When analyzing reviews of hospitals on Yelp, Penn Medicine researchers found that the word most associated with negative reviews, including those rated at one-star, was “told,” which appeared almost 20 percent of the posts. Published in the Journal of General Internal Medicine, the study points to the value patients and their loved ones’ place on communication in health care settings. Among the one-star reviews the researchers saw that featured “told” were frustrations about information that was ostensibly shared (“They never told me the cost of any of the procedures”), anger at a lack of listening (“I told her I did not want to discuss it any more but she persisted to badger me.”) and feelings of futility (“Some idiot doctor examined me and told me there was nothing they could do for me.”). A previous study comparing Yelp reviews of hospital emergency departments to those of urgent care centers by Agarwal and his study co-author, Raina Merchant, MD, the director of the Penn Medicine Center for Digital Health and an associate professor in Emergency Medicine, showed that the majority of reviews were of the one-star variety: 47 percent for emergency departments and 30 percent in urgent care centers. Delving deeper, the pair then used a machine learning tool to pick out words that appeared most often in reviews, and correlated them to star levels. After analyzing 51,376 reviews for 1,566 United States hospitals, researchers found that the word “told” appeared in 9,578 reviews, which, taken together, averaged 1.78 stars. When it came to positive reviews, the word “friendly” was found in nearly 11 percent of them, 5,594 total. Along with the word “great,” it correlated the most with five-star reviews. In these, reviews often focused on the clinical staff’s demeanor and attentiveness (“The entire staff was very friendly and made sure we were taken care of.”).
- The Single Word Most Associated with Negative Hospital Reviews on Yelp May Point to Poor Communication. Penn Medicine News. February 14 2019
- “Told”: the Word Most Correlated to Negative Online Hospital Reviews. Journal of General Internal Medicine. 14 February 2019