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Record W4411160654 · doi:10.1017/s1537592725000519

Risky Business: Organizational Challenges in International Support for Civilian Self-Protection

2025· article· en· W4411160654 on OpenAlexfundno aff
Jennifer M. Welsh, Emily Paddon Rhoads, Juan Masullo

Bibliographic record

VenuePerspectives on Politics · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicTerrorism, Counterterrorism, and Political Violence
Canadian institutionsnot available
FundersUniversité de MontréalSocial Sciences and Humanities Research CouncilUniversity of OxfordFonds de Recherche du Québec-Société et CultureEuropean University InstituteMcGill University
KeywordsBusiness

Abstract

fetched live from OpenAlex

Over the last decade, a range of international actors has moved away from direct forms of intervention to protect civilian populations in favor of “bottom-up” approaches that emphasize external support for civilian self-protection (CSP). While this indirect action is often perceived to be less costly, more legitimate, and potentially more effective, we argue that external support for CSP is a “risky business” that presents a significant dilemma for international governmental and nongovernmental organizations. Drawing on literature from sociology, economics, and civil war studies, we conceptualize and categorize the risks of unintended consequences that could accompany external support for CSP and suggest why they are likely to arise in this context. We then empirically explore whether and how these risks manifest with an in-depth study of four purposively selected organizations supporting CSP in their programming. We also assess whether and how organizational type matters for the prevalence of these consequences and how the risk of their occurrence is managed. Our analysis shows that, across a range of conflict settings, all four organizations encountered unintended consequences of three main kinds: increased vulnerability and insecurity for local communities, challenges to organizational mandates and values, and strained relations with key protection stakeholders. International actors supporting CSP thus confront the dilemma of seeking to enhance their effectiveness and legitimacy by “localizing” protection, but potentially create new challenges and perverse effects and/or compromise their organizational identity in the process. While this dilemma is inherent in all external protection assistance, our study highlights the importance of actor embeddedness: organizations that are more proximate to the communities they work with are in a better position to minimize these unintended consequences and manage the risks associated with supporting CSP. These findings contribute to ongoing debates about civilian protection in comparative politics, international relations, and humanitarian studies, but also offer concrete insights for practitioners engaged in support for CSP. More broadly, our study could have implications for other policy areas where the legitimacy of so-called top down approaches is being questioned and where these approaches are giving way to the empowerment of local actors and processes.

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)0.000
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 score0.774
Threshold uncertainty score0.625

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.031
GPT teacher head0.331
Teacher spread0.300 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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