This research report explores whether there is a causal relationship between specific gambling products and individual gambling harms, specifically problem gambling. The researchers reviewed and used methods from other social science disciplines to make stronger claims about the cause of gambling harm. The study looks at the relationship between eight types of gambling activity (online betting, offline betting, pools, scratchcards, lotteries, pools, offline bingo, and slot machines/FOBTs) on problem gambling. Several British gambling prevalence survey datasets were used: the Health Survey for England in 2012, 2015, 2016 and 2016; the Scottish Health Survey in 2012, 2015, and 2016, and the British Gambling Prevalence Study in 2007 and 2010. The findings suggested that most gambling activities were associated with some degree of an increased risk of addictive behaviour. Certain types of gambling were more associated with addictive behaviour (i.e., online gambling, slots) than others (i.e., lotteries).