Researchers transitioned to remote delivery of clinical trials during the COVID-19 pandemic. While remote delivery has various advantages, trial success is now dependent on technology. Physical functioning assessments in our two randomized controlled exercise trials have transitioned to remote delivery via a video conferencing interface called Cisco Webex. We report on interim analyses of inter- and intra-rater reliability and detail technological factors that may affect the data's reliability.