Evidence map›Paper›PMID 42840983›Full record

ReviewFrontiers in sports and active living2026

Value creation in sport business in the age of AI: a multidimensional framework.

Hans Westerbeek

Abstract readReview
In one paragraph

Review in Frontiers in sports and active living, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author.

Hans WesterbeekVictoria University, Melbourne, VIC, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Sport organisations, governments, sponsors, scholars, and athletes routinely appeal to the value of sport, and they almost always mean different things. The cost of this incoherence is no longer theoretical. Artificial intelligence is now a central subject of strategic, governance, and ethical debate in sport, yet the field lacks an integrative framework to assess what AI does to the value sport creates. This paper proposes a multidimensional framework - the Sport Value Architecture - that holds value plurality, capture asymmetry, and legitimacy in a single conceptual structure, and extends it to the age of AI. Sport generates three logically distinct types of value: competitive, commercial, and social. They stand in a determinate but non-uniform order: competitive value is a strict precondition of commercial value, and it conditions, rather than founds social value, which can arise from participation alone but collapses once a claimed contest is exposed as corrupted. Each is captured asymmetrically across four stakeholder groups, anchored in an irreducible sport activity accessible through three modes (Play, Spectate, Use), conditioned by three enabling conditions (governance, environmental responsibility, equity), and located within four exogenous force fields. Legitimacy is the outcome of the model working under defensible conditions, not a fourth deliverable. AI runs through every layer simultaneously: generating value within each value type, reshaping capture across every stakeholder group, stressing every enabling condition, and pressing on the irreducible activity itself. The framework supplies the conceptual apparatus to organise the strategic, governance, and ethical decisions this moment demands.

Indexed as

artificial intelligencecompetitive integrityconceptual frameworklegitimacysocial licencesport value

Identifiers

PMID42840983
PMCPMC13640148

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.