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Record W4386095352 · doi:10.1080/13600826.2023.2236129

Coloniality of Epistemic Power in International Practices: NGO Inclusion in World Bank Policymaking

2023· article· en· W4386095352 on OpenAlexaff
Maïka Sondarjee

Bibliographic record

VenueGlobal Society · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsUniversity of OttawaGlobal Affairs Canada
Fundersnot available
KeywordsInclusion (mineral)Power (physics)Political scienceInternational relationsPolitical economyEpistemic communityEpistemologySociologyPublic administrationSocial scienceLawPoliticsPhilosophy

Abstract

fetched live from OpenAlex

Are international organisations’ inclusive practices better than top-down ones? This article analyses an attempt to dismantle formal hierarchies to integrate civil society actors in development policymaking at the World Bank. It argues that inclusive practices have not fully challenged the coloniality of epistemic power in North/South relationships because they did not democratise the capacity to influence meaning negotiation. Not only did the Bank not fully democratize its formal policymaking processes, but when it includes NGOs, the coloniality of power mediates their capacity to influence meaning-making. Therefore, despite “better” (liberal) practices of inclusion, interactions between the organisation's employees and NGOS workers are still mediated through remnants of colonial and racial devaluation. By adopting an international practice-based approach, this article analyses colonial epistemic violence through informal rules and practices. The case studied is the inclusion of NGOs at the World Bank under the Poverty Reduction Strategy Papers (1999–2014), with data from 31 publicly available interviews from the Bank’s Oral History Project, 41 first-hand interviews (realised between 2017 and 2019), and archival material (speeches, memoirs, memos, and internal reports).

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.026
metaresearch head score (Gemma)0.050
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.985
Threshold uncertainty score0.138

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0260.050
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0150.085
Scholarly communication0.0230.013
Open science0.0010.020
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0020.000

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 head0.041
GPT teacher head0.405
Teacher spread0.365 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
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

Citations17
Published2023
Admission routes1
Has abstractyes

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