Economic and Social Outsiders but Political Insiders: Sweden’s Populist Radical Right
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
Abstract We study the politicians and voters of the Sweden Democrats, a major populist radical-right party. Based on detailed administrative data, we present the first comprehensive account of which politicians are selected into such a party. Surveys show that politicians and voters of the Sweden Democrats share strong anti-establishment and anti-immigration attitudes that drastically set them apart from Sweden’s other parties. Searching for individual traits that link naturally to these attitudes, we classify the universe of Swedish politicians and voters by social and economic marginalization and exposure to immigration. Politicians from the Sweden Democrats over-represent marginalized groups without strong attachments to the labour market or to traditional nuclear families, which instead are under-represented among politicians in all other parties. Among voters, the Sweden Democrats have higher electoral support in precincts with higher shares of the same marginalized groups. We see the mobilization of the marginalized as an important driver of the party’s success. Finally, we uncover that Sweden-Democrat politicians score lower on a number of valence traits than other-party politicians. In sum, the rise of the Sweden Democrats raised political representation for marginalized groups, but this came at a valence cost.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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