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Record W7154194505

Fragile, handle with care : (Un)sustainability of local media and (in)security of local journalists in times of newsroom succession and inter-generational handover of ownership

2024· other· en· W7154194505 on OpenAlexaboutno aff
Waschková Císařová Lenka, Ivask Signe, Nagel Tyler, Lincoln Louisa, Smith Grace, Walsh Jessica, Perreault Mildred, Perreault Gregory, Badr Hanan, Koliska Michael

Bibliographic record

VenueVeřejné služby Informačního systému (Masarykiana Brunensis Universitas) · 2024
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsEcological successionSustainabilityPlan (archaeology)Production (economics)HandoverSuccession planningSocial media
DOInot available

Abstract

fetched live from OpenAlex

When the existence of an entire medium depends on a sole owner, such an arrangement can create a very fragile working environment, both in terms of the sustainability of the medium and the security of journalists in the newsroom. However, this is often the ownership arrangement in the case of local media owned by individual entrepreneurs (Hess and Waller, 2017). This type of individual owners, entrepreneurial owners (Deuze and Witschge, 2020) or pioneers (Hepp and Loosen, 2019), create a specific information ecology within these environment: on the positive side, they offer the continued survival of the local information infrastructure, and often also a guarantee the information’s independence; on the negative side, this form of ownership leaders to uncertainty in their long-term functionality, fragility in their existence and the possible intertwining of commercial and journalistic lines of production in one person (Deuze and Witschge, 2020). In these circumstances, both the entrepreneurs themselves and their colleagues in the newsroom may feel insecure or experience precarious working conditions (Örnebring, 2018). Moreover, these potential threats to the sustainability of the medium and the safety of journalists are even more acute in the specific circumstances of entrepreneurial succession and inter-generational handover of ownership. For example, Ruiz and Porter in the analysis for National Trust for Local News, based on a survey with 103 local publishers, came to the conclusion that one of the most important sustainability threats is that publishers don’t have a succession plan or struggle with finding new interested owners. More interestingly then, the circumstances of entrepreneurial ownership of local media are still generally rather unexplored, with authors looking more at the impact of globalised or chain ownership (Hess and Waller, 2017). Therefore, our aim is to focus on how local journalists perceive their job security and their medium sustainability with regard to entrepreneurial ownership, potential entrepreneurial succession and inter-generational handover of ownership. The paper is based on comparative qualitative data, stemming from 63 in-depth interviews collected between March and August 2024 with local journalists from U.S. (24), Canada (10), Czechia (17), and Estonia (12). Our findings show the fragility and vulnerability of local media organisations because of their entrepreneurial ownership. Interviewees respond to the potential ownership handover in two ways: (1) in some cases, owners also worked as journalists – in these cases, journalists mainly considered the possible conditions of the handover, its reasons and consequences. They acknowledged that with their departure, the news may no longer be published. (2) At other times, the owners may work separately, but journalists were implicitly or explicitly aware of the possible consequences of a change of ownership for their own job security: they considered potential newsroom succession one of the key stressors in their job. Perhaps most noteworthy, is that these two findings were consistent across local news environments, despite a range of national media systems.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.062

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.010
Scholarly communication0.0120.013
Open science0.0010.008
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0190.001

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 head0.005
GPT teacher head0.210
Teacher spread0.205 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2024
Admission routes1
Has abstractyes

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