MétaCan
Menu
Back to cohort
Record W3095045309 · doi:10.5430/elr.v9n4p6

Re-examining the Status of the English Language in Anglophone Western Africa: A Comparative Study of Ghana and Nigeria

2020· article· en· W3095045309 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

VenueEnglish Linguistics Research · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican Education and Politics
Canadian institutionsnot available
Fundersnot available
KeywordsMedium of instructionPremiseEnglish languageQuality (philosophy)Developing countryOfficial languageLocal languageSociologyPolitical scienceEconomic growthPedagogyPsychologyMathematics educationLinguisticsLawEconomicsComputer science

Abstract

fetched live from OpenAlex

This paper re-examines the status of English as a Second Language (ESL) in Anglophone Western Africa by comparing its use in Nigeria and Ghana. The research is based on the premise that the medium of instruction impacts the quality of education (Ferguson, 2013). The significance of the research is that it is one of the first studies to compare the standard of English language usage in the two countries to establish whether there is a positive link between the quality of education and the language of instruction (Williams, 2011). Predicated on a critical literature review, some of the issues and perspectives analysed include educational language policies, the attitude of students, the quality of teachers and the prospects of the language in the two countries. Findings indicate that the implementation of educational language policies remains an important challenge in the two countries, as there has been a falling standard of English usage (though Ghana has a higher standard of English language usage) and a dearth of English specialists. In identifying the factors that impact on the quality of education in Nigeria and Ghana, the paper concludes that English has significant potential in both countries, and if relevant strategies for its improvement are adopted, both countries will benefit from the socio-economic gains inherent in its adoption and use.

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)0.002
metaresearch head score (Gemma)0.066
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.085
Threshold uncertainty score0.942

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.066
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.167
GPT teacher head0.436
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