Trend: National Center for Education Statistics, National Center for Education Statistics (2024-02-23). Student Financial Aid and Net Price - Postsecondary Education: Private Institutions - Financial Aid by Income Level | 360 Degrees Beauty Academy | Total number of full-time, first-time degree-/certificate-seeking undergraduates at private not-for-profit or for-profit institutions who received Title IV federal student aid | Average amount of grant and scholarship aid received by full-time, first-time undergraduates at private not-for-profit or for-profit institutions who received Title IV federal student aid (all income levels) | Number of full-time, first-time undergraduates at private not-for-profit or for-profit institutions paying the in-state or in-district tuition rate who received Title IV federal student aid in income level (0-30,000) | Average amount of grant and scholarship aid received by full-time, first-time undergraduates at private not-for-profit or for-profit institutions who received Title IV federal student aid in income level (0-30,000) | Number of full-time, first-time undergraduates at private not-for-profit or for-profit institutions paying the in-state or in-district tuition rate who received Title IV federal student aid in income level (30,001-48,000) | Number of full-time, first-time undergraduates at private not-for-profit or for-profit institutions paying the in-state or in-district tuition rate who received Title IV federal student aid in income level (48,001-75,000) | Number of full-time, first-time undergraduates at private not-for-profit or for-profit institutions paying the in-state or in-district tuition rate who received Title IV federal student aid in income level (75,001-110,000) | Number of full-time, first-time undergraduates at private not-for-profit or for-profit institutions paying the in-state or in-district tuition rate who received Title IV federal student aid in income level (110,001 or more), 2009. Sage Data. Sage Publishing Ltd. (Dataset). Dataset-ID: 017-016-007
Bibliographic record
Abstract
Provides statistics on Title IV financial aid received by first-time undergraduate students attending private US postsecondary institutions, based on income level. Title IV aid to students includes grant aid, work study aid, and loan aid. Income refers to the income that was used by the institution’s financial aid office to determine the student’s Expected Family Contribution. Full-time, first-time degree-/certificate-seeking undergraduates are those students with no prior postsecondary experience enrolled in the fall semester of a 4- or 5-year bachelor's degree program, an associate's degree program, or a vocational or technical program below the baccalaureate level, and are enrolled for 12 or more semester credits, or 12 or more quarter credits, or 24 or more contact hours a week each term.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.017 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.108 | 0.089 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".