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Record W4402738939 · doi:10.1177/14648849241285505

‘You can’t buy a revolution, but you can support a paper fighting for one’: Journalism cooperatives’ organizational traits and journalistic missions

2024· article· en· W4402738939 on OpenAlexafffund
Mirjam Gollmitzer

Bibliographic record

VenueJournalism · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicMedia Studies and Communication
Canadian institutionsUniversité de Montréal
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsJournalismPublic relationsMedia studiesPolitical scienceBusinessSociology

Abstract

fetched live from OpenAlex

This article explores journalism cooperatives, a sub-field of journalism practice and a type of news organization that is becoming more popular as an organizational option in journalism internationally. While other non-traditional ways of funding and producing news - such as non-profit media or crowdfunding initiatives - receive growing attention from journalism researchers, cooperative enterprises remain largely neglected. This study develops an inventory of 29 such news outlets in Europe, North America, and South America. It presents a portrait of the cooperative field in journalism in terms of founding year, geographic location, linguistic tendencies, and cooperative sub-types. Second, based on an analysis of the official websites of seven of these cooperatives, the article describes the revenue sources, workforce, governance structures, and missions of such needs-rather than profit-driven news outlets. The study finds that their organizational traits oscillate between alternative media, non-profit media, and mainstream media attributes. However, in addition, journalism cooperatives possess a unique feature, namely internal democratic governance mechanisms, which have the potential to increase public trust in the news media. Moreover, for the seven cooperatives investigated here, this potential is enhanced further as they assign a key role to audiences as owners, managers, and funders of the organization (they are either reader-owned or co-owned by journalists and readers). I argue that the results of this exploratory study on journalism cooperatives, together with existing research on news non-profits, invite us to consider that the social economy might be a better default home for journalism than the capitalist marketplace.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.876
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.037
GPT teacher head0.319
Teacher spread0.281 · 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.

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

Citations3
Published2024
Admission routes2
Has abstractyes

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