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Record W4407238560 · doi:10.1515/npf-2024-0071

The Institutional Role of Charity Regulators in Bringing Charities to Account: An International Comparative Study of Charity Regulators in New Zealand, Australia, Canada and England and Wales

2025· article· en· W4407238560 on OpenAlexaboutno aff
Dara Dimitrov

Bibliographic record

VenueNonprofit Policy Forum · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicNonprofit Sector and Volunteering
Canadian institutionsnot available
Fundersnot available
KeywordsAccountabilityContext (archaeology)Public administrationCompliance (psychology)State (computer science)Political sciencePublic relationsLaw

Abstract

fetched live from OpenAlex

Abstract Accountability in the charity sector continues to be important, especially since charity numbers continue to grow regardless of the economic cycle. Charity regulators play a critical role in managing the charity sector as its primary task is ensuring compliance with the regulatory framework. However, it is also important to evaluate whether the practices and procedures of charity regulators are effective within the broader context of charity accountability. This paper aims to explore charity accountability from the perspective of charity regulators. In common law countries, the charity regulator has oversight over the charity sector and, therefore, has the opportunity to enhance charity accountability. Through the lens of institutional theory, this paper provides an international comparative study of New Zealand, Australia, Canada and England and Wales, all of which share a common law heritage. This study demonstrates how the state regulators in each country have applied different mechanisms of charity accountability by institutionalising the norms and standards required from charities. By identifying and comparing the countries, this paper reveals whether some institutional practices by some regulators have been more effective than others in bringing charities to account.

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)0.011
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.361
Threshold uncertainty score0.727

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.023
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.005
Science and technology studies0.0080.010
Scholarly communication0.0070.002
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.029
GPT teacher head0.346
Teacher spread0.317 · 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 designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

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