The Financial Rewards of Elite Status in the Legal Profession
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
This article focuses on the role of intergenerational status attainment for legal careers. By decomposing the earnings gap between elite and nonelite lawyers at two points in their careers, we find that inherited cultural capital produces an earnings advantage as soon as lawyers begin their careers and that this gap persists over time. We further find that the processes underlying this gap change as lawyers make their way through the profession. While in early careers, the elite advantage is due to stronger starting endowments, the advantage for junior lawyers results from a more complex process, which combines starting endowments, professional capital gained during the first years of practice, and the rate at which endowments are differentially rewarded in the profession. Elaborating on work that identifies the importance of maintaining and concentrating diverse forms of capital in the legal profession, we explain the process through which elite lawyers gain and retain their advantage over time.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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