HOW DO INTERNATIONAL STOCK MARKETS RESPOND TO OIL DEMAND AND SUPPLY SHOCKS?
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
Building on Kilian and Park's (2009) structural VAR analysis of the effects of oil demand and supply shocks on the U.S. stock market, this paper focuses on the differences and commonalities of stock price responses in oil exporting and importing economies in 1974–2011. Structural oil price shocks add to our understanding of the 2008 stock market crash. I find that unexpected reductions in world oil supply do not affect stock returns in any of six OECD countries. Although an increase in global aggregate demand consistently raises oil prices and cumulative real stock returns, the effect is more persistent for oil exporters. Other, e.g., precautionary oil demand shocks have a detrimental impact on stock markets in oil-importing countries, a statistically insignificant effect for Canada, and a significantly positive effect for Norway. Oil price shocks account for a larger share of the variation in aggregate international stock returns than in national stock returns.
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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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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