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Regression Results 

Regression Results 

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This paper examines the relationship between students' need for remediation in college and the attributes of their high school. The analysis indicates reduced remediation need by students from high schools with more educated and experienced teachers, and higher remediation need by students with teachers operating on emergency credentials or waivers...

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Context 1
... Table 4, I present regressions of math and English remediation rates that control for student body characteristics and measures of teacher experience, educational attainment, and credential status. The top half of Table 4 indicates that the racial composition and academic performance of the student body are statistically related to remediation need in expected ways. ...
Context 2
... Table 4, I present regressions of math and English remediation rates that control for student body characteristics and measures of teacher experience, educational attainment, and credential status. The top half of Table 4 indicates that the racial composition and academic performance of the student body are statistically related to remediation need in expected ways. ...
Context 3
... data are retrieved for high schools in the 2002-2003 academic year and linked to the 2003 CSU remediation rates. Fitting regressions similar to those presented in Table 4 on this single year of linked data but with the inclusion of 'proportion ESL' and 'proportion NSLP' yields several interesting results. The ESL variable, which should be especially important to English remediation need, adds little to the analysis after controlling for student body racial composition. ...
Context 4
... analysis in Table 4 also sheds light on the relationship between student remediation need and high school teachers' education, credential status, and experience while controlling for student body characteristics. 12 Several of the teacher variables are statistically related to remediation need, but significance varies somewhat between the math and English regressions. ...
Context 5
... math remediation need among CSU-bound students appears to be related to all three teacher quality measures that are explicitly discussed in the NCLB definition of a "highly qualified" teacher - years of experience, educational attainment, and credential status. In contrast, the results in Table 4 indicate that English remediation need in college is not statistically related to high school teacher experience and is positively associated with higher teacher educational attainment, if at all, after controlling for various attributes of a school's student body. ...
Context 6
... student body racial/ethnic composition is not a NCLB policy lever, one cannot help but be struck by the fact that the race/ethnicity coefficient estimates in the top panel of Table 4 are among the largest effects of all explanatory variables included in the regression. A ten percentage point increase in the black student population is associated with an increase of approximately 2.5 percentage points in both math and English remediation rates at CSU, on average and holding everything else constant. ...
Context 7
... a ten percentage point increase in the Hispanic student population is associated with a 2.8 percentage point increase in English remediation rates among CSU-bound students. Because there is some evidence in the literature that minority students are more sensitive to school inputs than their non-minority peers, I explore the potentially differential impact of teacher inputs on remediation rates among black and Hispanic student populations by adding several interaction terms to the regressions in Table 4. ...
Context 8
... I condense the teacher educational attainment variables in Table 4 into fewer categories by combining all teachers with master's degrees regardless of whether additional coursework has been completed. Next, I interact the proportion of teachers with master's degrees and student body racial/ethnic composition measures. ...

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... Compared to the substantial evidence for dual enrollment effects in four-year institutions (e.g., Allen & Dadgar, 2012;An, 2013aAn, , 2013bHowell, 2011;Puyear, Thor, & Mills, 2001), only a small body of dual enrollment research focuses on students attending two-year colleges and indicates some benefits associated with dual enrollment, such as increased college readiness (Kim & Bragg, 2008), and higher grade point average (GPA) and persistence rates (D'Amico, Morgan, Robertson, & Rivers, 2013;Karp, Calcagno, Hughes, Jeong, & Bailey, 2008). While some of this research valuably delves into specific ways in which dual enrollment may influence student success, such as how the location of dual enrollment classes (i.e., on a two-year campus versus a high school campus) is related to technical college students' retention (D'Amico et al., 2013), empirical studies focusing on students enrolling in two-year institutions are simply limited in number, and there is a lack of a finer understanding of the way in which dual enrollment is related to two-year college success. ...
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Objective Despite the fairly substantial body of literature devoted to understanding whether dual enrollment programs are related to academic success in college, less is known regarding how dual enrollment transmits its potentially positive influence, especially among two-year college students. In this study, we fill this gap by delving into the process of how dual enrollment is related to academic success among students attending two-year technical colleges. Specifically, we examine academic momentum as a potential mediator of the relationship between dual enrollment and educational outcomes. Methods We draw on a sample of more than 15,000 first-time postsecondary students who entered Wisconsin’s two-year technical colleges in 2009 to 2010 after graduating from high school between 2007 and 2009. Using a path analysis, we investigate student transcript records, along with data from the National Student Clearinghouse. Results Participation in dual enrollment is found to be related to more attempted credits, higher likelihood of college entry without delay, summer enrollment, as well as stronger academic performance. These early academic momentum indicators are then positively related to students’ college completion or retention, fully accounting for the positive relationship between dual enrollment participation and college outcomes. Contributions Our study provides a finer look into two-year college students’ academic progress and success and how dual enrollment may fuel this process by promoting students’ academic momentum early during their college careers.
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