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Record W2025523722 · doi:10.1177/1741143207084059

Align, Don't Necessarily Follow

2007· article· en· W2025523722 on OpenAlexaboutno aff
Eveline Wittmann

Bibliographic record

VenueEducational Management Administration & Leadership · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicPublic Policy and Administration Research
Canadian institutionsnot available
FundersBundesministerium für Bildung und Forschung
KeywordsLegitimacyGermanConceptualizationQuality (philosophy)Face (sociological concept)New public managementPolitical scienceVocational educationPublic administrationGlobalizationDiscourse analysisSociologyPublic relationsPedagogyPublic sectorSocial sciencePoliticsLaw

Abstract

fetched live from OpenAlex

In the face of globalization, states around the world have tried to regain legitimacy by using a policy framework known as new public management (NPM). In education, it promises to improve quality and competitiveness, by means of increasing control over educational institutions, implementing managerial techniques and submitting educational institutions to increased competitiveness. This article presents evidence from an exploratory study comparing senior college administrators' attitudes in the Canadian province of British Columbia and those of vocational school administrators in two German subjurisdictions toward NPM. Questions addressed include: (1) how NPM-related measures were perceived by those administrators; and (2) how differences in the way reform discourses are framed in the different subjurisdictions impact the administrators' attitudes towards NPM. Findings show that the level of agreement on different aspects of NPM was comparatively similar across countries and subjurisdictions. Correlational analysis, however, revealed differences between the administrators' semantic constructions of the reform policy. Interpretive analysis indicated that semantic constructions were linked to the varying policy discourses of the subjurisdictions. The article concludes that discourse is an important aspect when introducing NPM in educational institutions, since it lays the groundwork for the conceptualization of future policy discourses.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.037
Threshold uncertainty score0.123

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.012
Scholarly communication0.0070.010
Open science0.0010.006
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0370.018

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 head0.165
GPT teacher head0.420
Teacher spread0.255 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations23
Published2007
Admission routes1
Has abstractyes

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