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Table 4 Features used in the study

From: Students’ complex trajectories: exploring degree change and time to degree

#

Attribute

Period

Type

Values (frequency)/Mean (std. deviation)

1

Gender

\(h_s\)

D

Female: 53.38% Male: 46.62%

2

High school type

\(h_s\)

PAD

Public: 66.8% Private: 27.67% Public and private: 5.04% Unknown: 0.49%

3

Education level of parent 1

\(Y_p\)

D

Unknown: 55.93% Higher education—Bachelor’s degree: 12.29% Secondary education—Year 12 or equivalent: 10.04% Third stage of basic education—Year 9: 6.12% First stage of basic education—Year 4: 3.77% (...)

4

Education level of parent 2

\(Y_p\)

D

Unknown: 55.34% Higher education—Bachelor’s degree: 15.77% Secondary education—Year 12 or equivalent: 8.52% Third stage of basic education—Year 9: 5.93% Master’s degree: 3.28% (...)

5

% of time working

\(Y_p\)

D

0.01 (0.09)

6

% of time displaced

\(Y_p\)

D

0.27 (0.44)

7

% of time with scholarship

\(Y_p\)

D

0.09 (0.28)

8

Credits completed

\(Y_p\)

AD

59.6 (30.78)

9

N. enrolments

\(Y_p\)

AD

2.43 (0.8)

10

N. years enrolled at U.Porto

\(Y_p\)

AD

2.34 (0.74)

11

N. prog.

\(Y_p\)

AD

2.05 (0.23)

12

N. prog. with credits enrolled

\(Y_p\)

AD

1.98 (0.25)

13

Credits completed + enrolled (\(i_c\))

\(Y_p\)

AD

57.81 (10.45)

14

N. years since first enrolment

\(Y_p\)

AD

2.56 (1.1)

15

Previous prog. admission regime

\(Y_r\)

PAD

General contingent: 51.57% General regime: 47.06% Special contingents: Madeira: 0.59% Special contingents: Azores: 0.44% Special contingents: Portuguese and family emigrants: 0.15% (...)

16

Previous prog. application preference

\(Y_r\)

PAD

1: 36.88% 2: 26.1% 3: 14.5% 4: 9.35% 5: 7.0% (...)

17

Previous prog. admission average

\(Y_r\)

PAD

16.22 (1.71)

18

Previous prog.

\(Y_r\)

I

IM Elect and Comp Eng: 7.35% IM Dental Medicine: 6.27% IM in Mech Eng: 5.68% IM in Pharm Sciences: 5.53% IM in Civil Engineering: 5.0% (...)

19

Previous prog. degree

\(Y_r\)

I

IM: 57.79% B: 42.21%

20

Previous prog. faculty

\(Y_r\)

I

FEUP: 33.59% FCUP: 19.29% FLUP: 11.31% ICBAS: 6.42% FMDUP: 6.27% (...)

21

Working

\(i_c\)

D

no: 98.04% yes: 1.96%

22

Displaced

\(i_c\)

D

no: 72.48% yes: 27.52%

23

Scholarship

\(i_c\)

D

no: 89.86% yes: 10.14%

24

Age at change

\(i_c\)

D

19.47 (1.51)

25

Final prog. admission regime

\(i_c\)

PAD

General regime: 26.15% General contingent: 25.37% Other course change: 12.39% Course Change 1st Year 1st Semester: 11.26% Change of course: 6.56% (...)

26

Final prog. faculty

\(i_c\)

I

FEUP: 24.93% FLUP: 17.29% ICBAS: 14.05% FCUP: 12.44% FEP: 7.35% (...)

27

Final prog.

\(i_c\)

I

IM in Medicine: 17.14% IM in Eng & Ind Mngt: 5.0% IM in Mech Engineering: 4.75% B in Comm Sci: J, PR, M: 4.36% IM in Informatics and Computing Engineering: 4.11% (...)

28

Final prog. degree

\(i_c\)

I

IM: 53.72% B: 46.28%

29

Final prog. duration

\(i_c\)

I

4.33 (1.17)

30

Final programme TTD median

\(i_c\)

I

4.48 (1.13)

  1. D—Demographic; PAD—Prior academic data; I—Institutional; AD—Academic data Sghir et al. (2022)