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Record W2594884508

Inclusive Capitalism and Development: Case Studies of Telecenters Fostering Inclusion Through ICTs in Bangladesh

2017· article· en· W2594884508 on OpenAlex
Ahmed Tareq Rashid

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInformation Technologies and International Development · 2017
Typearticle
Languageen
FieldEngineering
TopicICT Impact and Policies
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsMultinational corporationBusinessContext (archaeology)Public–private partnershipPrivate sectorInformation and Communications TechnologyEconomic growthGeneral partnershipEconomicsPolitical scienceFinance
DOInot available

Abstract

fetched live from OpenAlex

Lack of sustainable approaches for public access venues like telecentres have led to the emergence of several entrepreneurial and market-driven models of telecentres in developing countries that are driven by multinational corporations, governments and social enterprises. This phenomenon falls under the rubric of inclusive capitalism which argues that in the contemporary socioeconomic context, private investment and entrepreneurial activities are crucial for economic growth and job creation in developing countries. In this paper, I undertake three case studies of telecentres in Bangladesh: a private sector enterprise developed and operated by a multinational corporation, a social enterprise, and a public-private partnership. The case studies combine review of organizational documents as well as analysis of survey data from the ‘ Global Impact Study of Public Access to Information & Communication Technologies’. While a common feature in all three of the cases is the reliance on market mechanisms to provide affordable ICT services to the poor, the findings highlight how in some cases the initiatives approach the issue of ‘inclusion’ differently. The paper illustrates the convergence in thinking among various institutional domains of development about the indispensability of inclusive capitalism approaches to bring about socioeconomic development through ICTs.

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)0.000
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.774
Threshold uncertainty score0.437

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.002
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 head0.028
GPT teacher head0.292
Teacher spread0.263 · 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