Methods: Data was obtained from the 2019 National Survey on Drug Use and Health. The sample consists of 41,540 respondents aged 12+. First, a confirmatory factor analysis (CFA) was conducted to compare the factor structure (single vs. multi-factors, formative vs. reflective) of despair. Second, a theoretical mediation model was estimated to test the direct and indirect effects between the independent variable, poverty (proxy for economic marginalization; dichotomous—above vs. below federal poverty line) and outcome, opioid misuse (dichotomous—no opioid misuse vs. opioid misuse) with despair as the mediating variable. Mplus was used to estimate all models and 95% confidence interval was used for all results.
Results: CFA results supported the one factor model with 6 items (nervousness, hopelessness, restlessness, anhedonia, effort, worthless) with all factor loadings >= 0.7 and acceptable fit indices (χ2 = 4900.13, p=0.00, RMSEA=0.1, SRMR=0.03, CFI=0.97, TLI=0.95). Results support the theoretical mediation model with good fit indices (χ2 = 2285.05, p=0.00, RMSEA=0.05, SRMR=0.03, CFI=0.96, TLI=0.94). The direct (0.12), indirect (0.08), and total effect (0.19) coefficients are significant. Poverty increases the probability of despair and opioid misuse by 25% each (OR=1.25) and despair increases the probability of opioid misuse by 99% (OR=1.99). Lastly, the probability of opioid misuse is 16% higher when despair mediates the relationship between poverty and opioid misuse (OR=1.16).
Conclusion: The study has theoretical and practical implications. First, this is the first study to our knowledge to examine despair’s factor structure and test it as a mediating variable, thus confirming significant part of “deaths of despair” theory. Second, it underscores the role of economic factors while identifying despair as the mechanism through which it impacts opioid misuse. Thus, despair could be targeted in interventions, but it is equally important to address a lack of economic resources or opportunities in treatment programs. Lastly, results also highlight the need to address poor economic conditions at a macro level (community, state, or federal) as these macro conditions leads to individual experiences of despair driving up the opioid misuse and deaths.