“…As previously discussed, the relevance of geographic proximity on the firm financial decisions and firm‐capital structure is well documented. Moreover, recent research shows that local economic factors are important in predicting stock returns (Korniotis & Kumar, ; Parsons, Sabbatucci & Titman, ; Tuzel & Zhang, ). Studies have also investigated the predictive content of analyst recommendations at the individual firm‐level (Malloy, ), industry‐level (Boni & Womack, ; Kadan et al., ; Howe et al., ) and nation‐level (Howe et al., ; Berkman & Yang, ).…”