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. Author manuscript; available in PMC: 2018 Feb 1.
Published in final edited form as: J Pers. 2015 Nov 14;85(1):65–78. doi: 10.1111/jopy.12230

Table 2. Association of college attainment with standardized cognitive, non-cognitive and family background predictors.

Predictor MTFS SIBS – Non-Adopted SIBS – Adopted
Univariate Multivariate Univariate Multivariate Univariate Multivariate
Wald Statistic
(1 df)
OR
(CI)
Wald Statistic
(1 df)
OR
(CI)
Wald Statistic
(1 df)
OR
(CI)
Wald Statistic
(1 df)
OR
(CI)
Wald Statistic
(1 df)
OR
(CI)
Wald Statistic
(1 df)
OR
(CI)
Cognitive:
 IQ 183.3
p < .001
1.9
(1.7, 2.1)
73.5
p < .001
1.6
(1.4, 1.8)
32.7
p < .001
2.0
(1.6, 2.5)
12.9
p < .001
1.6
(1.3, 2.1)
60.9
p < .001
2.1
(1.8, 2.6)
36.3
p < .001
1.9
(1.6, 2.4)
Non-Cognitive:
 Alienation* 69.7
p < .001
1.4
(1.3,1.5)
24.9
p < .001
1.7
(1.4, 2.1)
20.3
p < .001
1.5
(1.2, 1.7)
 Aggression* 47.5
p < .001
1.3
(1.2,1.5)
30.3
p < .001
1.8
(1.5, 2.2)
17.5
p < .001
1.5
(1.2, 1.8)
 Control 70.8
p < .001
1.4
(1.3, .15)
32.9
p < .001
1.9
(1.5, 2.4)
33.9
p < .001
1.6
(1.4, 1.9)
 Academic Effort 165.9
p < .001
2.6
(2.2, 3.0)
49.8
p < .001
2.4
(1.9, 3.0)
70.9
p < .001
2.4
(2.0, 3.0)
 Academic Problems* 128.6
p < .001
1.9
(1.7, 2.1)
62.7
p < .001
2.8
(2.2, 3.7)
125.6
p < .001
3.1
(2.6, 3.8)
 Externalizing* 105.2
p < .001
1.6
(1.4, 1.7)
38.1
p < .001
1.9
(1.6, 2.4)
53.6
p < .001
2.0
(1.7, 2.4)
 Composite 208.8
p < .001
2.2
(2.0, 2.4)
146.0
p < .001
2.1
(1.9, 2.4)
68.3
p < .001
3.2
(2.5, 4.3)
58.4
p < .001
3.1
(2.3, 4.2)
119.1
p < .001
3.0
(2.4, 3.6)
104.6
p < .001
2.9
(2.4, 3.5)
Background:
 Family Income 105.1
p < .001
1.8
(1.6, 2.0)
17.9
p < .001
1.6
(1.3, 2.1)
13.5
p < .001
1.5
(1.2, 1.8)
 Parent Occupation 125.7
p < .001
1.9
(1.7, 2.1)
25.6
p < .001
1.8
(1.4, 2.2)
9.0
p = .03
1.4
(1.1, 1.7)
 Parent Education 212.6
p < .001
2.3
(2.1, 2.6)
43.7
p < .001
2.1
(1.7, 2.7)
6.0
p = .02
1.3
(1.1, 1.5)
 Composite 212.6
p < .001
2.3
(2.1, 2.6)
146.5
p < .001
2.1
(1.9, 2.4)
41.4
p < .001
2.0
(1.6, 2.5)
24.7
p < .001
1.8
(1.4, 2.3)
17.3
p < .001
1.5
(1.2, 1.8)
17.2
p < .001
1.6
(1.3, 2.0)

Note: All predictors were standardized in these analyses, which took into account gender and age at the relevant follow-up. College attainment was completion of a 4-year degree by the age-29 assessment in the Minnesota Twin Family Study (MTFS) and completion of a 4-year degree or currently attending college at the time of the second follow-up in the Sibling Interaction and Behavior Study (SIBS).

*

Results for predictors negatively associated with college attainment have been reflected to facilitate comparisons