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Record W4226109646 · doi:10.1386/jdmp_00097_1

Business models and sustainability in the newspaper industry: Perspectives from European and North American executives

2022· article· en· W4226109646 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueJournal of Digital Media & Policy · 2022
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicUniversity-Industry-Government Innovation Models
Canadian institutionsnot available
Fundersnot available
KeywordsNewspaperSustainabilityBusiness modelShareholderBusinessPublic relationsDigital transformationDigital mediaMarketingCorporate governancePolitical scienceAdvertisingFinance

Abstract

fetched live from OpenAlex

The digital age has posed considerable challenges to media business model sustainability while diversifying opportunities for editorial organizations and journalists. The chaotic management of media companies is threatening the very fabric of various media industries. This article aims at understanding the sustainability of the media business models, and how media managers tailor their practices to cope with digital transformation in a competitive market. Media executives from three US newspaper companies (from the United States of America and Canada) and three European newspaper companies (from Ireland, England and France) were interviewed for this article. The results of the interviews with executives from the six newspaper companies interviewed suggest that there is a better adaptation to the digital transformation on the part of North American companies compared to European companies. All interviewed newspaper companies continue to face significant challenges in the search for ways to enable the sustainability of their business models to motivate their partners, shareholders and employees and contribute to greater diversity in the information market. The six media companies agreed that sustaining a media business and financing model is not equivalent to achieving the long-term sustainability of a media business model and financing.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.096
Threshold uncertainty score0.482

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.003
Open science0.0000.000
Research integrity0.0000.001
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 head0.021
GPT teacher head0.230
Teacher spread0.209 · 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