What’s Taking You So Long? Examining the Effects of Social Class on Completing a Bachelor’s Degree in Four Years
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Despite improved access in expanded postsecondary systems, the great majority of bachelor’s degree graduates are taking considerably longer than the allotted four years to complete their four-year degrees. Taking longer to finish one’s BA has become so pervasive in the United States that it has become the norm for official statistics released by the Department of Education to report graduation rates across a six-year window. While higher education scholars have increasingly explored how social class impacts college dropout, attrition, and completion, they have yet to examine the role social class plays in completing a four-year bachelor’s degree on time. In this paper, we draw on the most recent cohort of the Baccalaureate and Beyond Longitudinal Survey (2008–2009) to examine who completes their bachelor’s degrees on time. Our results indicate that despite controlling for academic performance, educational behaviors, program characteristics, and institutional characteristics, graduates from lower socioeconomic backgrounds do experience difficulties completing their degrees on time. Moreover, our results also reveal that the nature of these relationships vary for traditional and nontraditional students. Our findings highlight another important, albeit less obvious, way where inequality is maintained in expanded postsecondary systems.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it