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Record W2952842921 · doi:10.1111/dpr.12454

Foreign aid, the mining sector and democratic ownership: The case of Canadian assistance to Peru

2019· article· en· W2952842921 on OpenAlexafffundabout
Stephen Brown

Bibliographic record

VenueDevelopment Policy Review · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsUniversity of Ottawa
FundersSocial Sciences and Humanities Research Council of CanadaKoninklijke Nederlandse Akademie van WetenschappenNetherlands Institute for Advanced Study in the Humanities and Social Sciences
KeywordsMandateAid effectivenessDemocracyNegotiationGovernment (linguistics)Private sectorDevelopment aidPolitical scienceLegislationOrder (exchange)Economic growthBusinessDevelopment economicsEconomicsDeveloping countryPoliticsFinanceLaw

Abstract

fetched live from OpenAlex

Abstract Background As foreign aid donors are increasingly open about seeking to obtain benefits from their development assistance, new forms of donor‐driven private‐sector partnerships have proliferated. This new trend is especially controversial in the mining sector, to which Canada has become the largest aid donor among OECD‐DAC countries. Purpose In order to better understand this phenomenon and its implications, this article asks, first, how has aid to the mining sector evolved and what do the changes suggest about its underlying motives? Second, what are the implications regarding the “democratic ownership” of the recipients’ development agenda? Approach and methods The study analyses Canadian aid to the mining sector in Peru, its largest recipient of such aid, concentrating on the period since 2011, when Canadian aid took an “extractive turn.” It draws on 20 semi‐structured interviews with key players and observers in Lima and Cusco in Peru, as well as an in‐depth review of mainly secondary sources and some statistical data. Its analytical framework is based on the motives that must underpin aid, as stipulated by Canadian legislation, and the concept of “ownership,” the cornerstone of the international aid effectiveness agenda. Findings The extractive turn in Canadian aid reflects an increase in commercial self‐interest, at the expense of altruistic poverty reduction and contradicting core elements of the legislated mandate of Canadian aid. Extractive‐related aid to Peru now almost exclusively supports: (a) strengthening the central government’s role in promoting mining; (b) encouraging municipalities to negotiate mutually beneficial relations with Canadian mining companies; and (c) subsidizing Canadian companies’ efforts to obtain a “social licence to operate” from local communities. Canada’s assistance to the mining sector can be justified by a narrow interpretation of the concept of country “ownership.” However, its justification rests on a limited vision of ownership, based on what governments, who claim to speak on behalf of citizens, prioritize, rather than a more democratic conception that takes into account what poor people want, which may include or preclude mining activities. Policy implications Aid donors should focus on locally owned strategies that reflect poor people’s priorities, independently of whether they include or exclude allowing mining companies to operate on their territories. Aid may thus contribute to a donor’s commercial interests, but the latter should not be the underlying motive.

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)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.071
Threshold uncertainty score0.513

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0240.008
Scholarly communication0.0050.001
Open science0.0010.007
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.046
GPT teacher head0.317
Teacher spread0.271 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations23
Published2019
Admission routes3
Has abstractyes

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