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Record W1933159674 · doi:10.21083/surg.v5i1.1480

Global industries and local development: labour in the Malagasy garment industry

2011· article· en· W1933159674 on OpenAlex
Nick Bernards

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSURG Journal · 2011
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal trade, sustainability, and social impact
Canadian institutionsnot available
Fundersnot available
KeywordsDominance (genetics)GlobalizationPosition (finance)EconomicsLiberalizationForeign direct investmentBusinessEconomyMarket economy

Abstract

fetched live from OpenAlex

This paper examines some of the challenges and opportunities for development in Africa presented by the globalization of production through a qualitative-historical case study analysis of the condition of labour in the garment industry in Madagascar. It argues that this case demonstrates that attempts to incorporate national economies into the global economy on the basis of a comparative advantage in low-value added, labour intensive industries are unlikely to lead to significant development benefits. The paper first develops a historical overview of the development of the Malagasy export garment industry. It is situated within global and local trends towards economic liberalization, the re-orientation of development finance towards foreign direct investment, and the globalization of garment production. Three main structural features of the Malagasy Zone Franche garment industry are emphasized: the centrality of low cost labour, the dominance of low value added labour intensive activities, and reliance on access to markets in the industrialized north. These structural conditions are reinforced by the fluidity and volatility of the sector. The final section considers the impacts of these structures on labour relations in the garment industry. It argues that these structural conditions have kept wages and working conditions chronically poor. This failure to improve the condition of work is indicative of the weak structural position of peripheral economies and the challenges this poses to private sector-led development.

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.

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)0.001
metaresearch head score (Gemma)0.000
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 score0.048
Threshold uncertainty score0.454

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.038
GPT teacher head0.252
Teacher spread0.215 · 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