The Reagan Administration as the Origin of the Shift from Citizen Building to Consumer Building in American Education
Bibliographic record
Abstract
Current American education is comprised of and influenced by a myriad of complex legislative, technological, and cultural representations of consumption, however this historic-educational study specifically examines how the Reagan administration discursively initiated the consumerizing educational framework. While existing research studies the neoliberal implications on education, this study addresses the neoliberal reforms under President Reagan within the discursive paradigm of its consumerizing impact. By using Critical Discourse Analysis on a selection of Presidential proclamations, speeches, and national educational reports, this study examines and elucidates how the Reagan administration created the consumerizing framework for American education. By understanding the results through the Frankfurt School concept of integration and expanding on Bowles and Gintis’ educational theory, this study argues that Reagan’s reforms created a consumerizing framework in American education.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.041 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.006 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".