Social Media, Advertising, and Hospital Quality
Discussant: John Romley
This study draws on a unique dataset of hospital-initiated online Facebook content and consumer responses to that content, as of July 2017. We apply algorithms of unsupervised learning of linguistic content to identify common topics. We then identify the topics that elicited the highest overall number of responses, as well as by sentiment. We then consider how hospital’s social media strategy, defined by the topics in their posts and public response, affect financial measures of performance from the Medicare Cost Reports. Finally, we consider how advertising strategy, including expenditures on television, print, and outdoor ads affect patient choice using discharge data from the Hospital Cost and Utilization Project, advertising data from Kantar Media, which tracks advertising across media types, including internet, print, and television, and Hospital Compare measures of clinical quality and patient satisfaction. These data represent a novel contribution in terms of how hospitals have attempted to shape public perception and discourse around their care, from 2006 to 2016.
The analysis focuses on three research questions related to how patients choose credence goods, like hospital services. First, does social media engagement and advertising affect patient choice of hospitals? Second, we test whether changes in patient volume are consistent with patients being more or less likely to visit hospitals of higher clinical quality based on risk-adjusted mortality and readmission rates and non-clinical quality based on patient satisfaction surveys. We separately consider effects for non-emergent conditions, which allow patients to choose a site of care in advance, relative to emergent conditions. The findings of our study apply to broader policy debates as to whether hospital advertising is a mechanism by which geographic and racial disparities in healthcare are amplified or mitigated. To date, the majority of healthcare advertising literature has focused on pharmaceutical advertising. This study’s contributes to policy by examining how advertising in a credence good market, like hospital services, rather than experience goods, like medications, affect patient demand.