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. Author manuscript; available in PMC: 2024 Mar 8.
Published in final edited form as: Res High Educ. 2022 Jun 30;64(2):260–299. doi: 10.1007/s11162-022-09706-7

Table 3.

Predictors of horizontal and vertical math course repetition: regression results

Variables Course Repetition Outcome

Horizontal Vertical

Race (Reference = White)
Asian 0.018 0.005
(0.022) (0.015)
Black 0.059** 0.006
(0.019) (0.014)
Hispanic 0.023* 0.013
(0.011) (0.008)
Two or More 0.058** −0.022
(0.021) (0.014)
Other 0.076 0.033
(0.083) (0.060)
Female 0.041*** −0.017**
(0.009) (0.006)
Age −0.004** −0.002*
(0.001) (0.001)
Pell Grant Recipient −0.007 −0.004
(0.010) (0.007)
Financial Aid Applicant −0.011 −0.015
(0.012) (0.008)
Initial Major (Reference = Humanities and Liberal Arts)
Industrial, Manufacturing, and Construction 0.041 −0.031
(0.030) (0.022)
Natural Sciences 0.051* 0.004
(0.020) (0.014)
Business −0.005 0.005
(0.015) (0.011)
Social and Behavioral Sciences −0.027 −0.025
(0.022) (0.016)
Communication Sciences −0.027 −0.029
(0.037) (0.027)
Literature, Linguistics, and Fine Arts −0.058* −0.046**
(0.023) (0.017)
Math and Computer Sciences −0.082** 0.090***
(0.026) (0.016)
Education, Social Services, and Policy −0.100*** −0.013
(0.016) (0.012)
Engineering and Related Fields −0.117*** 0.112***
(0.028) (0.017)
Service Oriented 0.066* 0.013
(0.029) (0.021)
Health 0.073*** 0.026*
(0.017) (0.013)
Other −0.026 −0.005
(0.025) (0.017)
Enrollment Intensity (Reference = Full time)
Part time −0.041** −0.008
(0.015) (0.011)
Mixed Enrollment 0.010 −0.001
(0.010) (0.007)
Earned a Dev-Ed Math Credit −0.003 −0.013
(0.011) (0.008)
Earned Dual Credit −0.026** −0.006
(0.010) (0.007)
First Math Course Grade (Reference = D)
B or Higher 0.013 −0.455***
(0.017) (0.012)
C −0.019 −0.426***
(0.018) (0.013)
Cohort (Reference = Fall 2012) −0.027** 0.001
(0.008) (0.006)
Constant 0.191 0.582***
(0.158) (0.101)
Observations 12,254 13,908
R-squared 0.112 0.151

The table presents coefficients with standard errors in parentheses from ordinary least squares regression models performed on a pooled sample of community college students who entered college in Fall 2011 or Fall 2012, where each column represents a separate regression. Both models include students who transferred to a four-year institution within first 3 years of initial enrollment and capture course repetition over 7 years; the analysis in column 1 includes introductory math completers as the analytic sample, and the analysis in column 2 includes students who previously completed any college-level math course. All models include community college and university fixed effects

***

p < 0.001

**

p < 0.01

*

p < 0.05