Reshaping Retirement Policies in Post-Industrial Nations: The Need for Flexibility
Bibliographic record
Abstract
Social Security programs in post-industrial nations are facing the need for policy reforms. Fiscal shortfalls in current Social Security programs are a major driving force promoting these reforms. At the same time, changes in longevity and the nature of work and retirement also suggest the need for policy reform. This article begins with a broad overview of some of the policy innovations of the Europe Union as a whole, and then focuses more indepth on policy reforms in three countries that exemplify Esping-Andersen's (1990) typology of welfare states: Sweden, Germany, and Canada. These three countries have passed policies that promote flexibility in retirement for older adults, including "gradual retirement", "partial retirement", and credit for caregiving activities. Keeping older adults in the labor force longer retains the tax base of contributors into Social Security as well as allowing those who want to stay in the labor force more choice. The reforms are discussed, along with their potential usefulness for future Social Security policy reforms in the United States.
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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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".