Stock market openness and analyst forecast bias

•In addition to regulatory efforts, market forces such as foreign investors' entry can also improve analyst forecast quality.•An increase in analyst effort accompanies the disciplinary role of equity market liberalization.•The disciplinary effect of market openness is greater when other governance mechanisms are less effective.•Shanghai-Hong Kong Connect program improves market quality by putting more pressure on financial analysts hired by brokerage firms included in the program.