MétaCan
Menu
Back to cohort
Record W2010876050 · doi:10.1093/jeg/lbm007

'Proactive fast-tracking' diffusion of supermarkets in developing countries: implications for market institutions and trade

2007· article· en· W2010876050 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Economic Geography · 2007
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal trade, sustainability, and social impact
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsLatin AmericansTracking (education)Political scienceLibrary scienceEconomic historySociologyEconomicsLaw

Abstract

fetched live from OpenAlex

Supermarkets have spread extremely rapidly in developing countries after the ‘take-off’ in the early to mid-1990s. Former analyses of supermarket diffusion have not adequately explained the sudden burst and then exponential diffusion of supermarkets in the late 1990s and early 2000s. We argue that rather than taking demand and market institutional and organizational conditions as ‘exogenous’, as former analyses have tended to do, modern food retailers instead have treated local conditions as substantially ‘endogenous’. To enable their rapid growth, supermarkets undertake ‘proactive fast-tracking strategies’ to alter the ‘enabling conditions’ of entry and growth. Beside the retail investments that have been extensively treated in recent literature, these proactive strategies focus on improving the ‘enabling conditions’ via (i) procurement system modernization and (ii) local supply chain development. One important strategy retailers have used to facilitate (i) and (ii) is to form symbiotic relationships with modern wholesale, logistics and processing firms. An example we address is ‘follow sourcing’, where a transnational retailer encourages transnational logistics and wholesale firms with whom the retailer is working in home markets, to locate to the developing country. This is a spur to globalization of services in support of retail. Follow-sourcing has been treated for example in the automobile manufactures sector (follow-sourcing from spare parts manufacturers)—but not in the food sector. A second important strategy is that of multi-network-sourcing, in which supermarkets source from national, regional and global networks. We analyze that strategy here, adding to the literature which to date has touched on this theme only scantly, and for the first time identify typical paths, present preliminary evidence (from Central America and Indonesia) concerning this multi-sourcing-network strategy and discuss trade implications. One of these is the move to primacy of South–South trade in supermarket sourcing—a new dimension of globalization. By introducing this link of retailer transformation and trade into the literature, we hope to spur a new line of research that is timely in light of the trade, development and globalization debates in developing countries.

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 score0.020
Threshold uncertainty score0.457

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.025
GPT teacher head0.283
Teacher spread0.258 · 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