Self-reported sexual behavior
Sexual activity and condom use are self-reported, which can be prone to misreporting due to social desirability bias. The authors attempt to address this with robustness checks using pregnancy outcomes and statistical methods.
Limited impact on own survival expectations
The intervention did not significantly change individuals' own survival expectations, potentially due to private information about their health, traditional beliefs, or measurement error, limiting one hypothesized pathway for behavior change.
Coarse measurement of probabilities
Survival probabilities were elicited by allocating peanuts (split into halves), allowing for 5-percentage-point increments. This relatively coarse measurement might be an issue for very low probability events, although the authors note their mortality risks are not that small.
External validity and generalizability
The study focuses on mature adults (45+) in rural Malawi, a high HIV-prevalence environment. The findings may not be directly generalizable to different age groups, urban settings, or regions with different disease profiles or cultural contexts.
Long-term effects unknown
The follow-up was one year post-intervention. The authors state that 'Future follow-ups are necessary to show if the BenKnow intervention had long-term well-being implications,' leaving the sustainability of behavioral changes and well-being impacts open.
Small sample for specific subgroups
The analysis of interactions with HIV status was limited by a small number of HIV+ individuals, potentially affecting the statistical power to find significant differences for this subgroup.
Assumptions about precise subjective probabilities
The analysis assumes individuals hold precise subjective probabilities, while the authors acknowledge that in changing environments, individuals might exhibit deep uncertainty and hold imprecise beliefs, which is not fully captured.