Textbook journalism? Objectivity, education and the professionalization of sports reporting
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.
Bibliographic record
Abstract
In this article, we present an analysis of recent handbooks, field guides and other educative texts on sports journalism. Authored mostly by current and former journalists turned university educators, these books signal the professionalization of sports journalism amid changes and challenges to news media industries. In offering guidance on best practice sports reporting, they are also situated in tension with the long-standing denigration of sports journalism as the trivial back-page filler that props up more serious, substantive content. Through a thematic analysis of the textbooks’ contents and the epistemic, economic and educative context of their collective emergence, we address the following question in what follows: How do these textbooks advise would-be sports journalists to respond to ‘serious’ social, ethical and political matters? In doing so, we detail how established categories of objectivity and ethics are the primary points of recourse through which these books advise on reporting about the many social issues in which sport is implicated. In turn, we reflect on the virtues of – and the tensions and contradictions surrounding – these advocations. By way of conclusion, we contend that professionalization represents an opportunity for collaborations between sport media scholars and current and former journalists – in their shared roles as educators – in the pursuit of ‘excellent’ sports reporting. The notion of ‘strong objectivity’ is our conceptual guide for how such collaborations might be fostered.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it