Identifying self-reporting bias involves careful analysis and consideration of the study design and data collection methods. Researchers can look for inconsistencies in responses, use validation studies, and compare self-reported data with objective measures when available. Awareness of the potential for bias can help in developing strategies to mitigate its impact.