Reputation risk is one of the eight risks for commercial banks. Because banking business highly depends on reputation, reputation risk degree influences banking business. Taking Industrial and Commercial Bank of China as an example, by OLS regression analysis, this paper measures and analyzes bank reputation risk on terms of profitability, employee annual salary, dividend payout ratio, the number of agencies, liquidity ratio, etc. and finds out factors influencing commercial bank reputation risk and proposes related policy suggestion.