“…There are a few studies that provide measurable criteria and a threshold for distinguishing between the hedge, speculative, and Ponzi categories. These include Mulligan (2013), Nishi (2016), Davis, Souza, and Hernandez (2017), and Torres Filho, Marins, and Miaguti (2017), as summarized in table 4 by highlighting the objective, data, time domain, definition, thresholds for financing regimes (hedge, speculative, and Ponzi), and measurement for each. 8 We use the first and the last available of these studies (Mulligan [2013] andTorres Filho, Marins, andMiaguti [2017]) to classify our sample of non-bond-issuing and bond-issuing firms for the years 2010 and 2015 into hedge, speculative, and Ponzi categories according to the criteria and thresholds provided by the authors.…”