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Record W3083120279 · doi:10.1108/sajbs-02-2020-0046

A quarter century of management research in South Asia – III: analysis and conclusions

2020· article· en· W3083120279 on OpenAlexaboutno aff
Sanjay T. Menon

Bibliographic record

VenueSouth Asian Journal of Business Studies · 2020
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsnot available
Fundersnot available
KeywordsOriginalitySouth asiaQuarter (Canadian coin)GeographySri lankaEconomic growthPolitical scienceSocial scienceSocioeconomicsDevelopment economicsRegional scienceSociologyEconomicsQualitative researchEthnology

Abstract

fetched live from OpenAlex

Purpose In Part I and Part II of this review series, management research over a 25-year period from 1990 to 2014 from Afghanistan, Bangladesh, Bhutan, India, Maldives, Nepal, Pakistan and Sri Lanka was reviewed (Menon, 2016, 2019). This final paper presents further analysis, including author affiliation analysis, and an exploration of contextual factors affecting management research in each of the eight South Asian countries. Design/methodology/approach Publication trends and the locational affiliation of the authors (in-country vs external) were analyzed. Country-specific analysis and policy recommendations were developed from an ecological and institutional theory perspective. Findings There were a total of 1,250 management research articles related to South Asian countries published in 183 journals, with the most being in the International Journal of Human Resource Management ( n = 92). The average number of publications per year has steadily increased, nearly doubling in the last five years. An analysis of author affiliations revealed that a majority (64%) of the first authors were based in the West. Originality/value The author affiliation analysis in this paper is an original technique and offers empirical evidence that much of quality management research on South Asia is undertaken by scholars external to the region. The review series is the first such comprehensive effort covering management research in all eight South Asian countries over a 25-year period and offers country-specific explanations for the state of management research in these 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.

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)0.001
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 score0.246
Threshold uncertainty score0.671

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.005
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.048
GPT teacher head0.283
Teacher spread0.235 · 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

Citations1
Published2020
Admission routes1
Has abstractyes

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