12. The Inflation-Unemployment Trade-Off
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
Recent estimates of prices, production, and employment show the worst of all possible worlds-high inflation, declining production, and rising unemployment. The GNP deflator increased at an annual rate of 9.3 percent in the first half of the year. Real GNP declined at an annual rate of 2.3 percent in the second quarter, after an increase of only 1.1 percent in the first. The unemployment rate eased up to 6.0 percent in August, after months at or near 5.6 percent, and is expected to rise further.These figures call into question one of the basic assumptions underlying decades of policy discussion-that there is an exploitable tradeoff between inflation and production (or unemployment).Policymakers long took for granted that unemployment could be reduced if the country was willing to accept a higher rate of inflation.It was common through the early 1970s to hear policy discussed in terms of this tradeoff.That some people still talk in these terms while others deny that such a tradeoff exists is not hard to explain.To some extent, this contrast reflects differences in the interpretation of data that are far from conclusive.But to a greater extent, it reflects differences in the time frames the two groups are considering.Effects of a change in policy (fiscal or monetary) on production are felt quickly-in weeks, months, or quarters.Full effects on the price level, however, take at least two years, and it may take longer for the effects to work through the system.People looking at near horizons, therefore, emphasize the effects on production and employment.Those taking a longer view emphasize the effects on prices.
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 | 0.000 | 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 | 0.001 | 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