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Record W1953842612 · doi:10.5539/ass.v11n24p240

Lack of Consumer Awareness: A Major Challenge for Electricity Consumer Protection in Nigeria

2015· article· en· W1953842612 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

VenueAsian Social Science · 2015
Typearticle
Languageen
FieldDecision Sciences
TopicBusiness Strategies and Management Research
Canadian institutionsnot available
Fundersnot available
KeywordsOriginalityElectricityConsumer protectionMarketingValue (mathematics)BusinessConsumer behaviourQualitative researchCommerceSociologyEngineeringSocial science

Abstract

fetched live from OpenAlex

Purpose: This study explores the challenges for consumer protection in the Nigerian deregulated electricity sector. The study argues that ignorant and unenlightened consumers are easy prey for exploitation in the marketplace. Educating the consumer minimizes consumer exploitation and enhances consumer protection. Design/methodology/approach: The study is qualitative. Twenty in-depth semi-structured interviews were conducted with the relevant stakeholders involved in consumer protection and standard setting in the Nigerian electricity sector. The study adopted the Benner’s Interpretive Phenomenology and explored the everyday practical experience and perspectives of the participants on the challenges of consumer protection. The analysis was thematically conducted and accordingly supported by sufficient excerpts. Findings: The study found several challenges for consumer protection in the Nigerian electricity sector. Emphatically, the participants were unanimous on lack of awareness as the major challenge for the electricity consumers’ protection. Research limitations: The research participants were only staff from consumer protection and products standard setting agencies, academics, and heads of consumer organizations. Additionally, the paper only addressed the challenge of lack of awareness and the data collection constrained by funds paucity and difficulties in securing appointments with the busy participants. Practical implications: The study suggests that consumer protection agencies need to do more in the area of consumer education and enlightenment otherwise the exploitation of the Nigerian electricity consumers will continue. Originality/value: Consumer protection literature abounds. This study is, however, the first attempt at qualitatively exploring in-depth the challenges for electricity consumers in deregulated electricity sector. The study emphasized the value of consumer awareness for better consumer protection.

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)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.847
Threshold uncertainty score0.319

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.286
GPT teacher head0.452
Teacher spread0.166 · 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