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Record W1538473728 · doi:10.7202/1025034ar

Collective Regulation and Working Women in New Zealand and Fiji

2014· article· en· W1538473728 on OpenAlexvenueno aff
Jane Parker, James Arrowsmith

Bibliographic record

VenueRelations industrielles · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
FundersMassey University
KeywordsEnforcementCollective bargainingSociologyPolitical scienceGender equalityGender studiesLaw

Abstract

fetched live from OpenAlex

In many nations, women’s labour market presence is significant though it tends to lag that of men on most indices, including pay and seniority. The ramifications of such are huge for women’s experience of employment, their circumstances in other spheres, and thus societal progress. Employment relations (ER) regulation seeks to structure equitable access to and progress within the labour market. However, despite on-going, work-related gender inequities, there is a relative dearth of cross-national (particularly South Pacific), gender-focused analyses. This constrains the development of theory and policy geared towards gender equality in the labour market. This paper thus compares how recent collective ER regulatory initiatives have been applied in New Zealand (NZ) and Fiji, amid shared and unique national and international conditions. Martin and Bamber’s (2004, 2005) ER system model frames an analysis of qualitative survey responses and documentary evidence to more particularly assess the meaning of ER regulation for working women. It emerges that the achievement of gender equality via regulatory instruments has proven elusive, particularly in Fiji. A withering of formal employment regulation and its decentralisation in NZ; weakly implemented regulation in Fiji’s politically tumultuous setting; and the space left by a shift away from collective bargaining in both contexts has not been replaced by social dialogue, fundamental social rights, and in Fiji, regulatory enforcement. This has contributed to deteriorating circumstances for some working women in NZ and comparatively more in Fiji. However, informants showed a preference for certain regulatory measures for improving working women’s situation, concurring that stronger formal regulation of ER, tripartism and effective enforcement are needed in both nations, and that particular issues for working women require tailored responses. The paper discusses how ER regulatory measures might be theorised in terms of improving working women’s context-bound circumstances in Fiji and NZ, and with regard to the infusion of gender-related and socio-cultural values in wider economic and political approaches. It also examines how regulatory initiatives might operate and impact in a more gender-sensitive way by being re-couched in ‘win-win’, inter-connected terms for different ER stakeholders. For Fiji, much hope also rests on its return to democratic rule, and for both countries, on strengthened union activity.

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)0.005
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.490
Threshold uncertainty score0.974

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0110.017
Scholarly communication0.0050.003
Open science0.0010.007
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.021
GPT teacher head0.257
Teacher spread0.236 · 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

Citations2
Published2014
Admission routes1
Has abstractyes

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