International Transmission of Fiscal News Shock: Evidence from Defense Spending
Why this work is in the frame
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Bibliographic record
Abstract
This paper proposes a novel fiscal news shock transmission channel from the US to Canada. The US and Canada have a long history of strong political and economic ties. This high degree of economic and political interdependence between Canada and the US makes the Canadian economy sensitive to policy changes in the US. We demonstrate that a fiscal news shock originating from a significant increase in US defense spending can directly transmit to Canada through enhanced defense spending in Canada. We construct a transmission model containing the defense spending news variable to assess the transmission of a fiscal news shock through this novel channel. Our findings suggest that news about increased US defense spending induces Canadian defense spending to rise. Consequently, this increased defense spending has a positive impact on the Canadian GDP. The estimated international fiscal multiplier for Canada is 0.11. We coin a novel fiscal multiplier labeled as the international defense multiplier, which quantifies the response of defense spending of a country due to a change in defense spending in another country.
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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 | 0.000 | 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 | 0.000 | 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