“…Finally, this paper is also related to the emerging literature on mobile applications. Examples include Ghose and Han (2014), Bresnahan, Orsini and Yin (2014), Mendelson and Moon (2016), Mendelson and Moon (2018), Huang (2018), Leyden (2019), Ershov (2020), Li, Bresnahan and Yin (2016), Wang, Li and Singh (2018), Leyden (2021), Allon et al (2021), Singh, Hosanagar andNevo (2021) and Janssen et al (2021). In terms of methodology, this paper is most closely related to Leyden (2019) which also develops an empirical model to rationalize app developers' upgrading decisions for a different research question.…”