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Record W2965274425 · doi:10.6000/1929-7092.2019.08.50

Local Government Reform in South Africa: The Quest for Review and Repositioning of Municipal Administration

2019· article· en· W2965274425 on OpenAlexvenueno aff
Onkgopotse Senatla Madumo, Samuel Bogalebjapoo Koma

Bibliographic record

VenueJournal of Reviews on Global Economics · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Issues in South Africa
Canadian institutionsnot available
Fundersnot available
KeywordsPublic administrationGovernment (linguistics)Local governmentDemocracyPoliticsAuditState (computer science)Corporate governanceDevelopment planAccountabilityRelevance (law)Political scienceBusinessFinanceAccountingEngineeringLaw

Abstract

fetched live from OpenAlex

The endemic municipal governance problems experienced since the dawn of the democratic dispensation
\nmanifested through the constant dysfunctional state of municipalities, poor financial performance and poor political
\nleadership clearly necessitate that the national government should revisit and review the constitutional powers granted to
\nthe sphere of local government and contemplate introducing a pragmatic model of running municipal affairs. This paper
\nargues that there is a need to review and reposition the model of local government in order to ensure that municipalities
\nappropriately fulfil their constitutional obligations. The existing research pointed to the relevance of the application and
\nutilisation of the different categories of municipalities, thereby enabling the effective delivery of services to communities.
\nTherefore, the review will amongst others, entail the critical examination of the interventions spearheaded by the national
\ngovernment namely, the Project Consolidate; Municipal Turnaround Strategy/Municipal Infrastructure Support Agent;
\nOperation Clean Audits-2014 and the recently launched Back-to-Basics approach. Based on literature and document
\nreviews this article concludes that the abovementioned interventions have not yielded the desired results yet, if the
\ncurrent performance of municipalities such as Madibeng, Maquasi-Hills, Lekwa-Teemane, Randfontein, Thaba Chweu,
\nBushbuckridge and Mtubatuba is anything to go by. The outcomes point to the urgent need for a review of the current
\nmodel of local government that is utilised within a developing society, which is mired with many developmental
\nchallenges. This is relevant because South Africa aims at becoming a capable and developmental state as encapsulated
\nin the NDP (National Development Plan) 2030 and for it to achieve such, municipalities are a critical enabler since they
\noperate at the grassroots level.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.988
Threshold uncertainty score0.248

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
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 head0.029
GPT teacher head0.322
Teacher spread0.292 · 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 designNot applicable
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

Citations14
Published2019
Admission routes1
Has abstractyes

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