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Record W4410489113 · doi:10.1016/j.intfin.2025.102164

Female directors and social responsibility of microfinance institutions

2025· article· en· W4410489113 on OpenAlexaff
Kais Bouslah, Qian Li, Asma Mobarek

Bibliographic record

VenueJournal of International Financial Markets Institutions and Money · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicMicrofinance and Financial Inclusion
Canadian institutionsUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsMicrofinanceEconomicsCorporate social responsibilitySocial responsibilityFinancial systemAccountingPolitical scienceEconomic growthPublic relations

Abstract

fetched live from OpenAlex

We investigate whether female directors influence the social responsibility of Microfinance Institutions (MFIs). We also explore the factors that might affect the influence of female directors on the different dimensions of MFIs’ social responsibility. Using an international sample of 362 MFIs during the sample period 2010–2018, we find that the impact of female directors on social responsibility of MFIs is positive and not uniform across the various dimensions of social responsibility. We also find that the impact of female board members on MFIs’ social responsibility is stronger when MFIs are structured as not-for-profit organizations. However, local cultural gender values and institutional strength do not affect the relationship between female board members and the social responsibility of MFIs. We contribute to the emerging research stream of women’s representation in the boardrooms of organizations supplying public goods.

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)0.001
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: Empirical
Teacher disagreement score0.930
Threshold uncertainty score0.645

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.032
GPT teacher head0.284
Teacher spread0.252 · 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

Citations2
Published2025
Admission routes1
Has abstractyes

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