The Costs of Austerity: Labor Emigration and the Rise of Radical Right Politics in Central and Eastern Europe
Bibliographic record
Abstract
The right to free movement, to move and work freely within the European Union (EU), is a cornerstone right held by EU and European Free Trade Area (EFTA) citizens. Labor flows across the EU are, however, not uniform but are characterized by significant geographic disparities. In particular, since the 2008 global financial crisis, labor emigration, measured by the rate of EU citizens living and working in other EU countries, has increased exclusively among certain Central and Eastern European nations. This paper seeks to examine the link between labor migration, austerity policies, and the rise of radical nationalist politics. This paper uses Boolean analysis to examine the relationships between labor migration, nationalism, welfare support, and austerity. I argue that austerity measures have pushed certain Central and Eastern European countries into the roles of labor-sending nations, so that emigration and scarcity put pressure on traditional conceptions of belonging, fueling radical politics. In this way, austerity provides the material and ideological conditions under which emigration comes to be seen as a threat to the well-being of the nation, stoking support for nationalist populist parties.
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How this classification was reachedexpand
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 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".