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Smarter spending, not bigger budgets, drives premier league success, study finds

Phys · · 566 words · By University
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What to know about Smarter spending, not bigger budgets, drives premier league success, study finds

A study by the University of Bristol analyzed English Premier League clubs over ten seasons to evaluate how efficiently they convert financial resources into sporting success and revenue. The research concludes that higher spending does not guarantee efficiency and that some clubs with fewer resources achieve better proportionate outcomes.

Propaganda risk 0%
Claims checked 6
Techniques found 0
Topics 0

Coverage spectrum

Coverage gap: Low Left coverage
Left0%
Center75%
Right25%

4 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

Smarter spending, not bigger budgets, drives premier league success, study finds Lisa Lock Scientific Editor Andrew Zinin Lead Editor Higher spending does not automatically lead to greater overall efficiency or consistent on-pitch success, according to new…

Why it matters

The study, led by the University of Bristol, is published in Socio-Economic Planning Sciences.

Common ground

The researchers analyzed all 20 English Premier League (EPL) clubs between the 2014/15 and 2023/24 seasons, focusing on how effectively clubs convert their resources into sporting performance, fan engagement and revenue generation over time.

Perspective signals

No major persuasion pattern has been attached yet, so the source, headline, and evidence should carry most of the weight for readers.

A study by the University of Bristol analyzed English Premier League clubs over ten seasons to evaluate how efficiently they convert financial resources into sporting success and revenue. The research concludes that higher spending does not guarantee efficiency and that some clubs with fewer resources achieve better proportionate outcomes.

open_in_new Read the original article: https://phys.org/news/2026-05-smarter-bigger-premier-league-success.html

analyticsAnalysis

0%
Propaganda Score
confidence: 100%
Low risk. This article shows minimal use of propaganda techniques.

fact_checkClaims Checked

eFinder analyzed this article and checked 6 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

verified Verified 4
info Single Source 2
verified
Claim 1: “Yixin He et al, Dynamic interplay of sports, social, and economic factors in the English Premier League: A network DEA approach, Socio-Economic Planning Sciences (2026). DOI: 10.1016/j.seps.2026.102430”
VERIFIED
Multiple web search results confirm the title of the paper 'Dynamic interplay of sports, social, and economic factors in the English Premier League: A network DEA approach' and its association with the keywords and methodology described. The DOI and journal match the provided context.
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web search NEUTRAL — Keywords: Dynamic Network DEA, Efficiency, English Premier League, Football Analytics, Variable Return to Scale. Suggested Citation: Suggested Citation.
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5179112
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web search NEUTRAL — By integrating dynamic and network structures, the model decomposes club performance into sequential stages, specifically operational conversion and revenue generation, and traces the intertemporal tr…
https://research-information.bris.ac.uk/en/publications/dyna…
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web search NEUTRAL — By integrating dynamic and network structures, the model decomposes club performance into sequential stages, specifically operational conversion and revenue generation, and traces the intertemporal tr…
https://ideas.repec.org/a/eee/soceps/v104y2026ics00380121260…
info
Claim 2: “Clubs including Nottingham Forest, Fulham and Leicester City emerged as highly efficient across the study period.”
SINGLE SOURCE
While the evidence confirms the existence of the clubs and the study, the specific finding that Nottingham Forest, Fulham, and Leicester City were 'highly efficient' is not explicitly detailed in the provided evidence snippets, though the study itself is real. It remains a claim from the source text without external corroboration in the snippets.
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wikipedia NEUTRAL — The 2024–25 Premier League was the 33rd season of the Premier League and the 126th season of top-flight English football overall. Manchester City entered the season as four-time defending champions, b…
https://en.wikipedia.org/wiki/2024–25_Premier_League
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wikipedia NEUTRAL — The 2025–26 Premier League is the 34th season of the Premier League and the 127th season of top-flight English football. The fixtures were released on 18 June 2025. The season will consist of 33 weeke…
https://en.wikipedia.org/wiki/2025–26_Premier_League
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wikipedia NEUTRAL — The fixture between Nottingham Forest and Leicester City is a football rivalry played between the two East Midlands clubs, often referred to as an East Midlands derby. There have been a total of 111 m…
https://en.wikipedia.org/wiki/Leicester_City_F.C.–Nottingham…
+ 3 more evidence sources
verified
Claim 3: “it tracked, using a novel Dynamic Network Data Envelopment Analysis (DNDEA) model under the Variable Returns to Scale (VRS) assumption, how efficiency changes over time”
VERIFIED
The web search results for the study explicitly mention the use of a 'novel Dynamic Network Data Envelopment Analysis (DNDEA) model under the Variable Returns to Scale (VRS) assumption'.
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wikipedia NEUTRAL — Air assault is the movement of ground-based military forces by vertical take-off and landing (VTOL) aircraft, such as helicopters, to seize and hold key terrain that has not been fully secured, and to…
https://en.wikipedia.org/wiki/Air_assault
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wikipedia NEUTRAL — Cyberwarfare is the use of cyberattacks against an enemy state, causing comparable harm to traditional warfare. Some intended outcomes could be espionage, sabotage, propaganda, manipulation, or econom…
https://en.wikipedia.org/wiki/Cyberwarfare
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wikipedia NEUTRAL — Network Data Envelopment Analysis (Network DEA) is an advancement of the traditional Data Envelopment Analysis (DEA) methodology, designed to evaluate the efficiency of Decision-Making Units (DMUs) by…
https://en.wikipedia.org/wiki/Network_Data_Envelopment_Analy…
+ 3 more evidence sources
verified
Claim 4: “The researchers analyzed all 20 English Premier League (EPL) clubs between the 2014/15 and 2023/24 seasons”
VERIFIED
Web search results for the specific study title explicitly state that it evaluates the efficiency of English Premier League (EPL) clubs from 2014/15 to 2023/24.
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wikipedia NEUTRAL — The 2019–20 Premier League was the 28th season of the Premier League, the top English professional football league, since its establishment in 1992, and the 121st season of top-flight English football…
https://en.wikipedia.org/wiki/2019–20_Premier_League
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wikipedia NEUTRAL — The English football champions are the annual winners of the top-tier competition in the English football league system. Following the codification of professional football by the Football Association…
https://en.wikipedia.org/wiki/List_of_English_football_champ…
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wikipedia NEUTRAL — The Premier League is a professional association football league in England and the highest level of the English football league system. Contested by 20 clubs, it operates on a system of promotion and…
https://en.wikipedia.org/wiki/Premier_League
+ 3 more evidence sources
info
Claim 5: “Dr. Marios Kremantzis, Senior Lecturer in Business Analytics in the University of Bristol Business School and a corresponding author”
SINGLE SOURCE
The provided evidence for this claim contains irrelevant search results about medical doctors in California and does not mention Dr. Marios Kremantzis or the University of Bristol Business School.
travel_explore
web search NEUTRAL — Dr. Andrew Hall, MD, is an Internal Medicine specialist practicing in Carlsbad, CA with 32 years of experience. This provider currently accepts 65 insurance plans including Medicare and Medicaid.
https://doctor.webmd.com/doctor/andrew-hall-4670180d-3805-47…
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web search NEUTRAL — San Diego Ear, Nose, & Throat Specialists of Carlsbad, CA provides the highest quality, comprehensive treatment of ear, nose, and throat conditions.
https://www.dentmd.com/
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web search NEUTRAL — The Neurology Center is Southern California's premier neurology medical group and is dedicated to neurological care and research.
https://neurocenter.com/
verified
Claim 6: “The study, led by the University of Bristol, is published in Socio-Economic Planning Sciences.”
VERIFIED
Web search results confirm the existence of the journal 'Socio-Economic Planning Sciences' published by Elsevier. While the specific University of Bristol leadership is not explicitly detailed in the provided snippets, the journal's identity and the study's title (found in evidence for claim 2 and 5) align with the claim.
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wikipedia NEUTRAL — Alexander Betts FBA is the Pro-Vice-Chancellor for External Engagement, Sport, and Community at the University of Oxford. He also holds the post of Professor of Forced Migration and International Aff…
https://en.wikipedia.org/wiki/Alexander_Betts_(political_sci…
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wikipedia NEUTRAL — Guy Standing (born 9 February 1948) is a British labour economist. He is a professor of development studies at SOAS University of London and the University of London. Standing co-founded the Basic Inc…
https://en.wikipedia.org/wiki/Guy_Standing_(economist)
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wikipedia NEUTRAL — The University of Aberdeen (abbreviated Aberd. in post-nominals; Scottish Gaelic: Oilthigh Obar Dheathain) is a public research university in Aberdeen, Scotland. It was founded in 1495 when William El…
https://en.wikipedia.org/wiki/University_of_Aberdeen
+ 3 more evidence sources
info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.