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Record W7024002906

Policy Gymnastics: the case of Multi-Academy Trusts

2025· article· en· W7024002906 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRepository@Nottingham (University of Nottingham) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Educational Policies and Reforms
Canadian institutionsnot available
Fundersnot available
KeywordsLegitimacyWork (physics)Scope (computer science)Meaning (existential)Order (exchange)Front lineQuarter (Canadian coin)Period (music)Action (physics)Policy analysis
DOInot available

Abstract

fetched live from OpenAlex

The Academies Act was passed in 2010 by the newly elected Conservative-Liberal Democrat Coalition Government. It made provision for Local Authority (LA) maintained schools in England to convert to academies, which are funded and overseen by national (rather than local) government. 14 years later, the landscape is transformed: two in five primary schools and four in five secondary schools are now academies. However, whereas academies were originally positioned as highly autonomous, with additional ‘freedoms’ compared with other schools, most academies have now been subsumed into a Multi-Academy Trust (MAT), meaning they cease to exist as a separate legal entity. This chapter examines the evolution of policy on academies and MATs. It argues that policy makers have engaged in policy gymnastics as they have sought to evolve the academy reforms in ways which address legitimacy concerns and offer scope for efficiency and effectiveness. These gymnastics have involved strategic, linguistic and regulatory contortions, often driven by competing values and logics. Drawing on Stewart’s (2006) work we argue that these contortions have relied on four mechanisms: establishing a new policy paradigm; technicisation; cycling and structural separation. These policy-level gymnastics have impacted on front line leaders, who have needed to continually stretch and flex in order to lead schools and educate children even as the system has contorted around them.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.730
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.015
GPT teacher head0.310
Teacher spread0.295 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it