Strategies and Lessons Learned During Cleaning of Data From Research Panel Participants: Cross-sectional Web-Based Health Behavior Survey Study

Mariana Arevalo   ¹ , PhD ;   Naomi C Brownstein   ^{2, 3, 4} , PhD ;   Junmin Whiting   ² , PhD ;   Cathy D Meade   ^{1, 3, 5} , RN, PhD ;   Clement K Gwede   ^{1, 3, 5, 6} , RN, MPH, PhD ;   Susan T Vadaparampil   ^{1, 3, 7} , MPH, PhD ;   Kristin J Tillery   ⁸ , BA ;   Jessica Y Islam   ^{3, 7, 9} , PhD ;   Anna R Giuliano   ^{3, 7, 9} , PhD ;   Shannon M Christy   ^{1, 3, 6, 7} , PhD

¹ Department of Health Outcomes and Behavior, Moffitt Cancer Center, Tampa, FL, United States

² Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL, United States

³ Department of Oncological Sciences, University of South Florida, Tampa, FL, United States

⁴ Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC, United States

⁵ Department of Genitourinary Oncology, Moffitt Cancer Center, Tampa, FL, United States

⁶ Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL, United States

⁷ Center for Immunization and Infection Research in Cancer, Moffitt Cancer Center, Tampa, FL, United States

⁸ Participant Research, Interventions, and Measurement Core, Moffitt Cancer Center, Tampa, FL, United States

⁹ Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, United States