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Record W2217892866 · doi:10.1080/23322373.2015.1106717

Regional Integration: Review of the Management Literature and Implications for Theory, Policy, and Practice

2015· article· en· W2217892866 on OpenAlexaff
Moses Ν. Kiggundu, Kaitlyn DeGhetto

Bibliographic record

VenueAfrica Journal of Management · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Business and FDI
Canadian institutionsCarleton University
Fundersnot available
KeywordsMultinational corporationRegional integrationFoundation (evidence)Regional scienceBusinessHorizontal integrationPolitical sciencePublic relationsSociologyMarketingInternational trade

Abstract

fetched live from OpenAlex

Regional integration is increasingly occurring in all corners of the world, and both domestic and multinational firms are facing the challenges and opportunities that accompany integration. In this article, we undertake a review of regional integration management literature and provide a foundation, reference point, and insights for scholars, managers, and policymakers interested in understanding how regional integration affects firm-level strategies and outcomes in Africa and globally. Only a limited number of the studies we reviewed focus on, or even mention regional integration, and fewer still include Africa. After a brief discussion of stages of regional integration and public-private drivers, we report on firm-level findings and outline directions for future research under the topics of subsidiary management, strategies, performance, leadership, and contextual factors. We conclude by posing questions to guide future research, policy and managerial practice for local and multinational firms operating in regionally integrating environments.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.799
Threshold uncertainty score0.261

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.039
GPT teacher head0.300
Teacher spread0.260 · 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 designTheoretical or conceptual
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

Citations13
Published2015
Admission routes1
Has abstractyes

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