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Record W2597410615 · doi:10.7202/1039589ar

Private Governance, State Regulation and Employment Standards: How Political Factors Shape their Nexus in Australian Horticulture

2017· article· en· W2597410615 on OpenAlexvenueno aff
Elsa Underhill, Malcolm Rimmer

Bibliographic record

VenueRelations industrielles · 2017
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal trade, sustainability, and social impact
Canadian institutionsnot available
Fundersnot available
KeywordsCorporate governancePoliticsNexus (standard)Agency (philosophy)Regulatory stateEnforcementState (computer science)BusinessPublic administrationPolitical scienceLawEngineeringFinanceSociology

Abstract

fetched live from OpenAlex

The global weakness of collective bargaining and state regulation has spawned growing interest in employment protection though private governance. However, scepticism about the efficacy of unsupervised codes of conduct has triggered debate about external discipline through state regulation. This article seeks to contribute to debates about the processes that shape the nexus between private governance and state regulation. It is based on an empirical study of Australian harvest workers who formally benefit from state regulation of pay and occupational health and safety (OHS). However, industry changes have undercut standards. Product market pressures from supermarkets squeeze growers’ capacity to pay. Also, the labour market is increasingly supplied by vulnerable Asian temporary migrants (including undocumented workers), often supplied to growers by unscrupulous temporary work agencies. While pay and OHS practices vary, many harvest workers are exploited. Nor is private governance (which extends to horticulture through the codes of conduct of supermarkets and peak temporary work agency bodies) effective. All codes draw their standards from minimum legal employment conditions, and all possess loopholes allowing breaches to escape attention and rectification. In 2015, media and political attention fell on the working conditions of temporary migrants in horticulture. Government inquiries found evidence of exploitation, but were divided over solutions. Progressive politicians (influenced by unions) favoured stronger state enforcement powers and temporary work agency licensing. Conservative politicians (influenced by business lobbies) claimed these steps would fail, and favoured the status quo. Political reform therefore stalled. This study illustrates the importance of political processes in shaping the nexus between state regulation and private governance. In this case, a political stalemate leaves both regulation and governance deficient. Lacking protection from either source, harvest workers remain exposed to exploitative employment conditions.

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 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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.104
Threshold uncertainty score0.886

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.002
Open science0.0000.000
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 head0.034
GPT teacher head0.276
Teacher spread0.242 · 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 teacher head, 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

Citations18
Published2017
Admission routes1
Has abstractyes

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