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Record W2157662609 · doi:10.5539/jsd.v7n5p240

The Impact of Political Leadership and Corruption on Nigeria’s Development since Independence

2014· article· en· W2157662609 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Sustainable Development · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicCorruption and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsBackwardnessPoliticsFunctional illiteracyLanguage changeUnderdevelopmentPovertyDevelopment economicsIndependence (probability theory)Economic growthPolitical economyDeveloping countryPolitical sciencePolitical corruptionNigeriansState (computer science)EconomicsLaw

Abstract

fetched live from OpenAlex

The paper draws an interlocking relationship between political leadership and development and concludes that, while leadership had played tremendous role in the socio-political and economic development of most nations of the world, the reverse is the case in Nigeria. Apart from identifying other social vices that accounted for the protracted state of Nigeria’s underdevelopment, the paper also singles out corruption as the major impediment to Nigeria’s quest for development since independence. Drawing from the World Bank, Transparency International and highly knowledgeable scholars in this field, the paper demonstrates the process through which Nigerian political leadership became ‘neck-deep’ in corruption with several cases of monumeotal diversion of public funds meant for the economic development of the country into individual pockets. The multi-dimensional consequences of corrupt practices on a nation’s socio-political and economic development cannot be overemphasised, as virtually all sectors of the country, including education, health, agriculture, politics, technology, e.t.c, are negatively affected, with the resultant outcome like extreme poverty, high level of illiteracy, economic dependency, technological backwardness, political instability, e.t.c, as the order of the day. Nigeria’s situation typifies the above as shown in the paper.

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.

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)0.004
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.562
Threshold uncertainty score0.608

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.038
GPT teacher head0.307
Teacher spread0.269 · 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