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Record W2293974970 · doi:10.11575/ajer.v45i2.54663

School Reforms in Ontario: The "Marketization of Education" and the Resulting Silence on Equity

2009· article· en· W2293974970 on OpenAlexaboutno aff
George J. Sefa Dei, Leeno Luke Karumanchery

Bibliographic record

VenueUniversity of Calgary · 2009
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Educational Policies and Reforms
Canadian institutionsnot available
Fundersnot available
KeywordsDisadvantagedEquity (law)RhetoricSociologyMarketizationBureaucracyEducational equityCapitalismEconomic growthPolitical scienceSocial scienceEconomicsPoliticsLaw

Abstract

fetched live from OpenAlex

Market dynamics have begun to entrench themselves in educational systems around the world. Although this phenomenon has been addressed in several recent writings (Ball, 1993; Dehli, 1996; Gerwitz, Ball, & Bowe, 1995; Kenway, 1993; Robertson, 1995), few have incorporated a critical antiracist framework. As noted by Dehli (1996) the encroachment of market forms, relations, and concepts into educational sites usually results in the marginalization and muting of other dimensions of schooling. Using an integrative antiracist perspective that is informed by the findings of an ongoing study of inclusive schooling in Ontario (Dei et al, 1996), this article critically examines these ongoing reforms in a Canadian context, specifically in relation to the recent reforms in Ontario's educational system. We draw on knowledge about race and difference to argue for serious questioning of these reforms and their impact on socially disadvantaged groups. In doing so, the article asserts that current trends are leading toward the " Marketisation of education" (Ball, 1993; Gerwitz et al., 1995; Kenway, 1993) in Ontario, and that the harmful consequences of this shift will be felt most severely in relation to issues of equity and access in education. Through the rhetoric of cost-effectiveness and bureaucratic efficiency, the "official" agenda for educational change shifts focus away from equity considerations in schooling to those of capital, market forces, and big business. The article interrogates the rhetoric of reform and calls for equity to be placed at the centre of educational change. In conclusion we suggest new ways of examining and addressing genuine educational options in Canadian contexts.

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)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.754
Threshold uncertainty score0.874

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0260.016
Scholarly communication0.0070.002
Open science0.0010.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0050.000

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 head0.011
GPT teacher head0.267
Teacher spread0.256 · 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 designQualitative
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

Citations48
Published2009
Admission routes1
Has abstractyes

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