AUTHOR=Olajide Damilola , Eberth Barbara , Ludbrook Anne TITLE=Analysis of Multiple Health Risky Behaviours and Associated Disease Outcomes Using Scottish Linked Hospitalisation Data JOURNAL=Frontiers in Public Health VOLUME=Volume 10 - 2022 YEAR=2022 URL=https://www.frontiersin.org/journals/public-health/articles/10.3389/fpubh.2022.847938 DOI=10.3389/fpubh.2022.847938 ISSN=2296-2565 ABSTRACT=Disease incidence and premature deaths tend to be influenced by multiple health risky behaviours, including smoking, excessive alcohol consumption and unhealthy diet. Risky behaviours tend not to be independent and may have a multiplicative effect on disease incidence and healthcare cost. Thus, understanding the interrelationships between health behaviours and their effect on health outcomes is crucial in designing behavioural intervention programmes. Our central objective is to examine the interrelationship between health risky behaviours and associated disease outcomes amongst Scottish adults. We use hospitalisation episode data from the Scottish Morbidity Records, that have been administratively linked to Scottish Health Surveys respondents with target disease defined by relevant ICD9 and 10 codes. We apply a recursive multivariate probit model to jointly estimate the health risky behaviours and disease incidence to adequately control for unobserved heterogeneity. The model is estimated separately by gender. The results show that, modelling health risk behaviours and disease incidence equations independently rather than jointly may be misleading. We find a clear socioeconomic gradient predicting health risky behaviours and the results differ by gender. Specifically, smoking appears to be a key driver of other health risky behaviours. Current smokers are more likely to be drinking above the recommended limit, physically inactive, and eating inadequate diet. The findings suggest that targeting current smokers to quit in interventions to promote multiple healthier lifestyles may spillover to other behaviours by reducing excessive drinking, improve physical activity and adequate diet amongst individuals with multiple health risky lifestyles. This implies that, improvements in one behaviour may increase the likelihood of adopting other healthier lifestyle behaviours.