The Changing World of Work: What Should We Ask of Higher Education?
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
There is a pervasive anxiety in America about the future of higher education. Spiraling costs combined with seismic changes in the American workplace raise questions about whether a bachelor's degree is still worth the cost. In a recent cover story, Newsweek magazine asked: "Is College a Lousy Investment?" For a growing number of Americans, the answer appears to be yes.Today's students accumulate an average of almost $30,000 in debt by the time they graduate. They will go into a job market that looks especially bleak for young people. Many college graduates are unemployed or working minimum-wage jobs. Still more are working in jobs that don't require a college credential.Some of the troubles facing new graduates can be attributed to the post-recession economy. But there are larger forces at work that are transforming the nature of employment in America -- forces that colleges and universities have been slow to recognize, much less respond to.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 0.003 |
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