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Record W7038455925

How do nations control political finance and why do reforms occur? A nested mixed-method analysis of political finance reform in Canada, New Zealand, and Commonwealth Caribbean small states

2024· other· en· W7038455925 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Birmingham Institutional Research Archive (University of Birmingham) · 2024
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicInvertebrate Taxonomy and Ecology
Canadian institutionsnot available
Fundersnot available
KeywordsCommonwealthPoliticsIdeologyInternational financeConstruct (python library)Control (management)
DOInot available

Abstract

fetched live from OpenAlex

This thesis aims to provide a greater understanding of how nations regulate political finance and why reforms occur. To compare models of regulation, the first stage of the thesis develops the ‘Regulation of Political Finance Indicator’ (RoPFI). Starting with the 2020 iteration of International IDEA’s ‘Political Finance Database’, Multiple Correspondence Analysis is used to construct a variable on which to measure levels of regulation across 180 nations. Subsequently, Model Based Clustering identifies the ‘Unregulated’, ‘Partially Regulated’ and ‘Strongly Regulated’ types of political finance system, and provides a statistical measure of the certainty of each nation’s classification. Using the RoPFI to assess global trends, findings indicate that small states of the Caribbean and Pacific have the fewest regulations on political finance, while nations of Central and Eastern Europe, the Middle East and North African (MENA) region, and the Americas employ the strictest controls in this area. The remainder of this thesis examines political finance reform in a group of Westminster democracies, namely Canada, New Zealand, and a sample of seven small states from the Commonwealth Caribbean (The Bahamas, Belize, Dominica, Grenada, St. Kitts & Nevis, St. Lucia, and St. Vincent & The Grenadines). Studies use Zim Nwokora’s ‘General Theory of Campaign Finance Reform’ as a foundation upon which to examine why reforms occur. Distinguishing between loosening and tightening reforms, the model suggests that the reform process is guided by shifts in party competition, party organization strength, and ideological factors. Scandals and changes in incumbency are also suggested as junctures that may prompt reform. To test the projections of this model, Hansard is used to document Parliamentary interactions on political finance, and operationalized indicators of party competition, organization, and ideology are used to trace the context within which discussions took place. Findings indicate that variations in levels of party competition and party organization strength are influential in shaping political finance reform, while ideological factors are much less so. Scandals are found to be influential in the passage of tightening reforms, while changes in incumbency are identified as a poor predictor in this area. Building on these observations, the final case study – focused on small states of the Commonwealth Caribbean – finds that the endurance of clientelism in the region continue to act as a barrier to political finance reform. This relationship is exemplified in a detailed case study of failed reform attempts in Saint Lucia and, subsequently, a link between practice in small and large states is identified. The differentiation between governance approaches – where small states are more likely to trend toward clientelism, relative to larger states – is identified as the causal mechanism that underpins this observation. Taking this into consideration, the thesis concludes with an updated theoretical model of political finance reform. To summarize, scandals are presented as critical junctures in the passage of tighter regulations. Beyond this, variations in governance model type, levels of competition, and the strength of party organizations are the main factors that influence the direction of the reform process. This thesis makes contributions in methodological, empirical, and theoretical terms. Methodologically, the development of the RoPFI provides a key resource for scholars of political finance. In empirical terms, the RoPFI represents one of the first global measures of political finance to consider all areas of regulation – both from the party and candidate perspectives – and also incorporates some of the least studied regions in this area, namely the Caribbean and the Pacific. Theoretical contributions span numerous areas of research. Primarily, the theoretical model developed in this thesis broadens understanding of the origins of political finance regulation, by addressing inconsistencies in prior literature. The identification of clientelism as a barrier to reform, particularly within the small state context, contributes to knowledge on the implications of clientelist governance models, as well as institutional development in small states.

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)0.009
metaresearch head score (Gemma)0.028
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.101
Threshold uncertainty score0.203

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.028
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0040.003
Scholarly communication0.0030.001
Open science0.0020.002
Research integrity0.0010.001
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 head0.023
GPT teacher head0.232
Teacher spread0.209 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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