New project will use machine learning to help improve engagement in gambling addiction treatment

A new project led by Professor Matt Field at the University of Sheffield aims to significantly improve how people engage with treatment for gambling addiction, thanks to funding from the Academic Forum for the Study of Gambling.
The research team will use sophisticated machine learning – where computers analyse large amounts of data to find patterns – to understand why many individuals drop out of gambling treatment services.
Using data from project partners the NHS Northern Gambling Service, researchers will use sophisticated data analysis techniques to study predictors of treatment retention/dropout and to better understand why a significant 40% of those referred to the service do not attend an initial appointment.
High dropout rates are a recognised challenge in addiction treatment services worldwide, and understanding the specific drivers within the UK's problem gambling support system remains limited. There can be many drivers behind dropout, although current understanding of the precise reasons and predictors of dropout among people in the UK seeking help for problem gambling is relatively weak.
The Academic Forum for the Study of Gambling (AFSG) has award exploratory grants to three projects which aim to provide insights to improve the identification and treatment of gambling harms in the UK. Matt's project 'Understanding and improving engagement and retention in NHS gambling treatment services' will begin in July 2025 and run for a year. It is hoped the findings will be a springboard for future research aimed at developing and testing interventions to improve engagement and retention in gambling treatment.
Speaking about the project, Matt said:
"My colleagues and I are excited to begin this programme of work, which will use advanced statistical techniques that have been used in other areas of mental health and clinical psychology in recent years. We are delighted to partner with the NHS Northern Gambling Clinics, and our findings will shed light on the factors that determine dropout from treatment, in many cases even before the initial clinical assessment. Our approach has the potential to identify client characteristics and other contextual factors that can be the target of focussed interventions to improve engagement and retention in treatment, and thereby improve the outcomes of treatment".
A version of this story was first published on the University of Sheffield website.
-
Professor John Holmes contributes to major new report outlining actions to tackle alcohol harm
SARG Director Professor John Holmes was part of an expert panel that supported the development of 'A Healthier Future: A long-term vision to tackle alcohol harm in the UK', a significant new report published by the Institute of Alcohol Studies (IAS) this week.
-
SARG researchers present on economic modelling and wastewater surveillance at European Public Health Conference
Two researchers from the Sheffield Addictions Research Group (SARG), Dr Charlotte Head and Dr Esther Chanakira, will showcase innovative local-level tools for policy design, including economic modelling and wastewater surveillance, at the European Public Health (EPH) Conference in Helsinki from 11–14 November 2025.
-
SARG to present latest research on alcohol-free and low-alcohol drinks at SSA Annual Conference 2025
Researchers from the Sheffield Addictions Research Group (SARG) are set to present their latest findings on alcohol-free and low-alcohol drinks at the Society for the Study of Addiction (SSA) Annual Conference 2025.
-
New SARG report details alcohol-related health and financial burden in Northern Ireland
The Sheffield Addictions Research Group (SARG) has published new analysis estimating the substantial health and financial toll of alcohol consumption in Northern Ireland, using the most recent available post-pandemic data.
You might also be interested in…
-
Understanding and improving engagement and retention in NHS gambling treatment services
This project uses advanced data analysis techniques to understand and address the challenges of engaging individuals in NHS gambling treatment services.
-
Ellen McGrane speaks on gambling marketing at public health event
SARG Research Associate Ellen McGrane presented research on the links between gambling marketing and behaviour at a recent event on the role local authorities play in creating healthier local environments.
-
Researchers win prestigious Public Health Journal Paper of the Year Award with research on gambling advertising and public health
A team of researchers, including members of the Sheffield Addictions Research Group (SARG), has been honoured with the prestigious Public Health Journal Paper of the Year award.
