Missing Data in Research on Youth and Family Programs.

BACKGROUND: Multilevel data can be missing at the individual level or at a nested level, such as family, classroom, or program site. Increased knowledge of higher-level missing data is necessary to develop evaluation design and statistical methods to address it. METHODS: Participants included 9,514 individuals participating in 47 youth and family programs nationwide who completed multiple self-report measures before and after program participation. Data were marked as missing or not missing at the item, scale, and wave levels for both individuals and program sites. RESULTS: Site-level missing data represented a substantial portion of missing data, ranging from 0-46% of missing data at pre-test and 35-71% of missing data at post-test. Youth were the most likely to be missing data, although site-level data did not differ by the age of participants served. In this dataset youth had the most surveys to complete, so their missing data could be due to survey fatigue. CONCLUSIONS: Much of the missing data for individuals can be explained by the site not administering those questions or scales. These results suggest a need for statistical methods that account for site-level missing data, and for research design methods to reduce the prevalence of site-level missing data or reduce its impact. Researchers can generate buy-in with sites during the community collaboration stage, assessing problematic items for revision or removal and need for ongoing site support, particularly at post-test. We recommend that researchers conducting multilevel data report the amount and mechanism of missing data at each level.

Cultural Considerations for Psychologists in Primary Care.

Many health concerns in the United States (e.g., diabetes) are routinely managed in primary care settings. Regardless of the medical condition, patients' health is directly influenced by factors such as healthcare providers and cultural background. Training related to how behaviors influence health, coupled with training on how cultural diversity intersects with mental health, allows psychologists to have the relevant expertise to assist in the development of primary care behavioral health interventions. However, many psychologists in primary care struggle with how to integrate a culture-centered paradigm into their roles as behavioral health providers. This paper provides an introduction on how three culture-centered concepts (providers' cultural sensitivity, patient-provider cultural congruency, and patients' health literacy) can be applied in primary care using the Five A's Organizational Construct and a model of cultural competence. In addition, the paper includes a section on integration of cultural considerations into consultation and training and concludes with a discussion of how the three culture-centered concepts have implications for health equity.