Income and Wealth Concentration in Switzerland Over the 20th Century
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Bibliographic record
Abstract
This paper presents homogeneous series on top shares of income and wealth in Switzerland since 1913 using personal income and wealth tax return statistics. In contrast to other countries such as Canada, France, the United Kingdom, the Netherlands or the United States, top income and wealth shares in Switzerland are strikingly flat over the century, and display no secular downtrend from the early part of the century to the post-World War II period. Switzerland hardly ever implemented a very progressive income and wealth tax structure and top income and wealth tax rates have been very low relative to other developed countries. Therefore, our findings for Switzerland lead much credence to the view that the development of very progressive taxation is the central factor explaining the sustained decline in wealth and income concentration in countries such as Canada, France, the United Kingdom, the Netherlands, or the United States.
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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 | 0.002 | 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