
Non-Travel
1063
Travel_Rarely
462
Travel_Frequently
1141
Travel_Rarely 1107
Travel_Rarely 1302
Travel_Rarely
474
Travel_Rarely
685
Travel_Rarely
996
Travel_Rarely
511
Travel_Frequently880
Travel_Rarely 1334
Travel_Rarely 1404
Travel_Frequently
1050
Research & Development
1 MBA
Sales
9 High School
Research & Development
1 Bachelor
Sales
3 MBA
Research & Development
10 MBA
Research & Development
2 MBA
Sales
4 High School
Sales
26 MBA
Sales
1 MBA
Sales
6 MBA
Research & Development
8 MBA
Research & Development
7 High School
Research & Development
14 Bachelor
Research & Development
1 Bachelor
Human Resources 1 Bachelor
Research & Development
15 High School
Sales
16 MBA
Sales
2 Bachelor
Sales
13 Bachelor
Research & Development
3 Bachelor
Research & Development
24 High School
Sales
3 MBA
Sales
3 Bachelor
Research & Development
1 High School
Research & Development
29 Bachelor
Sales
29 High School
Research & Development
24 High School
Research & Development
18 MBA
Research & Development
3 Bachelor
Sales
10 High School
Research & Development
24 High School
Human Resources 8 MBA
Research & Development
8 Bachelor
Research & Development
23 Bachelor
Research & Development
2 MBA
Research & Development
5 High School
Research & Development
2 Bachelor
Research & Development
1 MBA
Sales
2 High School
Research & Development
25 PhD
Sales
14 High School
Sales
1 Bachelor
Research & Development
28 MBA
Research & Development
19 Bachelor
Research & Development
3 Bachelor
Research & Development
3 Bachelor
Research & Development
3 High School
Sales
3 High School
Sales
12 MBA
Research & Development
10 Bachelor
Sales
1 Bachelor
Research & Development
11 MBA
4
1
3
4
4
4
1
4
4
4
4
2
3
3
3
2
4
3
3
3
1
4
3
2
3
2
2
4
3
2
2
4
3
3
4
2
3
4
2
5
2
3
4
3
3
3
2
2
4
3
3
4
Life Sciences
Life Sciences
Life Sciences
Medical
Technical Degree
Life Sciences
Medical
Marketing
Life Sciences
Medical
Life Sciences
Medical
Life Sciences
Medical
Life Sciences
Medical
Marketing
Marketing
Technical Degree
Life Sciences
Life Sciences
Marketing
Life Sciences
Life Sciences
Medical
Medical
Technical Degree
Life Sciences
Life Sciences
Medical
Technical Degree
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Technical Degree
Medical
Medical
Life Sciences
Life Sciences
Other
Life Sciences
Life Sciences
Medical
Life Sciences
Other
Life Sciences
Life Sciences
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
32
49
37
40
36
26
29
44
28
45
43
45
26
38
56
43
37
26
54
31
36
30
23
25
31
41
42
35
39
52
32
35
27
50
52
35
38
32
30
36
36
41
35
37
30
42
50
55
51
22
36
32
Yes
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
Yes
No
Yes
No
Yes
No
Yes
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Travel_Rarely 1089
Non-Travel
1002
Travel_Rarely 1017
Travel_Rarely
630
Non-Travel
301
Travel_Rarely
572
Travel_Rarely
657
Travel_Rarely
528
Travel_Frequently
1009
Travel_Rarely 1268
Travel_Frequently313
Travel_Rarely
549
Travel_Frequently887
Travel_Rarely
243
Non-Travel
667
Travel_Rarely 1179
Travel_Rarely
674
Travel_Frequently426
Travel_Rarely
376
Travel_Rarely
249
Travel_Rarely
132
Travel_Rarely
138
Travel_Rarely
507
Travel_Rarely 1219
Travel_Rarely
471
Travel_Rarely 1276
Non-Travel
926
Travel_Rarely
950
Travel_Rarely
835
Travel_Rarely 1053
Travel_Rarely
964
Travel_Rarely
817
Travel_Rarely 1134
Travel_Rarely
410
Travel_Frequently322
Travel_Rarely
819
Travel_Rarely
268
Non-Travel
1200
Travel_Rarely 1358
Non-Travel
845
Travel_Rarely
329
Travel_Rarely
918
Travel_Rarely
528
Travel_Rarely
370
Travel_Rarely
241
Non-Travel
355
Travel_Rarely
804
Non-Travel
444
Travel_Rarely
432
Non-Travel
457
Travel_Frequently688
Travel_Rarely 1373
Research & Development
7 High School
Research & Development
18 MBA
Research & Development
1 High School
Sales
4 MBA
Sales
15 MBA
Sales
10 Bachelor
Research & Development
27 Bachelor
Human Resources 1 Bachelor
Research & Development
1 Bachelor
Sales
4 High School
Research & Development
21 Bachelor
Research & Development
8 MBA
Research & Development
5 High School
Sales
7 MBA
Research & Development
1 MBA
Sales
2 Bachelor
Research & Development
13 Bachelor
Human Resources17 MBA
Research & Development
19 MBA
Sales
6 MBA
Research & Development
6 Bachelor
Research & Development
22 Bachelor
Research & Development
20 High School
Research & Development
4 High School
Research & Development
4 Bachelor
Sales
2 PhD
Research & Development
21 High School
Research & Development
7 Bachelor
Research & Development
19 MBA
Research & Development
1 High School
Sales
1 High School
Research & Development
1 Bachelor
Research & Development
16 MBA
Sales
28 Bachelor
Research & Development
28 High School
Research & Development
2 Bachelor
Research & Development
2 PhD
Research & Development
1 MBA
Research & Development
24 High School
Sales
1 PhD
Research & Development
2 Bachelor
Sales
6 Bachelor
Human Resources 8 MBA
Research & Development
10 MBA
Research & Development
7 Bachelor
Research & Development
10 MBA
Research & Development
9 Bachelor
Research & Development
2 High School
Research & Development
9 MBA
Research & Development
26 High School
Research & Development
4 High School
Research & Development
5 MBA
2
4
2
4
4
3
3
3
3
2
3
4
2
4
4
3
3
4
4
4
3
3
1
1
3
5
2
3
4
2
2
3
4
3
2
3
5
4
1
5
3
3
4
4
3
4
3
1
4
2
2
4
Life Sciences
Life Sciences
Medical
Marketing
Marketing
Medical
Medical
Life Sciences
Medical
Life Sciences
Medical
Other
Medical
Marketing
Life Sciences
Medical
Medical
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Technical Degree
Medical
Life Sciences
Medical
Other
Other
Life Sciences
Life Sciences
Medical
Technical Degree
Marketing
Medical
Life Sciences
Medical
Technical Degree
Life Sciences
Medical
Life Sciences
Marketing
Technical Degree
Medical
Medical
Technical Degree
Life Sciences
Medical
Life Sciences
Other
Life Sciences
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
40
42
29
35
55
48
37
27
31
30
41
33
47
38
34
25
36
24
41
36
26
38
31
41
37
20
31
38
48
40
31
38
28
39
33
28
36
22
43
42
35
45
54
45
50
36
31
31
33
33
31
32
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
Yes
Yes
No
No
No
Yes
No
No
No
Yes
No
No
Yes
No
No
Yes
No
No
No
No
No
No
Yes
No
Yes
No
No
No
Travel_Rarely
107
Travel_Rarely
622
Travel_Rarely
408
Travel_Rarely 1315
Travel_Rarely
836
Travel_Frequently117
Travel_Frequently504
Travel_Frequently793
Travel_Rarely
480
Travel_Rarely 1082
Travel_Rarely
549
Travel_Rarely
117
Travel_Rarely 1180
Travel_Rarely 1153
Travel_Frequently653
Travel_Rarely
883
Travel_Rarely 1299
Travel_Rarely
350
Travel_Rarely
334
Travel_Rarely 1456
Travel_Rarely
583
Travel_Frequently
1391
Non-Travel
325
Non-Travel
552
Travel_Rarely 1373
Travel_Rarely
129
Travel_Rarely
154
Travel_Rarely
437
Travel_Rarely 1355
Travel_Rarely
676
Travel_Rarely
192
Travel_Rarely
343
Travel_Rarely
640
Non-Travel
592
Travel_Rarely
589
Travel_Rarely
995
Travel_Rarely 1218
Non-Travel
1123
Travel_Frequently
1001
Travel_Frequently481
Travel_Rarely 1219
Non-Travel
589
Travel_Rarely 1082
Travel_Rarely
193
Travel_Rarely 1099
Non-Travel
1351
Travel_Frequently307
Travel_Rarely 1222
Travel_Frequently827
Travel_Rarely 1198
Travel_Rarely 1463
Non-Travel
953
Sales
10 Bachelor
Research & Development
2 MBA
Research & Development
25 PhD
Research & Development
22 Bachelor
Research & Development
2 MBA
Research & Development
22 Bachelor
Research & Development
10 Bachelor
Sales
2 High School
Research & Development
7 High School
Sales
12 Bachelor
Research & Development
7 High School
Research & Development
9 Bachelor
Research & Development
25 Bachelor
Research & Development
6 High School
Research & Development
10 MBA
Sales
26 High School
Research & Development
27 Bachelor
Research & Development
21 High School
Sales
2 MBA
Sales
13 PhD
Research & Development
4 High School
Research & Development
10 High School
Research & Development
5 Bachelor
Human Resources 4 Bachelor
Research & Development
2 High School
Research & Development
4 Bachelor
Sales
7 MBA
Sales
16 Bachelor
Research & Development
4 MBA
Research & Development
9 MBA
Research & Development
2 MBA
Research & Development
15 High School
Research & Development
1 Bachelor
Research & Development
2 Bachelor
Research & Development
28 MBA
Research & Development
9 Bachelor
Sales
9 MBA
Research & Development
16 High School
Research & Development
9 PhD
Sales
12 Bachelor
Sales
18 Bachelor
Sales
2 MBA
Sales
2 MBA
Research & Development
6 MBA
Research & Development
29 MBA
Research & Development
9 MBA
Research & Development
29 High School
Research & Development
11 MBA
Research & Development
29 MBA
Research & Development
1 MBA
Research & Development
23 Bachelor
Research & Development
5 MBA
3
4
5
3
4
3
3
1
2
3
2
3
3
2
4
1
3
2
4
5
2
1
3
3
2
3
4
3
4
4
4
2
3
3
4
3
4
2
5
3
3
4
4
4
4
4
2
4
4
4
3
4
Technical Degree
Life Sciences
Technical Degree
Life Sciences
Technical Degree
Medical
Medical
Life Sciences
Medical
Technical Degree
Medical
Medical
Medical
Other
Technical Degree
Medical
Medical
Technical Degree
Life Sciences
Marketing
Life Sciences
Medical
Medical
Human Resources
Other
Technical Degree
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Technical Degree
Life Sciences
Life Sciences
Medical
Life Sciences
Medical
Medical
Life Sciences
Medical
Life Sciences
Life Sciences
Other
Life Sciences
Life Sciences
Medical
Life Sciences
Medical
Other
Medical
Technical Degree
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
34
49
35
29
48
36
26
35
34
42
33
46
24
30
49
28
27
34
44
28
35
27
30
37
29
40
27
25
31
32
28
38
31
26
55
45
27
41
35
49
48
35
43
27
34
51
20
23
28
26
37
38
No
No
No
Yes
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
Yes
Yes
No
Yes
No
No
Travel_Frequently735
Travel_Rarely
464
Travel_Rarely 1370
Travel_Frequently459
Travel_Frequently365
Travel_Rarely
559
Travel_Frequently342
Travel_Rarely
882
Travel_Rarely 1440
Travel_Frequently570
Travel_Rarely
350
Travel_Rarely
563
Travel_Rarely 1206
Travel_Rarely
946
Travel_Rarely
174
Travel_Rarely
950
Travel_Rarely 1055
Travel_Rarely 1111
Travel_Frequently
1193
Travel_Rarely
103
Travel_Rarely
992
Travel_Rarely 1291
Travel_Rarely
793
Travel_Frequently
1231
Travel_Rarely
991
Travel_Rarely 1194
Travel_Frequently
1410
Travel_Rarely 1356
Travel_Rarely 1082
Non-Travel
1146
Non-Travel
280
Travel_Rarely 1180
Travel_Frequently667
Travel_Rarely
933
Travel_Rarely
478
Travel_Rarely 1234
Travel_Rarely 1420
Non-Travel
247
Travel_Rarely
776
Travel_Rarely
465
Travel_Rarely
530
Travel_Frequently636
Travel_Rarely
920
Travel_Rarely
269
Non-Travel
967
Travel_Rarely
833
Travel_Frequently871
Travel_Rarely
427
Travel_Frequently193
Travel_Rarely
471
Travel_Rarely
446
Travel_Rarely
770
Research & Development
22 MBA
Research & Development
16 Bachelor
Research & Development
27 MBA
Research & Development
24 High School
Research & Development
4 PhD
Research & Development
12 MBA
Research & Development
2 Bachelor
Sales
3 MBA
Sales
7 High School
Research & Development
8 Bachelor
Sales
5 Bachelor
Sales
1 MBA
Research & Development
17 High School
Research & Development
2 Bachelor
Sales
8 MBA
Research & Development
3 Bachelor
Research & Development
2 MBA
Sales
8 High School
Research & Development
2 High School
Research & Development
24 Bachelor
Research & Development
1 Bachelor
Sales
11 Bachelor
Research & Development
16 High School
Sales
21 High School
Sales
5 Bachelor
Research & Development
2 MBA
Sales
3 High School
Sales
10 MBA
Research & Development
1 MBA
Research & Development
15 MBA
Human Resources 1 High School
Research & Development
29 High School
Sales
1 MBA
Sales
1 Bachelor
Research & Development
2 Bachelor
Sales
11 High School
Sales
2 High School
Research & Development
7 High School
Sales
1 MBA
Research & Development
6 High School
Sales
29 High School
Research & Development
4 MBA
Research & Development
3 Bachelor
Research & Development
5 High School
Research & Development
16 MBA
Research & Development
1 Bachelor
Research & Development
6 Bachelor
Sales
7 Bachelor
Research & Development
2 Bachelor
Research & Development
24 Bachelor
Research & Development
1 MBA
Sales
10 MBA
4
3
4
2
5
4
3
4
2
3
3
4
1
3
4
3
4
2
1
3
3
3
1
2
3
4
1
4
4
4
2
1
4
3
3
2
1
1
4
1
1
4
3
1
4
3
3
3
3
3
4
4
Other
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Technical Degree
Life Sciences
Marketing
Life Sciences
Medical
Medical
Technical Degree
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Medical
Medical
Life Sciences
Medical
Medical
Medical
Medical
Life Sciences
Medical
Medical
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Marketing
Life Sciences
Marketing
Life Sciences
Medical
Other
Life Sciences
Technical Degree
Technical Degree
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Technical Degree
Life Sciences
Marketing
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
36
19
36
29
44
43
52
42
29
32
34
53
32
36
33
35
32
38
40
53
42
29
36
30
44
25
25
35
34
20
32
29
24
32
32
31
30
37
55
40
60
28
43
38
31
29
50
40
40
49
35
38
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Travel_Rarely 1041
Non-Travel
504
Travel_Rarely 1351
Travel_Rarely 1329
Travel_Rarely
921
Travel_Rarely 1372
Travel_Rarely 1325
Travel_Rarely
855
Travel_Frequently
1404
Travel_Rarely
495
Travel_Rarely
470
Travel_Rarely 1223
Non-Travel
300
Travel_Rarely
796
Travel_Rarely
867
Travel_Rarely
384
Travel_Frequently
1125
Travel_Frequently
1444
Travel_Rarely
369
Travel_Rarely
607
Travel_Rarely 1396
Travel_Rarely
468
Travel_Rarely 1223
Non-Travel
641
Travel_Rarely
200
Travel_Rarely
891
Travel_Rarely
949
Travel_Rarely
982
Non-Travel
1362
Travel_Frequently769
Travel_Rarely
427
Travel_Frequently574
Travel_Rarely
691
Non-Travel
1109
Travel_Rarely
548
Travel_Rarely
218
Travel_Rarely
855
Travel_Rarely
228
Travel_Frequently
1091
Travel_Rarely
750
Travel_Rarely
696
Travel_Rarely
821
Travel_Frequently422
Travel_Rarely
364
Travel_Rarely 1062
Travel_Rarely
232
Travel_Rarely 1322
Travel_Rarely
300
Travel_Rarely
611
Travel_Rarely 1418
Non-Travel
1212
Travel_Rarely 1261
Human Resources13 Bachelor
Research & Development
10 Bachelor
Research & Development
26 MBA
Research & Development
7 Bachelor
Research & Development
2 Bachelor
Sales
9 Bachelor
Research & Development
11 MBA
Research & Development
12 Bachelor
Sales
20 Bachelor
Research & Development
10 Bachelor
Research & Development
2 MBA
Research & Development
7 High School
Research & Development
1 Bachelor
Research & Development
12 PhD
Research & Development
8 MBA
Sales
8 MBA
Research & Development
16 High School
Human Resources 1 MBA
Research & Development
8 High School
Research & Development
2 PhD
Research & Development
6 Bachelor
Research & Development
28 MBA
Research & Development
8 Bachelor
Sales
25 High School
Research & Development
29 MBA
Sales
4 High School
Research & Development
1 Bachelor
Research & Development
1 MBA
Sales
19 Bachelor
Sales
9 Bachelor
Research & Development
1 Bachelor
Research & Development
20 High School
Research & Development
23 Bachelor
Research & Development
29 MBA
Research & Development
1 Bachelor
Sales
7 Bachelor
Sales
7 MBA
Sales
6 MBA
Research & Development
2 High School
Research & Development
12 Bachelor
Sales
7 MBA
Sales
5 MBA
Research & Development
1 Bachelor
Research & Development
3 PhD
Research & Development
24 Bachelor
Research & Development
19 Bachelor
Research & Development
28 Bachelor
Sales
26 Bachelor
Sales
7 MBA
Research & Development
1 Bachelor
Sales
8 High School
Research & Development
2 MBA
3
3
4
3
3
3
4
3
3
3
4
2
3
5
4
4
1
4
2
5
3
4
3
2
4
2
3
4
3
3
3
1
3
4
3
3
4
4
1
3
4
4
3
5
3
3
3
3
4
3
2
4
Human Resources
Medical
Life Sciences
Life Sciences
Life Sciences
Marketing
Life Sciences
Medical
Technical Degree
Medical
Life Sciences
Medical
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Other
Life Sciences
Technical Degree
Medical
Medical
Technical Degree
Technical Degree
Other
Life Sciences
Technical Degree
Medical
Marketing
Marketing
Medical
Medical
Medical
Medical
Life Sciences
Technical Degree
Marketing
Medical
Life Sciences
Life Sciences
Marketing
Medical
Life Sciences
Technical Degree
Medical
Technical Degree
Life Sciences
Marketing
Medical
Technical Degree
Marketing
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
42
41
47
22
38
43
31
51
26
35
52
40
27
58
41
19
37
39
27
47
40
34
33
35
56
40
25
41
35
32
45
29
24
26
49
38
53
45
38
26
30
49
40
37
42
37
58
50
30
28
35
21
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Travel_Rarely 1332
Travel_Rarely
427
Travel_Rarely
359
Travel_Frequently
1256
Travel_Rarely 1333
Travel_Rarely
574
Travel_Frequently
1125
Travel_Rarely 1405
Travel_Rarely 1066
Travel_Rarely
607
Non-Travel
585
Travel_Rarely 1202
Travel_Rarely 1377
Travel_Frequently
1216
Travel_Frequently857
Travel_Rarely
419
Travel_Rarely 1372
Non-Travel
1485
Travel_Rarely 1167
Travel_Rarely 1482
Travel_Rarely
658
Travel_Rarely
678
Travel_Frequently553
Travel_Rarely 1395
Travel_Frequently
1240
Travel_Rarely
555
Travel_Rarely 1372
Travel_Rarely
314
Travel_Rarely
185
Travel_Rarely
234
Travel_Rarely 1385
Travel_Rarely 1210
Travel_Rarely
506
Travel_Rarely 1384
Travel_Rarely 1490
Travel_Frequently216
Travel_Rarely
447
Travel_Rarely 1316
Travel_Frequently148
Travel_Rarely 1349
Travel_Rarely 1092
Travel_Rarely
301
Non-Travel
458
Travel_Rarely
571
Travel_Rarely 1265
Travel_Rarely
977
Travel_Rarely 1145
Travel_Rarely 1452
Non-Travel
990
Travel_Rarely 1144
Travel_Rarely 1017
Travel_Rarely
337
Research & Development
2 MBA
Human Resources10 MBA
Research & Development
2 MBA
Research & Development
3 MBA
Research & Development
1 Bachelor
Research & Development
11 Bachelor
Research & Development
1 Bachelor
Research & Development
11 High School
Research & Development
2 High School
Research & Development
9 Bachelor
Sales
29 MBA
Research & Development
2 High School
Research & Development
11 High School
Research & Development
15 MBA
Research & Development
10 Bachelor
Sales
21 Bachelor
Research & Development
1 Bachelor
Research & Development
25 High School
Research & Development
4 High School
Research & Development
5 PhD
Sales
10 MBA
Research & Development
19 Bachelor
Research & Development
5 MBA
Research & Development
9 MBA
Research & Development
9 Bachelor
Research & Development
2 Bachelor
Sales
18 High School
Human Resources 1 Bachelor
Research & Development
23 MBA
Sales
1 MBA
Research & Development
20 High School
Sales
2 Bachelor
Research & Development
29 High School
Research & Development
3 MBA
Research & Development
7 MBA
Research & Development
23 Bachelor
Research & Development
2 Bachelor
Research & Development
29 Bachelor
Research & Development
2 Bachelor
Research & Development
23 Bachelor
Research & Development
10 Bachelor
Research & Development
22 MBA
Research & Development
16 High School
Research & Development
10 High School
Research & Development
3 Bachelor
Research & Development
1 Bachelor
Research & Development
9 Bachelor
Research & Development
11 Bachelor
Research & Development
7 Bachelor
Sales
10 High School
Research & Development
6 MBA
Sales
7 High School
4
4
4
4
3
3
3
2
2
3
4
1
1
4
3
3
3
2
2
5
4
3
4
4
3
3
1
3
4
4
2
3
1
4
4
3
3
3
3
3
3
4
2
1
3
3
3
3
3
1
4
1
Other
Human Resources
Medical
Life Sciences
Technical Degree
Life Sciences
Life Sciences
Technical Degree
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Other
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Marketing
Life Sciences
Life Sciences
Medical
Medical
Medical
Life Sciences
Human Resources
Medical
Medical
Medical
Medical
Medical
Medical
Life Sciences
Life Sciences
Medical
Medical
Medical
Life Sciences
Medical
Other
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Technical Degree
Medical
Life Sciences
Marketing
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
46
38
42
27
26
29
34
41
46
28
45
49
36
37
24
28
54
57
46
45
27
29
26
51
52
34
55
27
34
27
36
44
24
51
43
42
28
38
27
30
53
45
40
25
51
52
43
42
40
30
38
41
No
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
No
No
No
Travel_Rarely
488
Travel_Rarely
688
Travel_Rarely
810
Travel_Rarely 1220
Travel_Rarely
950
Travel_Rarely
694
Travel_Rarely 1351
Travel_Rarely
548
Travel_Rarely
566
Non-Travel
120
Non-Travel
805
Travel_Rarely 1495
Travel_Rarely
660
Travel_Rarely
921
Travel_Rarely 1448
Travel_Rarely
580
Travel_Rarely
431
Travel_Rarely
334
Travel_Rarely 1277
Travel_Rarely
561
Travel_Rarely 1469
Travel_Rarely 1092
Travel_Frequently
1283
Travel_Rarely
770
Travel_Rarely 1323
Travel_Rarely
546
Travel_Rarely 1229
Travel_Frequently829
Travel_Rarely 1442
Travel_Rarely
155
Non-Travel
1434
Travel_Rarely 1112
Travel_Rarely
771
Travel_Frequently968
Travel_Frequently559
Travel_Rarely
201
Travel_Rarely 1083
Travel_Frequently594
Travel_Rarely
511
Travel_Rarely 1334
Travel_Rarely 1168
Travel_Rarely 1038
Travel_Rarely 1329
Travel_Rarely 1382
Travel_Frequently541
Travel_Rarely
956
Travel_Rarely
244
Travel_Rarely
265
Travel_Rarely
989
Travel_Frequently
1012
Non-Travel
152
Travel_Frequently840
Sales
2 Bachelor
Research & Development
23 MBA
Research & Development
23 PhD
Research & Development
5 Bachelor
Sales
4 MBA
Research & Development
1 Bachelor
Research & Development
1 MBA
Research & Development
9 MBA
Research & Development
7 High School
Sales
4 Bachelor
Research & Development
4 High School
Research & Development
5 MBA
Research & Development
15 Bachelor
Research & Development
10 Bachelor
Sales
1 High School
Research & Development
27 Bachelor
Research & Development
7 MBA
Research & Development
24 High School
Sales
2 Bachelor
Sales
2 Bachelor
Research & Development
1 High School
Research & Development
1 MBA
Sales
1 Bachelor
Human Resources 5 Bachelor
Research & Development
2 Bachelor
Research & Development
10 Bachelor
Research & Development
4 MBA
Sales
8 High School
Research & Development
9 Bachelor
Research & Development
4 Bachelor
Sales
8 MBA
Human Resources 1 MBA
Research & Development
1 High School
Research & Development
6 High School
Research & Development
10 MBA
Research & Development
1 MBA
Research & Development
29 High School
Research & Development
2 High School
Sales
2 High School
Sales
4 High School
Sales
24 MBA
Research & Development
20 Bachelor
Research & Development
7 Bachelor
Sales
8 High School
Sales
2 Bachelor
Research & Development
6 High School
Human Resources 2 Bachelor
Sales
5 High School
Research & Development
4 High School
Research & Development
5 MBA
Sales
10 Bachelor
Research & Development
9 Bachelor
3
4
5
3
4
3
4
4
2
3
2
4
3
3
1
3
4
2
3
3
2
4
3
3
3
3
4
1
3
3
4
4
2
2
4
4
1
2
2
2
4
3
3
2
3
2
3
2
1
4
3
3
Technical Degree
Life Sciences
Life Sciences
Life Sciences
Marketing
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Life Sciences
Technical Degree
Other
Medical
Technical Degree
Medical
Medical
Life Sciences
Life Sciences
Other
Medical
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Marketing
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Medical
Life Sciences
Medical
Life Sciences
Other
Marketing
Technical Degree
Life Sciences
Marketing
Medical
Life Sciences
Technical Degree
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
42
36
30
42
33
33
35
34
35
30
28
29
41
33
27
38
39
31
46
32
41
31
29
22
37
33
27
44
29
26
37
36
18
51
32
32
18
49
34
54
41
50
40
36
45
42
37
34
29
27
54
No
No
No
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
Yes
No
Yes
No
Yes
No
No
No
No
No
Yes
No
No
No
No
Travel_Rarely
592
Travel_Rarely 1210
Travel_Rarely
164
Travel_Rarely 1288
Travel_Frequently532
Travel_Rarely
217
Travel_Rarely 1017
Travel_Frequently482
Travel_Rarely
419
Travel_Rarely 1258
Travel_Rarely 1358
Travel_Rarely
529
Travel_Rarely
738
Travel_Rarely
582
Travel_Frequently
1303
Travel_Rarely 1054
Travel_Rarely
345
Non-Travel
439
Travel_Rarely
359
Travel_Frequently638
Travel_Rarely
267
Travel_Rarely
263
Travel_Rarely
140
Travel_Rarely
469
Travel_Rarely
534
Travel_Rarely 1107
Travel_Frequently515
Travel_Frequently591
Non-Travel
489
Travel_Rarely
896
Travel_Rarely
920
Travel_Rarely 1192
Travel_Rarely
311
Non-Travel
1124
Travel_Rarely
684
Travel_Rarely
859
Travel_Frequently
1005
Travel_Rarely
230
Travel_Rarely 1098
Travel_Frequently234
Travel_Rarely 1441
Travel_Frequently143
Travel_Rarely
813
Travel_Rarely
302
Travel_Rarely
530
Travel_Rarely 1339
Travel_Rarely
557
Travel_Rarely
625
Travel_Frequently560
Travel_Rarely 1252
Travel_Frequently
1297
Travel_Rarely
155
Research & Development
7 Bachelor
Research & Development
2 Bachelor
Sales
2 High School
Sales
29 MBA
Research & Development
29 High School
Sales
10 MBA
Research & Development
25 Bachelor
Research & Development
4 MBA
Research & Development
7 MBA
Research & Development
1 MBA
Sales
16 High School
Research & Development
2 MBA
Research & Development
9 PhD
Research & Development
28 MBA
Research & Development
7 High School
Research & Development
8 Bachelor
Sales
10 High School
Research & Development
9 Bachelor
Human Resources18 PhD
Research & Development
1 Bachelor
Research & Development
29 MBA
Research & Development
6 Bachelor
Research & Development
12 High School
Sales
10 Bachelor
Research & Development
15 Bachelor
Research & Development
14 Bachelor
Research & Development
1 High School
Research & Development
2 Bachelor
Research & Development
23 Bachelor
Research & Development
18 High School
Human Resources20 High School
Research & Development
5 High School
Research & Development
7 Bachelor
Research & Development
1 Bachelor
Research & Development
6 Bachelor
Research & Development
4 Bachelor
Research & Development
2 High School
Research & Development
3 Bachelor
Research & Development
4 High School
Research & Development
9 MBA
Research & Development
17 Bachelor
Sales
4 Bachelor
Research & Development
17 PhD
Research & Development
6 Bachelor
Sales
2 MBA
Research & Development
7 Bachelor
Research & Development
18 MBA
Sales
1 MBA
Research & Development
1 MBA
Research & Development
23 High School
Research & Development
5 High School
Research & Development
9 High School
3
3
2
4
2
4
3
4
4
4
1
4
5
4
2
3
2
3
5
3
4
3
1
3
3
3
2
3
3
1
2
2
3
3
3
3
2
3
2
4
3
3
5
3
4
3
4
4
4
2
2
2
Life Sciences
Medical
Medical
Technical Degree
Life Sciences
Marketing
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Other
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Human Resources
Medical
Life Sciences
Medical
Medical
Medical
Medical
Life Sciences
Life Sciences
Medical
Medical
Medical
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Technical Degree
Marketing
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Other
Life Sciences
Life Sciences
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
30
35
38
35
31
38
29
30
43
42
44
31
36
27
32
39
32
32
31
30
45
24
35
50
25
37
32
31
34
56
35
52
24
30
33
50
46
30
37
27
58
33
51
58
26
28
31
30
28
18
40
No
No
No
No
No
Yes
No
No
Yes
No
No
No
Yes
No
No
No
Yes
No
No
Yes
Yes
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
Travel_Rarely 1127
Travel_Rarely
911
Non-Travel
1180
Travel_Frequently
1490
Travel_Rarely
464
Travel_Frequently523
Travel_Frequently
1394
Travel_Rarely 1396
Travel_Frequently334
Travel_Rarely
982
Travel_Rarely 1147
Travel_Frequently383
Travel_Rarely 1365
Travel_Frequently469
Travel_Rarely 1354
Travel_Rarely
117
Travel_Rarely
895
Travel_Frequently
1318
Travel_Frequently116
Travel_Rarely
202
Travel_Frequently464
Travel_Rarely
374
Travel_Frequently535
Travel_Rarely
670
Travel_Rarely
264
Travel_Frequently772
Travel_Frequently319
Travel_Rarely 1062
Travel_Frequently874
Travel_Rarely
167
Travel_Rarely 1443
Non-Travel
1097
Travel_Rarely 1030
Travel_Frequently567
Travel_Frequently
1312
Travel_Rarely
922
Travel_Rarely
854
Travel_Frequently
1211
Non-Travel
1398
Travel_Rarely
482
Travel_Rarely
618
Travel_Rarely
682
Travel_Frequently
1296
Travel_Rarely 1178
Travel_Rarely 1055
Travel_Rarely
390
Travel_Rarely
440
Travel_Rarely
329
Travel_Rarely
945
Travel_Rarely 1179
Travel_Frequently544
Travel_Rarely 1171
Research & Development
18 High School
Research & Development
1 High School
Research & Development
2 High School
Research & Development
2 High School
Research & Development
4 High School
Research & Development
2 Bachelor
Research & Development
8 Bachelor
Sales
10 Bachelor
Sales
26 MBA
Research & Development
12 Bachelor
Human Resources10 Bachelor
Sales
1 PhD
Sales
13 MBA
Research & Development
3 Bachelor
Research & Development
2 MBA
Sales
13 MBA
Sales
5 Bachelor
Sales
10 MBA
Research & Development
13 Bachelor
Research & Development
8 Bachelor
Research & Development
4 Bachelor
Sales
20 Bachelor
Sales
24 Bachelor
Research & Development
10 MBA
Sales
9 Bachelor
Research & Development
2 High School
Sales
4 MBA
Research & Development
2 Bachelor
Research & Development
15 Bachelor
Research & Development
8 PhD
Sales
11 PhD
Research & Development
11 High School
Sales
5 Bachelor
Research & Development
2 High School
Research & Development
23 Bachelor
Research & Development
1 PhD
Sales
1 MBA
Sales
5 MBA
Sales
22 MBA
Research & Development
3 Bachelor
Research & Development
4 Bachelor
Sales
10 MBA
Research & Development
6 Bachelor
Sales
14 High School
Research & Development
1 Bachelor
Research & Development
17 MBA
Research & Development
21 Bachelor
Research & Development
1 High School
Sales
9 Bachelor
Research & Development
19 MBA
Sales
3 High School
Research & Development
10 MBA
1
2
2
2
2
3
3
3
4
3
3
5
4
3
4
4
3
4
3
3
3
3
3
4
3
1
4
3
3
5
5
2
3
1
3
5
4
4
4
3
3
4
3
2
3
4
3
2
3
4
2
4
Life Sciences
Medical
Medical
Life Sciences
Other
Life Sciences
Medical
Life Sciences
Marketing
Life Sciences
Human Resources
Marketing
Medical
Technical Degree
Technical Degree
Life Sciences
Technical Degree
Marketing
Other
Life Sciences
Technical Degree
Life Sciences
Medical
Medical
Marketing
Life Sciences
Marketing
Medical
Medical
Life Sciences
Marketing
Medical
Life Sciences
Technical Degree
Life Sciences
Medical
Medical
Marketing
Other
Other
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Medical
Medical
Life Sciences
Medical
Medical
Medical
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
45
51
51
28
36
33
29
52
33
27
41
47
53
50
42
44
38
34
32
60
26
48
58
29
52
40
21
36
33
35
47
36
50
34
25
32
33
34
23
40
21
46
41
57
33
43
44
23
41
24
31
No
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
No
Yes
No
Yes
Travel_Rarely
736
Travel_Rarely
252
Travel_Rarely 1318
Travel_Rarely
313
Travel_Rarely
329
Travel_Rarely
557
Travel_Rarely 1075
Travel_Rarely 1086
Travel_Rarely
319
Travel_Rarely
813
Travel_Frequently294
Travel_Rarely
930
Travel_Rarely
983
Travel_Rarely 1219
Travel_Rarely 1126
Travel_Frequently748
Non-Travel
381
Travel_Frequently888
Travel_Rarely
790
Travel_Rarely 1018
Travel_Rarely
370
Travel_Frequently575
Travel_Rarely
855
Travel_Rarely
605
Travel_Rarely
428
Travel_Frequently890
Travel_Rarely
523
Non-Travel
895
Non-Travel
894
Travel_Frequently
1392
Travel_Rarely
583
Travel_Rarely 1225
Travel_Rarely 1278
Travel_Frequently
1234
Travel_Rarely
699
Travel_Rarely
882
Travel_Rarely
801
Travel_Rarely
392
Travel_Rarely
810
Travel_Rarely 1243
Travel_Rarely
543
Travel_Frequently251
Non-Travel
1144
Travel_Rarely
896
Travel_Rarely
593
Non-Travel
1313
Travel_Frequently
1422
Travel_Rarely 1488
Travel_Rarely
541
Travel_Rarely 1085
Non-Travel
830
Travel_Frequently703
Sales
26 Bachelor
Research & Development
1 Bachelor
Sales
26 MBA
Research & Development
3 Bachelor
Research & Development
24 Bachelor
Sales
3 Bachelor
Human Resources 3 High School
Research & Development
7 High School
Research & Development
3 Bachelor
Research & Development
14 Bachelor
Research & Development
10 High School
Sales
3 Bachelor
Research & Development
2 High School
Sales
2 MBA
Research & Development
1 High School
Research & Development
9 High School
Research & Development
24 Bachelor
Human Resources10 MBA
Sales
24 MBA
Research & Development
2 MBA
Research & Development
1 MBA
Research & Development
3 High School
Research & Development
4 Bachelor
Sales
21 Bachelor
Sales
9 Bachelor
Research & Development
25 MBA
Research & Development
2 Bachelor
Sales
9 High School
Research & Development
1 MBA
Research & Development
3 MBA
Research & Development
25 MBA
Sales
2 MBA
Human Resources 8 Bachelor
Research & Development
20 PhD
Research & Development
6 High School
Research & Development
19 High School
Sales
1 MBA
Sales
2 MBA
Sales
8 High School
Research & Development
6 Bachelor
Research & Development
1 MBA
Research & Development
10 High School
Research & Development
7 MBA
Sales
6 Bachelor
Research & Development
1 MBA
Research & Development
1 High School
Sales
2 MBA
Sales
1 PhD
Sales
2 High School
Research & Development
2 MBA
Sales
13 High School
Sales
2 Bachelor
3
3
4
3
3
3
2
1
3
3
2
3
2
4
2
2
3
4
4
4
4
1
3
3
3
4
3
2
4
4
4
4
3
5
1
1
4
4
2
3
4
2
4
3
4
2
4
5
1
4
2
3
Life Sciences
Other
Marketing
Medical
Medical
Medical
Human Resources
Medical
Medical
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Medical
Medical
Medical
Human Resources
Medical
Medical
Medical
Technical Degree
Life Sciences
Life Sciences
Marketing
Medical
Life Sciences
Medical
Medical
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Medical
Medical
Marketing
Medical
Technical Degree
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Medical
Medical
Life Sciences
Marketing
Technical Degree
Life Sciences
Life Sciences
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
32
23
47
45
29
28
44
40
46
28
40
31
43
47
32
43
19
46
46
37
35
27
25
36
34
22
43
40
37
40
31
25
38
44
21
52
54
40
34
49
50
31
27
34
46
30
34
30
38
40
26
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
Yes
No
No
No
Yes
No
Travel_Rarely
489
Non-Travel
1184
Travel_Rarely
160
Travel_Rarely
465
Travel_Rarely
194
Travel_Rarely
718
Travel_Frequently791
Travel_Rarely
986
Travel_Rarely
329
Travel_Rarely
991
Travel_Frequently289
Travel_Rarely 1124
Travel_Rarely
616
Travel_Rarely
415
Travel_Rarely
955
Travel_Rarely
977
Travel_Rarely 1034
Travel_Rarely
303
Travel_Rarely
706
Travel_Rarely 1254
Travel_Frequently889
Travel_Rarely
144
Travel_Rarely
199
Travel_Rarely
309
Travel_Rarely
335
Non-Travel
1375
Travel_Frequently
1368
Travel_Rarely
589
Travel_Rarely
896
Travel_Rarely
783
Travel_Rarely
118
Travel_Rarely
182
Travel_Rarely
180
Travel_Rarely
849
Travel_Rarely 1467
Travel_Rarely 1343
Travel_Rarely
258
Travel_Rarely
821
Non-Travel
1094
Travel_Frequently988
Travel_Rarely
527
Travel_Rarely 1207
Travel_Rarely
542
Travel_Frequently472
Travel_Rarely
304
Travel_Rarely 1485
Travel_Frequently600
Travel_Frequently
1069
Travel_Rarely 1339
Travel_Rarely 1495
Travel_Rarely
299
Travel_Rarely 1443
Human Resources 2 High School
Research & Development
1 Bachelor
Research & Development
4 High School
Research & Development
1 Bachelor
Research & Development
9 Bachelor
Research & Development
8 High School
Research & Development
1 MBA
Research & Development
8 MBA
Research & Development
1 MBA
Human Resources 1 High School
Research & Development
2 High School
Sales
1 High School
Research & Development
12 Bachelor
Sales
25 Bachelor
Sales
4 High School
Research & Development
2 Bachelor
Sales
16 Bachelor
Research & Development
2 Bachelor
Research & Development
2 High School
Sales
10 Bachelor
Research & Development
9 Bachelor
Research & Development
22 Bachelor
Research & Development
6 Bachelor
Human Resources 2 Bachelor
Sales
17 High School
Sales
10 Bachelor
Research & Development
4 High School
Research & Development
14 High School
Research & Development
2 Bachelor
Research & Development
7 MBA
Sales
14 High School
Research & Development
8 PhD
Research & Development
2 High School
Research & Development
25 High School
Research & Development
20 Bachelor
Sales
22 High School
Research & Development
8 MBA
Research & Development
5 High School
Sales
28 Bachelor
Human Resources23 Bachelor
Research & Development
8 High School
Research & Development
28 High School
Sales
20 Bachelor
Research & Development
1 High School
Sales
2 Bachelor
Research & Development
18 Bachelor
Human Resources 8 Bachelor
Research & Development
2 High School
Sales
5 Bachelor
Research & Development
10 Bachelor
Sales
25 MBA
Sales
23 Bachelor
2
3
1
3
3
1
4
4
4
2
2
2
3
3
2
3
3
3
2
3
3
3
3
3
2
3
1
2
3
4
2
5
1
2
3
1
4
2
3
3
2
1
3
1
3
3
3
1
3
3
4
3
Technical Degree
Life Sciences
Medical
Technical Degree
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Medical
Medical
Life Sciences
Medical
Marketing
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Human Resources
Marketing
Life Sciences
Technical Degree
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Technical Degree
Other
Medical
Other
Human Resources
Other
Medical
Life Sciences
Technical Degree
Other
Medical
Human Resources
Life Sciences
Life Sciences
Medical
Marketing
Marketing
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
30
34
25
33
51
47
26
29
37
45
42
55
31
35
48
56
37
35
34
36
35
33
28
54
32
36
44
36
39
38
40
25
42
25
30
53
43
35
36
19
39
38
39
33
34
53
47
35
30
48
39
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
Travel_Frequently754
Travel_Rarely
153
Travel_Frequently618
Travel_Rarely
622
Travel_Frequently508
Travel_Rarely 1323
Travel_Rarely
571
Non-Travel
786
Travel_Frequently410
Travel_Rarely
309
Travel_Rarely 1457
Travel_Rarely 1128
Travel_Rarely
452
Travel_Rarely
688
Travel_Rarely 1142
Non-Travel
1262
Travel_Rarely
713
Travel_Rarely
367
Travel_Rarely
755
Travel_Rarely
735
Travel_Rarely
711
Travel_Rarely
619
Travel_Rarely
654
Travel_Rarely 1476
Travel_Rarely
397
Travel_Rarely
906
Travel_Rarely
885
Travel_Rarely
935
Travel_Rarely 1403
Non-Travel
105
Travel_Rarely
371
Non-Travel
663
Travel_Rarely
977
Travel_Rarely
635
Travel_Rarely
688
Non-Travel
111
Travel_Rarely 1084
Non-Travel
343
Non-Travel
727
Travel_Rarely
913
Travel_Rarely
645
Travel_Rarely 1383
Travel_Rarely
322
Travel_Frequently
1218
Non-Travel
530
Travel_Rarely
479
Travel_Rarely 1395
Travel_Frequently
1379
Travel_Rarely
737
Travel_Rarely 1176
Travel_Rarely
492
Travel_Frequently945
Sales
26 MBA
Research & Development
8 High School
Research & Development
3 High School
Sales
13 High School
Sales
10 Bachelor
Research & Development
4 MBA
Sales
14 Bachelor
Research & Development
7 Bachelor
Research & Development
2 High School
Sales
10 MBA
Research & Development
7 Bachelor
Research & Development
13 Bachelor
Research & Development
1 Bachelor
Sales
7 Bachelor
Research & Development
23 MBA
Research & Development
1 MBA
Research & Development
8 Bachelor
Research & Development
25 High School
Research & Development
9 MBA
Sales
3 High School
Research & Development
5 MBA
Sales
1 Bachelor
Research & Development
5 Bachelor
Research & Development
16 High School
Human Resources19 MBA
Sales
7 Bachelor
Research & Development
16 MBA
Research & Development
3 Bachelor
Research & Development
6 Bachelor
Research & Development
9 Bachelor
Research & Development
2 Bachelor
Research & Development
9 MBA
Research & Development
2 High School
Sales
1 High School
Research & Development
3 Bachelor
Research & Development
9 Bachelor
Research & Development
13 High School
Research & Development
9 Bachelor
Research & Development
3 Bachelor
Research & Development
9 High School
Research & Development
9 High School
Human Resources 2 Bachelor
Sales
7 High School
Research & Development
1 High School
Sales
16 Bachelor
Research & Development
7 MBA
Research & Development
24 MBA
Research & Development
16 MBA
Sales
10 Bachelor
Research & Development
20 Bachelor
Sales
16 MBA
Research & Development
22 Bachelor
4
2
1
1
3
4
3
3
1
4
3
3
3
3
4
4
3
2
4
1
4
3
3
2
4
3
4
3
3
3
3
4
1
1
3
3
2
3
3
2
2
3
2
1
3
4
4
4
3
3
4
3
Marketing
Life Sciences
Life Sciences
Medical
Marketing
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Medical
Medical
Medical
Life Sciences
Medical
Medical
Life Sciences
Medical
Life Sciences
Medical
Life Sciences
Marketing
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Other
Other
Life Sciences
Medical
Medical
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Medical
Medical
Medical
Other
Life Sciences
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
47
48
37
39
36
42
22
30
34
43
34
30
33
34
30
53
28
44
39
30
31
43
27
28
32
30
42
35
24
31
48
33
35
25
26
45
35
22
35
37
34
21
44
36
54
29
46
30
44
32
54
44
No
No
No
No
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
Yes
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
Non-Travel
1169
Travel_Rarely
969
Travel_Rarely
558
Non-Travel
1251
Travel_Rarely
938
Travel_Frequently458
Travel_Rarely
594
Travel_Rarely 1005
Travel_Rarely
829
Travel_Rarely
177
Travel_Rarely 1157
Travel_Rarely
305
Travel_Rarely
118
Travel_Frequently702
Travel_Frequently160
Travel_Rarely
970
Non-Travel
1103
Travel_Rarely 1037
Travel_Rarely
466
Travel_Rarely
438
Travel_Rarely 1276
Travel_Frequently775
Non-Travel
443
Travel_Rarely 1217
Travel_Rarely
371
Travel_Rarely
317
Travel_Rarely
269
Travel_Frequently146
Non-Travel
1092
Travel_Frequently444
Travel_Rarely
715
Travel_Rarely
211
Travel_Rarely 1490
Travel_Rarely
867
Travel_Rarely 1357
Non-Travel
248
Travel_Rarely 1276
Travel_Rarely 1294
Travel_Frequently200
Travel_Frequently663
Travel_Rarely
665
Travel_Rarely
546
Travel_Rarely
136
Travel_Frequently
1480
Travel_Rarely
548
Travel_Rarely
341
Travel_Rarely 1125
Travel_Rarely 1329
Travel_Rarely 1097
Non-Travel
862
Travel_Rarely
584
Travel_Rarely 1448
Research & Development
14 MBA
Research & Development
2 High School
Sales
2 Bachelor
Sales
21 MBA
Research & Development
2 MBA
Research & Development
26 PhD
Research & Development
2 High School
Research & Development
3 Bachelor
Human Resources 3 High School
Research & Development
8 Bachelor
Research & Development
5 High School
Research & Development
16 Bachelor
Sales
16 Bachelor
Research & Development
16 MBA
Research & Development
3 Bachelor
Research & Development
7 Bachelor
Research & Development
16 Bachelor
Research & Development
1 Bachelor
Research & Development
1 High School
Research & Development
18 Bachelor
Research & Development
2 High School
Sales
15 Bachelor
Research & Development
3 Bachelor
Research & Development
1 Bachelor
Sales
19 Bachelor
Research & Development
2 Bachelor
Research & Development
2 Bachelor
Research & Development
2 MBA
Research & Development
9 Bachelor
Sales
5 Bachelor
Research & Development
1 Bachelor
Sales
16 Bachelor
Research & Development
11 MBA
Sales
19 High School
Research & Development
25 Bachelor
Research & Development
23 High School
Research & Development
16 Bachelor
Research & Development
8 High School
Research & Development
18 High School
Research & Development
11 Bachelor
Research & Development
6 MBA
Research & Development
5 High School
Research & Development
28 Bachelor
Research & Development
3 High School
Research & Development
8 MBA
Sales
1 Bachelor
Sales
10 Bachelor
Sales
29 MBA
Research & Development
10 MBA
Sales
2 High School
Research & Development
22 PhD
Sales
28 Bachelor
4
2
3
4
4
5
1
3
2
3
2
3
3
4
3
3
3
3
1
3
1
3
3
3
3
3
3
4
3
3
3
3
4
2
3
2
3
1
2
3
4
1
3
2
4
3
3
4
4
1
5
3
Technical Degree
Technical Degree
Marketing
Life Sciences
Medical
Medical
Technical Degree
Technical Degree
Human Resources
Life Sciences
Medical
Life Sciences
Marketing
Life Sciences
Medical
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Medical
Medical
Life Sciences
Marketing
Life Sciences
Life Sciences
Medical
Marketing
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Other
Other
Medical
Life Sciences
Medical
Life Sciences
Medical
Marketing
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
35
36
32
47
36
29
31
43
49
41
34
29
39
23
38
30
51
55
29
47
32
49
40
45
26
46
53
33
37
56
21
42
36
31
38
36
32
34
46
44
44
43
26
50
25
42
35
41
32
50
34
30
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
Yes
No
No
No
Travel_Rarely
809
Non-Travel
1105
Travel_Rarely
601
Travel_Rarely
202
Travel_Rarely
917
Travel_Rarely
986
Travel_Rarely 1154
Travel_Rarely
782
Travel_Rarely 1245
Travel_Rarely
645
Travel_Rarely 1130
Travel_Rarely
224
Travel_Rarely
492
Travel_Rarely 1309
Travel_Rarely 1035
Travel_Frequently448
Travel_Frequently
1456
Travel_Rarely
685
Travel_Rarely 1246
Travel_Rarely 1001
Travel_Rarely
638
Travel_Rarely
470
Travel_Rarely
759
Travel_Rarely 1005
Travel_Rarely
841
Travel_Rarely 1009
Travel_Rarely
102
Travel_Rarely
527
Travel_Rarely 1115
Travel_Rarely
832
Travel_Rarely
984
Travel_Rarely
419
Travel_Frequently884
Travel_Rarely
828
Travel_Frequently471
Travel_Rarely
172
Travel_Rarely
498
Travel_Rarely 1346
Travel_Rarely
150
Travel_Rarely 1099
Travel_Frequently429
Travel_Frequently
1082
Travel_Rarely
482
Travel_Rarely
869
Travel_Rarely
810
Travel_Rarely
544
Travel_Rarely 1146
Travel_Rarely
802
Travel_Rarely
414
Travel_Frequently
1421
Travel_Rarely
182
Non-Travel
829
Research & Development
16 Bachelor
Research & Development
24 MBA
Sales
7 PhD
Research & Development
2 High School
Research & Development
6 MBA
Research & Development
3 MBA
Sales
2 High School
Research & Development
6 MBA
Research & Development
18 MBA
Sales
1 Bachelor
Research & Development
3 Bachelor
Research & Development
1 MBA
Research & Development
12 Bachelor
Research & Development
26 High School
Sales
3 MBA
Sales
12 MBA
Research & Development
1 MBA
Sales
26 PhD
Sales
19 Bachelor
Research & Development
4 Bachelor
Research & Development
8 High School
Research & Development
20 MBA
Sales
2 High School
Research & Development
28 High School
Research & Development
6 Bachelor
Research & Development
2 Bachelor
Research & Development
23 MBA
Research & Development
1 MBA
Research & Development
1 MBA
Research & Development
9 Bachelor
Research & Development
1 High School
Sales
12 MBA
Research & Development
23 High School
Sales
2 High School
Research & Development
12 Bachelor
Research & Development
4 MBA
Research & Development
3 MBA
Research & Development
19 High School
Research & Development
2 MBA
Sales
5 Bachelor
Research & Development
1 High School
Research & Development
27 Bachelor
Research & Development
1 High School
Sales
3 High School
Sales
8 Bachelor
Human Resources 2 High School
Human Resources26 MBA
Sales
9 High School
Sales
2 MBA
Research & Development
2 Bachelor
Research & Development
1 MBA
Research & Development
1 High School
3
4
5
2
4
4
2
4
4
3
3
4
3
1
4
4
4
5
3
3
2
4
2
2
3
3
4
4
4
3
1
4
2
1
3
4
4
2
4
3
2
3
2
2
3
1
4
1
4
3
4
1
Medical
Life Sciences
Marketing
Other
Life Sciences
Medical
Life Sciences
Other
Life Sciences
Marketing
Life Sciences
Technical Degree
Medical
Life Sciences
Life Sciences
Life Sciences
Medical
Marketing
Life Sciences
Life Sciences
Medical
Medical
Marketing
Technical Degree
Other
Life Sciences
Life Sciences
Other
Life Sciences
Medical
Technical Degree
Marketing
Medical
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Technical Degree
Marketing
Medical
Life Sciences
Life Sciences
Marketing
Life Sciences
Technical Degree
Life Sciences
Life Sciences
Marketing
Medical
Life Sciences
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
38
29
40
37
30
47
34
25
40
32
28
33
30
57
26
31
26
55
40
27
32
34
45
46
24
45
36
34
39
29
36
37
38
38
34
34
39
39
53
48
31
51
50
34
46
49
55
38
32
46
49
40
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
Yes
No
No
No
Travel_Rarely 1380
Travel_Rarely
441
Non-Travel
218
Travel_Frequently
1278
Non-Travel
1116
Travel_Rarely
207
Non-Travel
999
Travel_Rarely 1280
Non-Travel
1142
Travel_Rarely
604
Travel_Rarely 1181
Travel_Frequently970
Travel_Rarely
921
Travel_Rarely
210
Travel_Rarely 1146
Travel_Frequently853
Travel_Rarely 1330
Travel_Rarely
836
Travel_Frequently593
Travel_Rarely
798
Travel_Rarely
374
Travel_Rarely 1303
Travel_Rarely
176
Non-Travel
849
Travel_Rarely 1476
Travel_Frequently
1297
Travel_Frequently
1467
Travel_Rarely
121
Travel_Rarely 1253
Travel_Rarely
590
Travel_Rarely
188
Travel_Rarely 1239
Travel_Rarely
827
Travel_Rarely
833
Travel_Rarely 1239
Travel_Rarely 1153
Travel_Rarely 1431
Travel_Rarely
141
Travel_Rarely
868
Travel_Frequently708
Travel_Rarely 1232
Travel_Rarely 1169
Travel_Frequently
1246
Travel_Rarely 1031
Travel_Rarely
734
Travel_Rarely 1313
Travel_Rarely
436
Travel_Rarely
702
Travel_Rarely 1045
Travel_Rarely
644
Travel_Rarely 1261
Travel_Rarely
905
Research & Development
9 High School
Research & Development
8 High School
Research & Development
8 High School
Sales
1 MBA
Research & Development
2 Bachelor
Research & Development
9 MBA
Research & Development
26 High School
Research & Development
7 High School
Research & Development
8 High School
Sales
8 Bachelor
Research & Development
1 Bachelor
Sales
7 Bachelor
Research & Development
1 Bachelor
Sales
29 Bachelor
Sales
8 Bachelor
Research & Development
1 High School
Research & Development
21 Bachelor
Research & Development
8 Bachelor
Research & Development
9 MBA
Research & Development
6 MBA
Research & Development
25 MBA
Research & Development
2 MBA
Human Resources 4 Bachelor
Sales
26 High School
Sales
4 High School
Research & Development
1 MBA
Sales
11 High School
Research & Development
2 MBA
Research & Development
10 High School
Research & Development
4 Bachelor
Research & Development
7 MBA
Human Resources 8 High School
Research & Development
1 MBA
Research & Development
18 Bachelor
Sales
13 MBA
Research & Development
1 High School
Research & Development
1 MBA
Human Resources 3 Bachelor
Sales
8 Bachelor
Sales
7 High School
Research & Development
7 MBA
Research & Development
7 MBA
Human Resources 3 Bachelor
Research & Development
6 MBA
Research & Development
2 MBA
Sales
11 MBA
Sales
2 High School
Sales
1 MBA
Sales
4 MBA
Research & Development
1 MBA
Research & Development
7 Bachelor
Research & Development
19 High School
2
1
1
4
3
4
1
1
2
3
3
3
3
3
3
1
3
3
4
4
4
4
3
2
1
4
2
4
1
3
4
2
4
3
4
2
4
3
3
2
4
4
3
4
4
4
1
4
4
4
3
2
Life Sciences
Other
Medical
Medical
Medical
Life Sciences
Technical Degree
Medical
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Marketing
Technical Degree
Life Sciences
Medical
Medical
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Technical Degree
Medical
Medical
Technical Degree
Other
Other
Life Sciences
Medical
Medical
Medical
Medical
Human Resources
Marketing
Medical
Medical
Medical
Medical
Life Sciences
Medical
Marketing
Medical
Life Sciences
Medical
Medical
Other
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
41
40
36
26
43
47
45
24
40
54
55
33
46
34
30
41
18
53
26
36
28
31
32
35
45
30
44
34
42
59
21
31
29
46
34
28
29
26
35
39
38
30
24
31
29
42
30
23
38
47
55
25
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
Yes
Yes
No
Travel_Rarely
509
Travel_Frequently580
Travel_Frequently
1195
Travel_Rarely
991
Travel_Rarely
990
Travel_Rarely 1176
Travel_Rarely
930
Travel_Frequently381
Travel_Rarely
444
Non-Travel
142
Travel_Rarely 1311
Travel_Rarely
832
Travel_Rarely
168
Travel_Frequently135
Non-Travel
1400
Travel_Rarely
337
Non-Travel
1431
Travel_Rarely 1376
Travel_Frequently496
Travel_Rarely
363
Travel_Rarely 1434
Travel_Rarely 1003
Travel_Frequently
1311
Travel_Frequently662
Travel_Frequently364
Travel_Rarely
570
Travel_Frequently602
Travel_Frequently669
Travel_Frequently288
Travel_Rarely 1089
Travel_Frequently756
Travel_Rarely
691
Travel_Rarely 1389
Travel_Rarely
526
Non-Travel
1065
Travel_Frequently783
Travel_Rarely 1082
Travel_Frequently921
Travel_Rarely 1232
Travel_Rarely 1329
Travel_Rarely
130
Non-Travel
879
Travel_Rarely
240
Non-Travel
697
Travel_Rarely
906
Travel_Rarely
916
Travel_Rarely
852
Travel_Rarely
571
Travel_Rarely
119
Travel_Frequently
1093
Travel_Rarely
267
Travel_Rarely
685
Research & Development
7 High School
Sales
5 MBA
Research & Development
11 Bachelor
Research & Development
6 Bachelor
Research & Development
27 Bachelor
Human Resources26 MBA
Sales
9 Bachelor
Research & Development
9 Bachelor
Sales
2 High School
Human Resources26 Bachelor
Research & Development
2 Bachelor
Research & Development
5 MBA
Sales
4 High School
Research & Development
19 Bachelor
Research & Development
3 Bachelor
Sales
8 Bachelor
Research & Development
14 Bachelor
Sales
2 High School
Research & Development
11 High School
Research & Development
1 Bachelor
Research & Development
5 MBA
Sales
5 Bachelor
Research & Development
7 Bachelor
Sales
18 MBA
Research & Development
25 Bachelor
Sales
5 Bachelor
Human Resources 1 PhD
Research & Development
1 Bachelor
Research & Development
2 Bachelor
Sales
1 High School
Sales
1 High School
Research & Development
5 MBA
Research & Development
21 MBA
Sales
1 High School
Sales
23 MBA
Sales
1 High School
Research & Development
9 MBA
Research & Development
1 High School
Sales
16 Bachelor
Sales
4 MBA
Sales
2 High School
Research & Development
9 High School
Human Resources22 High School
Research & Development
10 Bachelor
Research & Development
10 Bachelor
Research & Development
17 High School
Research & Development
1 High School
Research & Development
12 High School
Sales
3 Bachelor
Sales
9 Bachelor
Sales
13 MBA
Research & Development
1 Bachelor
2
4
3
3
3
4
3
3
2
3
3
4
2
3
3
3
3
2
2
3
4
3
3
4
3
3
5
3
3
2
1
4
4
2
4
2
4
1
3
4
2
2
1
3
3
2
1
2
3
3
4
3
Technical Degree
Life Sciences
Life Sciences
Life Sciences
Technical Degree
Life Sciences
Marketing
Medical
Marketing
Human Resources
Life Sciences
Life Sciences
Marketing
Medical
Life Sciences
Marketing
Medical
Medical
Medical
Technical Degree
Technical Degree
Technical Degree
Life Sciences
Marketing
Medical
Marketing
Human Resources
Medical
Life Sciences
Technical Degree
Technical Degree
Technical Degree
Life Sciences
Marketing
Marketing
Life Sciences
Medical
Medical
Marketing
Life Sciences
Marketing
Medical
Human Resources
Medical
Life Sciences
Life Sciences
Life Sciences
Other
Life Sciences
Life Sciences
Marketing
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
54
34
29
58
35
55
39
21
36
29
22
29
44
33
34
32
37
49
50
19
34
33
40
26
27
49
30
31
50
44
42
59
29
36
51
58
40
46
34
59
35
55
32
30
25
39
35
38
24
48
38
Yes
No
No
Yes
Yes
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Travel_Rarely
890
Travel_Rarely
971
Travel_Rarely
131
Travel_Rarely
805
Travel_Rarely
147
Travel_Frequently138
Travel_Rarely 1136
Travel_Frequently766
Travel_Rarely
391
Travel_Rarely 1383
Travel_Rarely
318
Travel_Rarely
581
Travel_Frequently461
Non-Travel
981
Non-Travel
1038
Travel_Rarely 1354
Travel_Rarely
515
Travel_Rarely 1439
Travel_Rarely
722
Travel_Rarely
316
Travel_Rarely
265
Travel_Rarely
971
Travel_Rarely
536
Non-Travel
1479
Travel_Rarely 1355
Travel_Frequently
1131
Travel_Frequently279
Travel_Rarely 1275
Travel_Rarely 1332
Travel_Rarely 1046
Travel_Rarely 1313
Travel_Rarely
603
Non-Travel
1420
Travel_Rarely
352
Travel_Rarely
928
Travel_Rarely
632
Travel_Frequently781
Travel_Rarely 1398
Travel_Rarely
705
Travel_Rarely
943
Travel_Rarely 1429
Travel_Rarely 1349
Travel_Rarely
692
Travel_Rarely
646
Travel_Frequently
1312
Travel_Rarely
959
Travel_Frequently505
Travel_Rarely
682
Non-Travel
1336
Non-Travel
673
Travel_Rarely
626
Travel_Rarely 1495
Research & Development
2 MBA
Research & Development
1 Bachelor
Sales
2 Bachelor
Research & Development
1 High School
Research & Development
23 MBA
Research & Development
2 Bachelor
Research & Development
1 MBA
Sales
20 Bachelor
Research & Development
15 High School
Research & Development
10 Bachelor
Research & Development
8 MBA
Research & Development
1 High School
Research & Development
1 Bachelor
Research & Development
5 Bachelor
Sales
8 High School
Research & Development
5 Bachelor
Research & Development
1 Bachelor
Research & Development
4 High School
Research & Development
25 MBA
Sales
8 MBA
Research & Development
25 Bachelor
Sales
1 Bachelor
Sales
10 PhD
Sales
24 Bachelor
Human Resources25 High School
Research & Development
15 Bachelor
Research & Development
8 High School
Research & Development
28 High School
Research & Development
11 High School
Research & Development
10 Bachelor
Research & Development
7 Bachelor
Research & Development
7 MBA
Human Resources 2 MBA
Human Resources 6 High School
Sales
1 High School
Sales
21 MBA
Research & Development
2 High School
Sales
2 MBA
Sales
2 MBA
Research & Development
9 Bachelor
Research & Development
18 MBA
Research & Development
7 High School
Research & Development
14 MBA
Research & Development
9 MBA
Research & Development
2 MBA
Sales
28 Bachelor
Research & Development
2 MBA
Sales
18 MBA
Human Resources 2 Bachelor
Research & Development
11 High School
Research & Development
1 High School
Research & Development
4 High School
4
3
3
2
4
3
4
3
2
3
4
2
3
3
1
3
3
1
4
4
3
3
5
3
1
3
1
2
2
3
3
4
4
1
2
4
1
4
4
3
4
2
4
4
4
3
4
4
3
2
2
2
Medical
Medical
Marketing
Life Sciences
Medical
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Other
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Marketing
Life Sciences
Technical Degree
Marketing
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Technical Degree
Medical
Medical
Human Resources
Medical
Life Sciences
Marketing
Life Sciences
Life Sciences
Marketing
Life Sciences
Medical
Life Sciences
Medical
Life Sciences
Technical Degree
Life Sciences
Technical Degree
Medical
Human Resources
Other
Life Sciences
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
44
34
59
28
39
18
38
42
38
36
50
50
35
33
53
26
28
27
29
28
50
28
29
53
60
60
34
25
31
54
38
34
40
20
50
27
27
44
44
42
51
39
49
40
27
46
28
54
30
43
45
50
No
No
No
Yes
No
Yes
No
No
No
No
Yes
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
Yes
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
Travel_Rarely 1117
Travel_Frequently878
Travel_Rarely
326
Travel_Frequently
1496
Travel_Rarely
117
Non-Travel
247
Travel_Rarely 1245
Travel_Frequently555
Travel_Rarely
395
Non-Travel
1229
Travel_Frequently959
Travel_Rarely
939
Travel_Rarely
735
Travel_Rarely
575
Travel_Rarely 1070
Non-Travel
265
Travel_Rarely
866
Travel_Rarely 1115
Travel_Rarely 1328
Travel_Rarely
654
Travel_Frequently333
Travel_Frequently467
Travel_Rarely 1370
Non-Travel
661
Travel_Rarely 1179
Travel_Frequently
1499
Non-Travel
697
Travel_Rarely
240
Travel_Rarely
741
Travel_Rarely
157
Travel_Rarely
433
Travel_Frequently296
Travel_Rarely 1416
Travel_Rarely
959
Travel_Frequently809
Travel_Rarely 1157
Travel_Rarely
728
Travel_Rarely
661
Travel_Rarely 1376
Travel_Frequently
1271
Travel_Frequently
1150
Travel_Frequently711
Travel_Rarely 1091
Travel_Rarely
804
Travel_Rarely
135
Travel_Rarely
228
Travel_Rarely
304
Travel_Rarely 1147
Travel_Rarely
501
Travel_Frequently394
Travel_Rarely
192
Travel_Rarely
328
Research & Development
2 High School
Research & Development
10 MBA
Sales
3 Bachelor
Sales
1 Bachelor
Research & Development
10 High School
Research & Development
8 High School
Sales
14 Bachelor
Sales
26 Bachelor
Sales
9 Bachelor
Sales
8 MBA
Sales
1 MBA
Research & Development
24 Bachelor
Research & Development
6 High School
Research & Development
25 Bachelor
Research & Development
3 MBA
Sales
29 High School
Sales
5 Bachelor
Research & Development
3 MBA
Research & Development
2 Bachelor
Research & Development
1 High School
Research & Development
22 PhD
Sales
7 Bachelor
Research & Development
3 High School
Research & Development
1 MBA
Sales
16 MBA
Sales
28 Bachelor
Research & Development
3 MBA
Sales
5 Bachelor
Research & Development
2 MBA
Research & Development
10 Bachelor
Human Resources 1 Bachelor
Sales
6 High School
Research & Development
2 High School
Research & Development
1 Bachelor
Sales
12 Bachelor
Research & Development
17 Bachelor
Sales
23 High School
Research & Development
9 High School
Human Resources 1 High School
Research & Development
2 High School
Research & Development
8 MBA
Research & Development
4 Bachelor
Research & Development
1 High School
Research & Development
2 High School
Research & Development
17 MBA
Sales
3 Bachelor
Sales
9 MBA
Sales
3 Bachelor
Sales
27 PhD
Sales
26 High School
Research & Development
10 High School
Research & Development
1 Bachelor
1
4
3
3
1
1
3
3
3
4
4
3
1
3
4
2
3
4
3
2
5
3
1
4
4
3
4
3
4
3
3
2
2
3
3
3
1
2
2
1
4
3
2
1
4
3
4
3
5
2
2
3
Life Sciences
Medical
Life Sciences
Technical Degree
Medical
Medical
Life Sciences
Marketing
Marketing
Technical Degree
Other
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Medical
Medical
Life Sciences
Life Sciences
Medical
Life Sciences
Medical
Medical
Marketing
Marketing
Life Sciences
Marketing
Life Sciences
Medical
Human Resources
Marketing
Medical
Life Sciences
Marketing
Technical Degree
Medical
Life Sciences
Medical
Medical
Life Sciences
Medical
Technical Degree
Medical
Life Sciences
Life Sciences
Life Sciences
Marketing
Marketing
Life Sciences
Life Sciences
Medical
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
39
27
34
33
21
37
28
55
35
28
45
36
44
55
52
23
32
40
46
31
53
40
43
31
29
30
37
26
32
31
39
53
45
60
31
50
44
45
33
44
44
39
27
40
32
38
28
46
43
39
26
18
No
No
No
Yes
No
Yes
No
No
No
Yes
Yes
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
Yes
Travel_Rarely
867
Travel_Rarely
591
Travel_Rarely
704
Travel_Rarely 1277
Travel_Rarely
501
Travel_Rarely
807
Travel_Rarely 1300
Travel_Rarely 1117
Travel_Rarely
819
Travel_Rarely 1475
Travel_Frequently306
Travel_Rarely
429
Travel_Frequently920
Travel_Rarely 1441
Travel_Rarely 1490
Travel_Rarely
650
Travel_Rarely 1018
Travel_Rarely 1342
Travel_Rarely
430
Non-Travel
1188
Travel_Rarely
238
Travel_Frequently
1469
Travel_Frequently957
Non-Travel
979
Travel_Rarely
121
Travel_Rarely
740
Travel_Rarely
799
Travel_Rarely
157
Travel_Rarely
529
Travel_Rarely
525
Travel_Frequently203
Travel_Rarely 1282
Travel_Rarely 1448
Travel_Rarely
422
Travel_Rarely
691
Travel_Rarely 1464
Travel_Rarely
170
Travel_Frequently
1199
Travel_Rarely 1242
Travel_Rarely
621
Travel_Rarely
477
Travel_Rarely 1387
Non-Travel
210
Travel_Rarely 1322
Travel_Frequently430
Travel_Rarely 1009
Travel_Rarely 1423
Travel_Rarely
717
Travel_Rarely
531
Travel_Rarely 1498
Travel_Rarely 1449
Travel_Frequently
1306
Research & Development
9 High School
Research & Development
2 High School
Sales
28 Bachelor
Research & Development
15 High School
Sales
5 High School
Human Resources 6 MBA
Research & Development
17 High School
Sales
18 PhD
Research & Development
18 PhD
Sales
13 High School
Sales
26 MBA
Research & Development
2 MBA
Research & Development
24 Bachelor
Research & Development
22 Bachelor
Research & Development
4 High School
Research & Development
9 High School
Research & Development
3 High School
Sales
9 High School
Research & Development
1 MBA
Sales
20 High School
Sales
1 High School
Research & Development
9 MBA
Research & Development
28 Bachelor
Research & Development
1 MBA
Sales
27 Bachelor
Sales
1 Bachelor
Research & Development
1 Bachelor
Research & Development
1 Bachelor
Research & Development
2 Bachelor
Sales
6 MBA
Research & Development
2 Bachelor
Research & Development
5 Bachelor
Research & Development
29 Bachelor
Research & Development
7 Bachelor
Sales
7 Bachelor
Research & Development
2 MBA
Research & Development
1 MBA
Research & Development
7 MBA
Sales
8 MBA
Research & Development
15 Bachelor
Research & Development
7 MBA
Research & Development
10 PhD
Sales
1 High School
Research & Development
2 MBA
Research & Development
24 MBA
Sales
2 High School
Research & Development
1 Bachelor
Research & Development
13 MBA
Sales
4 MBA
Sales
21 MBA
Research & Development
16 MBA
Sales
5 Bachelor
2
1
3
1
1
4
2
5
5
2
4
4
3
3
2
1
2
2
4
2
1
4
3
4
3
3
3
3
3
4
3
3
3
3
3
4
4
4
4
3
4
5
1
4
4
2
3
4
4
4
4
3
Medical
Medical
Marketing
Medical
Medical
Human Resources
Medical
Life Sciences
Life Sciences
Marketing
Life Sciences
Life Sciences
Life Sciences
Technical Degree
Life Sciences
Medical
Life Sciences
Medical
Medical
Marketing
Medical
Medical
Medical
Medical
Marketing
Life Sciences
Technical Degree
Medical
Technical Degree
Medical
Life Sciences
Other
Technical Degree
Life Sciences
Marketing
Medical
Life Sciences
Life Sciences
Life Sciences
Medical
Medical
Medical
Marketing
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Marketing
Life Sciences
Medical
Marketing
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
34
40
45
55
40
35
45
38
58
42
51
29
42
36
43
37
55
40
19
30
31
35
45
34
39
38
41
46
59
34
24
58
50
48
28
38
29
56
28
52
36
38
30
50
32
29
26
33
34
46
29
25
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
Travel_Rarely
404
Travel_Frequently720
Travel_Rarely
974
Travel_Frequently135
Travel_Frequently791
Non-Travel
208
Travel_Rarely
556
Travel_Rarely
397
Travel_Rarely
601
Travel_Frequently
1474
Travel_Rarely 1302
Travel_Rarely
726
Travel_Rarely 1142
Travel_Rarely 1157
Travel_Rarely 1473
Non-Travel
142
Travel_Rarely
147
Travel_Rarely
616
Travel_Rarely 1181
Travel_Frequently721
Travel_Rarely
106
Travel_Rarely 1361
Travel_Rarely
950
Travel_Rarely
629
Travel_Rarely 1122
Travel_Rarely
362
Travel_Rarely
483
Travel_Rarely
406
Travel_Rarely
818
Travel_Rarely 1320
Travel_Rarely
477
Travel_Rarely
848
Travel_Rarely
989
Travel_Rarely 1108
Travel_Rarely 1485
Travel_Rarely 1206
Travel_Rarely 1247
Travel_Rarely
718
Travel_Frequently773
Travel_Rarely
994
Travel_Rarely
506
Travel_Frequently
1189
Travel_Rarely
634
Travel_Frequently878
Travel_Rarely
929
Travel_Rarely 1283
Travel_Rarely 1167
Non-Travel
775
Travel_Rarely
258
Travel_Rarely
261
Travel_Frequently995
Non-Travel
675
Research & Development
2 MBA
Research & Development
16 MBA
Research & Development
1 MBA
Research & Development
18 MBA
Research & Development
2 High School
Research & Development
8 MBA
Research & Development
25 High School
Research & Development
2 High School
Research & Development
7 MBA
Research & Development
5 High School
Research & Development
2 Bachelor
Research & Development
29 High School
Research & Development
8 Bachelor
Sales
2 MBA
Research & Development
8 MBA
Sales
9 MBA
Research & Development
20 High School
Research & Development
2 High School
Research & Development
3 High School
Research & Development
1 High School
Human Resources 2 Bachelor
Sales
17 MBA
Research & Development
28 Bachelor
Research & Development
27 High School
Research & Development
6 Bachelor
Research & Development
1 High School
Research & Development
6 Bachelor
Sales
3 High School
Human Resources 6 High School
Research & Development
20 Bachelor
Research & Development
24 Bachelor
Research & Development
23 MBA
Research & Development
7 High School
Research & Development
15 MBA
Research & Development
12 High School
Research & Development
9 High School
Sales
20 High School
Research & Development
4 MBA
Research & Development
6 Bachelor
Research & Development
7 MBA
Research & Development
3 Bachelor
Research & Development
1 Bachelor
Research & Development
17 MBA
Sales
1 MBA
Sales
10 Bachelor
Research & Development
23 Bachelor
Sales
5 Bachelor
Research & Development
4 Bachelor
Sales
21 MBA
Research & Development
21 High School
Research & Development
2 High School
Research & Development
5 High School
4
4
4
4
2
4
2
2
4
2
3
1
3
4
4
4
2
2
1
2
3
4
3
2
3
1
3
1
2
3
3
4
2
4
1
2
2
4
3
4
3
3
4
4
3
3
3
3
4
2
1
2
Technical Degree
Medical
Medical
Medical
Medical
Life Sciences
Life Sciences
Medical
Medical
Other
Medical
Life Sciences
Life Sciences
Life Sciences
Other
Medical
Technical Degree
Life Sciences
Medical
Medical
Human Resources
Life Sciences
Technical Degree
Medical
Medical
Life Sciences
Medical
Marketing
Medical
Technical Degree
Medical
Life Sciences
Medical
Other
Life Sciences
Life Sciences
Marketing
Technical Degree
Life Sciences
Life Sciences
Technical Degree
Life Sciences
Medical
Life Sciences
Marketing
Life Sciences
Other
Technical Degree
Life Sciences
Medical
Life Sciences
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
56
42
34
32
33
55
44
24
46
46
42
40
35
53
39
26
55
52
42
31
35
55
30
40
24
27
34
20
35
42
53
58
35
34
49
26
41
40
28
40
28
42
56
54
31
45
34
37
47
56
25
29
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
Yes
No
Travel_Rarely 1255
Travel_Rarely 1059
Travel_Rarely
254
Travel_Rarely
128
Travel_Rarely 1099
Travel_Rarely
725
Travel_Rarely 1199
Travel_Frequently897
Travel_Rarely
945
Travel_Frequently
1034
Travel_Rarely
691
Travel_Rarely
898
Travel_Rarely
219
Travel_Rarely
346
Non-Travel
792
Travel_Rarely
683
Travel_Rarely
282
Non-Travel
771
Non-Travel
335
Travel_Rarely 1274
Travel_Rarely 1137
Non-Travel
177
Travel_Rarely
201
Travel_Frequently902
Travel_Rarely
823
Non-Travel
691
Travel_Frequently
1003
Travel_Rarely
654
Travel_Rarely
763
Travel_Rarely
532
Travel_Rarely
661
Travel_Rarely 1272
Travel_Frequently
1182
Travel_Rarely 1480
Travel_Frequently
1064
Travel_Rarely
703
Travel_Rarely 1206
Travel_Frequently
1184
Travel_Rarely 1117
Travel_Rarely 1194
Travel_Rarely 1169
Travel_Frequently
1368
Travel_Rarely 1162
Travel_Frequently928
Travel_Rarely 1398
Non-Travel
1052
Travel_Rarely 1333
Travel_Rarely 1305
Travel_Rarely
703
Travel_Rarely
310
Travel_Frequently599
Travel_Frequently806
Research & Development
1 High School
Research & Development
9 High School
Research & Development
1 High School
Research & Development
2 High School
Research & Development
4 MBA
Research & Development
2 Bachelor
Research & Development
4 High School
Human Resources10 Bachelor
Human Resources 5 High School
Research & Development
18 High School
Sales
8 MBA
Human Resources 6 High School
Research & Development
16 High School
Research & Development
6 Bachelor
Research & Development
1 Bachelor
Research & Development
2 High School
Research & Development
2 High School
Sales
2 MBA
Research & Development
23 High School
Research & Development
9 High School
Research & Development
21 High School
Research & Development
8 High School
Research & Development
5 Bachelor
Research & Development
26 High School
Research & Development
17 High School
Research & Development
9 Bachelor
Research & Development
2 High School
Sales
21 Bachelor
Sales
15 High School
Research & Development
4 High School
Sales
7 High School
Research & Development
5 Bachelor
Sales
11 High School
Sales
4 Bachelor
Research & Development
2 High School
Sales
28 High School
Sales
23 High School
Sales
2 MBA
Research & Development
8 High School
Research & Development
1 Bachelor
Human Resources 8 High School
Research & Development
28 MBA
Research & Development
24 High School
Research & Development
20 MBA
Human Resources 8 High School
Sales
6 Bachelor
Sales
10 MBA
Research & Development
10 MBA
Sales
14 MBA
Research & Development
7 High School
Sales
24 High School
Research & Development
1 MBA
2
2
2
1
4
3
2
3
2
1
4
2
2
3
3
1
2
4
2
1
1
1
3
2
2
3
2
3
2
2
2
3
2
3
1
2
2
4
2
3
2
4
2
4
2
3
4
4
4
2
1
4
Life Sciences
Other
Life Sciences
Technical Degree
Medical
Medical
Life Sciences
Medical
Medical
Medical
Marketing
Medical
Other
Life Sciences
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Technical Degree
Medical
Other
Medical
Life Sciences
Marketing
Medical
Technical Degree
Marketing
Technical Degree
Marketing
Life Sciences
Life Sciences
Marketing
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Technical Degree
Life Sciences
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Marketing
Technical Degree
Life Sciences
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
40
27
33
21
31
50
28
35
27
35
38
27
43
43
35
36
36
23
35
39
38
31
36
24
24
39
41
32
51
37
50
36
27
53
32
55
38
45
38
32
36
46
51
29
27
43
47
45
49
29
32
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
Travel_Rarely 1172
Travel_Rarely 1492
Non-Travel
1277
Non-Travel
1283
Travel_Rarely
156
Travel_Frequently715
Non-Travel
881
Travel_Rarely
857
Travel_Rarely 1343
Travel_Rarely 1240
Travel_Rarely 1296
Travel_Frequently508
Travel_Rarely 1103
Travel_Rarely
823
Travel_Frequently807
Travel_Frequently853
Travel_Frequently566
Travel_Rarely
216
Travel_Rarely
373
Travel_Frequently
1199
Travel_Rarely
903
Travel_Frequently653
Travel_Frequently
1125
Travel_Rarely 1396
Non-Travel
1269
Travel_Frequently
1287
Travel_Rarely
170
Travel_Rarely 1356
Travel_Rarely
827
Travel_Rarely 1469
Travel_Rarely
342
Travel_Rarely
691
Travel_Rarely 1174
Travel_Frequently994
Travel_Rarely 1436
Travel_Frequently967
Travel_Rarely
111
Travel_Frequently240
Non-Travel
1050
Travel_Rarely
168
Travel_Frequently
1316
Travel_Frequently
1213
Travel_Rarely 1319
Travel_Rarely
942
Travel_Frequently746
Travel_Frequently
1242
Non-Travel
1344
Travel_Frequently217
Non-Travel
1195
Travel_Frequently
1023
Travel_Rarely
153
Travel_Rarely
334
Sales
3 Bachelor
Research & Development
20 MBA
Research & Development
8 PhD
Sales
2 Bachelor
Sales
12 Bachelor
Sales
2 MBA
Research & Development
2 MBA
Research & Development
10 Bachelor
Research & Development
27 High School
Research & Development
2 MBA
Research & Development
5 MBA
Research & Development
6 MBA
Research & Development
14 Bachelor
Research & Development
6 Bachelor
Research & Development
17 Bachelor
Sales
18 PhD
Research & Development
18 MBA
Research & Development
6 High School
Research & Development
1 High School
Research & Development
18 MBA
Sales
2 PhD
Research & Development
29 PhD
Sales
7 MBA
Research & Development
5 High School
Research & Development
4 High School
Research & Development
7 Bachelor
Research & Development
3 High School
Sales
20 High School
Research & Development
1 High School
Research & Development
8 MBA
Sales
16 MBA
Research & Development
2 Bachelor
Sales
3 MBA
Sales
8 Bachelor
Sales
6 High School
Sales
8 Bachelor
Sales
1 High School
Research & Development
2 MBA
Sales
9 MBA
Research & Development
1 Bachelor
Research & Development
2 High School
Human Resources 2 High School
Sales
3 Bachelor
Research & Development
3 Bachelor
Sales
24 Bachelor
Sales
20 Bachelor
Research & Development
7 Bachelor
Sales
3 Bachelor
Research & Development
2 High School
Sales
2 Bachelor
Research & Development
15 High School
Research & Development
5 High School
3
4
5
3
3
4
4
3
1
4
4
4
3
3
3
5
4
2
2
4
5
5
4
2
1
3
2
2
1
4
4
3
4
3
2
3
2
4
4
3
2
1
3
3
3
3
3
3
2
3
2
2
Medical
Technical Degree
Life Sciences
Marketing
Life Sciences
Other
Life Sciences
Other
Medical
Life Sciences
Technical Degree
Life Sciences
Life Sciences
Medical
Technical Degree
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Marketing
Life Sciences
Life Sciences
Life Sciences
Medical
Marketing
Life Sciences
Life Sciences
Marketing
Medical
Marketing
Life Sciences
Marketing
Marketing
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Human Resources
Technical Degree
Technical Degree
Technical Degree
Life Sciences
Medical
Medical
Medical
Medical
Life Sciences
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
33
28
33
42
35
34
41
34
35
31
24
42
36
33
34
59
25
45
27
42
48
48
42
33
30
29
44
40
42
25
56
31
36
36
37
33
58
44
58
47
44
35
35
23
31
22
31
46
31
29
18
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
Yes
No
No
Yes
No
No
No
Non-Travel
976
Travel_Rarely
924
Travel_Rarely 1158
Travel_Rarely
267
Travel_Rarely
319
Travel_Rarely 1029
Travel_Frequently829
Travel_Frequently
1018
Travel_Rarely 1326
Travel_Rarely
303
Travel_Rarely
746
Travel_Rarely 1371
Travel_Rarely
647
Travel_Frequently607
Travel_Rarely
147
Travel_Rarely
970
Travel_Frequently
1225
Travel_Rarely
141
Non-Travel
1238
Non-Travel
1450
Travel_Frequently933
Travel_Rarely 1224
Travel_Rarely
277
Travel_Rarely
469
Travel_Rarely
931
Travel_Rarely 1240
Travel_Frequently
1413
Travel_Rarely 1459
Travel_Rarely
884
Travel_Rarely
933
Travel_Rarely
266
Travel_Frequently906
Travel_Rarely
408
Travel_Rarely
852
Travel_Frequently
1302
Non-Travel
1252
Travel_Rarely 1216
Non-Travel
390
Travel_Rarely
625
Non-Travel
350
Non-Travel
666
Non-Travel
111
Travel_Rarely
622
Travel_Rarely 1229
Travel_Rarely
977
Travel_Rarely
330
Travel_Rarely
604
Travel_Frequently163
Travel_Rarely
669
Travel_Rarely 1079
Travel_Rarely 1090
Non-Travel
287
Research & Development
3 High School
Research & Development
2 Bachelor
Research & Development
9 Bachelor
Research & Development
21 Bachelor
Research & Development
24 Bachelor
Research & Development
16 Bachelor
Research & Development
15 Bachelor
Sales
1 Bachelor
Sales
3 Bachelor
Sales
27 Bachelor
Research & Development
8 MBA
Sales
10 MBA
Sales
4 MBA
Sales
7 Bachelor
Research & Development
4 MBA
Research & Development
8 High School
Sales
1 High School
Sales
3 High School
Research & Development
1 High School
Research & Development
3 Bachelor
Research & Development
19 Bachelor
Research & Development
10 Bachelor
Research & Development
6 Bachelor
Research & Development
2 High School
Research & Development
14 Bachelor
Human Resources 9 Bachelor
Sales
1 High School
Research & Development
10 MBA
Research & Development
15 Bachelor
Research & Development
29 Bachelor
Research & Development
1 Bachelor
Sales
6 Bachelor
Research & Development
9 MBA
Research & Development
5 MBA
Research & Development
6 MBA
Sales
19 High School
Sales
8 MBA
Research & Development
1 MBA
Research & Development
4 Bachelor
Sales
2 Bachelor
Research & Development
29 MBA
Research & Development
17 Bachelor
Research & Development
14 MBA
Research & Development
8 High School
Research & Development
10 Bachelor
Research & Development
22 MBA
Research & Development
6 High School
Research & Development
24 High School
Sales
9 High School
Sales
10 High School
Sales
10 Bachelor
Research & Development
5 High School
2
3
3
3
3
3
3
3
3
3
4
4
4
3
4
2
1
1
1
3
3
3
3
2
3
3
1
4
3
3
3
3
4
4
4
2
4
4
3
3
4
3
4
1
3
4
1
1
2
2
3
2
Medical
Medical
Medical
Medical
Medical
Life Sciences
Medical
Marketing
Other
Life Sciences
Life Sciences
Marketing
Marketing
Marketing
Medical
Medical
Life Sciences
Other
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Medical
Medical
Human Resources
Medical
Other
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Life Sciences
Life Sciences
Medical
Marketing
Life Sciences
Medical
Medical
Life Sciences
Life Sciences
Other
Life Sciences
Technical Degree
Medical
Medical
Technical Degree
Medical
Medical
Marketing
Life Sciences
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
59
26
34
36
36
34
20
27
39
58
35
39
45
33
38
34
47
35
35
41
32
35
48
32
35
41
19
38
41
33
40
34
28
42
34
20
52
40
37
35
34
42
32
49
28
32
47
29
43
38
40
No
No
No
No
No
No
Yes
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
Yes
Yes
No
No
Yes
Yes
No
Yes
No
No
No
Yes
No
No
No
No
Travel_Rarely
581
Travel_Rarely 1435
Travel_Rarely
652
Travel_Frequently648
Non-Travel
635
Travel_Rarely
430
Travel_Rarely 1107
Travel_Rarely 1362
Travel_Rarely
894
Travel_Rarely 1089
Travel_Rarely
286
Travel_Rarely 1224
Travel_Rarely
412
Travel_Rarely
252
Non-Travel
722
Non-Travel
573
Travel_Rarely
216
Non-Travel
543
Travel_Rarely
750
Travel_Rarely
195
Travel_Rarely 1360
Travel_Rarely
588
Travel_Rarely
538
Travel_Rarely
817
Travel_Rarely
634
Travel_Frequently664
Non-Travel
267
Travel_Rarely
528
Travel_Frequently693
Travel_Rarely
796
Travel_Rarely
147
Non-Travel
1151
Travel_Rarely 1397
Travel_Rarely 1157
Non-Travel
495
Travel_Rarely
204
Travel_Rarely
500
Travel_Rarely
266
Travel_Rarely
448
Non-Travel
1040
Travel_Rarely
104
Travel_Frequently658
Travel_Rarely
932
Non-Travel
1474
Travel_Frequently636
Travel_Rarely
895
Travel_Frequently379
Travel_Frequently719
Travel_Frequently490
Travel_Rarely 1273
Non-Travel
1327
Travel_Frequently530
Research & Development
9 Bachelor
Sales
25 Bachelor
Research & Development
7 Bachelor
Human Resources11 Bachelor
Sales
10 MBA
Research & Development
2 MBA
Human Resources 9 MBA
Research & Development
10 High School
Research & Development
9 Bachelor
Research & Development
6 Bachelor
Research & Development
2 MBA
Sales
7 MBA
Research & Development
13 MBA
Research & Development
2 Bachelor
Sales
17 Bachelor
Research & Development
6 Bachelor
Sales
1 MBA
Sales
2 MBA
Research & Development
28 Bachelor
Sales
1 Bachelor
Research & Development
12 Bachelor
Sales
8 High School
Research & Development
25 High School
Sales
2 High School
Research & Development
5 MBA
Research & Development
1 Bachelor
Sales
10 High School
Sales
22 High School
Research & Development
7 Bachelor
Sales
4 High School
Human Resources 2 Bachelor
Research & Development
9 PhD
Research & Development
1 PhD
Research & Development
2 MBA
Research & Development
2 High School
Sales
14 Bachelor
Sales
2 Bachelor
Sales
2 High School
Research & Development
16 Bachelor
Research & Development
2 High School
Research & Development
2 Bachelor
Research & Development
7 Bachelor
Research & Development
1 High School
Sales
11 MBA
Research & Development
10 MBA
Research & Development
15 High School
Sales
5 High School
Sales
27 High School
Research & Development
10 Bachelor
Research & Development
2 High School
Sales
2 High School
Research & Development
1 MBA
3
3
3
3
4
4
4
1
3
3
4
4
4
3
3
3
4
4
3
3
3
2
2
1
4
3
2
1
3
1
3
5
5
4
1
3
3
1
3
2
3
3
2
4
4
2
2
2
3
2
2
4
Medical
Life Sciences
Other
Life Sciences
Medical
Other
Technical Degree
Medical
Medical
Life Sciences
Life Sciences
Life Sciences
Medical
Life Sciences
Life Sciences
Medical
Marketing
Marketing
Life Sciences
Medical
Technical Degree
Technical Degree
Other
Marketing
Other
Medical
Life Sciences
Marketing
Life Sciences
Marketing
Human Resources
Life Sciences
Life Sciences
Medical
Life Sciences
Technical Degree
Medical
Marketing
Life Sciences
Life Sciences
Life Sciences
Life Sciences
L…