What Should Children Learn? Americans’ Changing Socialization Values, 1986–2018
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
Assessing changes in socialization values for children provides a unique window into how Americans perceive the landscape of their society. We examine whether, since the mid-1980s, Americans (1) emphasized survival values, like hard work, for children, as economic precarity rose or (2) prioritized self-expression values, like autonomy and compassion, as expected in postindustrial society. Analysis of 1986 to 2018 General Social Survey (N = 23,109) supports the precarity thesis: Preferences for hard work increased steadily whereas preferences for autonomy, the top-ranked quality throughout the period, declined. There was some indication of enduring self-expression values, as support for compassion increased and its relative importance to hard work stayed stable. Decomposition analyses show valuing hard work would have been even greater without demographic changes like an increase in college graduates. Aligning with earlier research, valuing obedience in children continued to decline. Our results extend theoretical work on complexities of socioeconomic links to parenting values.
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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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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