While the COVID-19 pandemic significantly transformed post-secondary course delivery formats, little attention has been paid to post-pandemic learner preferences. To address this gap, we designed two scales to advance our understanding of learner preferences for online learning modalities: the Modalities of Digital Education -- Learner Preference (MODE-LP) scale and the Perceptions of Online Learning Scale (POLS). In this proceeding, we describe the development and piloting of these scales, including how they can provide a nuanced understanding of learner preferences for online programs, courses, and course designs and the key underlying factors that impact them. We conclude with a snapshot of preliminary results and a discussion of future research.