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, 2019; Roderique-Davies et al. Differences have also been reported between males and females in the association between sports betting and substance use. , 2018). Not all studies identified clear associations between sports betting and problem gambling. In Gainsbury et al. , (2018a, 2018b) reported that these types of wagers were statistically predicted by problem gambling and greater buying impulsiveness, among other factors. online casino

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A more detailed approach to predicting the length of a survey is depicted in Figure 1, which takes both survey length and pay rate into consideration when predicting the time it takes Workers to answer a single question. For longer surveys with 108 questions or above, time per question is closer to 8.3 seconds per question, and is independent of pay rate. For medium length surveys with 65 questions, time per survey can range between 9.2 seconds for a pay rate of $1.8 per hour, 10 seconds per question at $3.50 per hour, and 10.6 seconds for a pay rate of over $5 per hour. Shorter surveys with 28 questions are answered at a rate of 10 seconds per question at $1.80 per hour, 11.5 seconds per question at $3.50 per hour and over 13.2 seconds for pay rates of over $5 per hour. Overall, higher pay rates are most effective at increasing completion time for shorter surveys. This approach probably also generalizes to non-MTurk online surveys and paper and pencil surveys, but more research should be done to compare completion time across different platforms. Completion time refers to the time it takes a Worker to complete a HIT. It is important for a Requester to correctly estimate completion time so as to set the appropriate pay rate. This is often difficult to do accurately however, and Requesters often end up over or underestimating completion time and, consequently, pay rate. In a previous post we showed that lower pay rates are associated with higher dropout. Thus, misestimating completion time, and not setting an appropriate pay rate as a result, can have negative effects on data quality. How long do Workers take to answer a single survey question? The relationship between pay rate and question time was then explored at different levels of the continuous survey length moderator using the Johnson-Neyman bootstrapping technique (Hayes, 2012). The Johnson-Neyman bootstrapping technique revealed that while pay rate does not significantly influence question time for surveys that are longer than 108 questions, for surveys that are shorter pay rate is associated with significant increases in question time. Figure 1, shows the slopes (representing the association between pay rate and question time) at three different levels of survey length. The three levels of survey length in Figure 1 correspond to the average number of questions in a survey (65) and one standard deviation above (108) and below (28) the average. It is possible that the overall moderation by survey length was not significant because the moderating effect of survey length may not be linear. In the absence of an overall moderation effect, the Johnson-Neyman analysis, which probes the interaction across the range of the continuous moderator, suggests that higher pay rate is associated with an increased time that Workers spend per question, particularly for surveys that are shorter than 42 questions. online casino

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