This paper employs the ordinary least squares (OLS) method to perform multiple regression analysis of tax evasion in Taiwan, and explores the influences of detection rate, penalty level, income level, tax burden, and moral cost (tax morale) & social cost (social norms) over tax evasion. Five conclusions can be drawn from this research. The first and most important one, this research simultaneously demonstrates that the deterrent effects of detection rate and of penalty level are lagged and significant. Second, a higher income level motivates taxpayers to commit tax evasion. Third, a larger tax burden decreases tax evasion. Fourth, the effect of tax morals and social norms on evasion is significant. A higher evasion rate in last year stimulates more evasion in the following year. Finally, the tax evasion rate has a declining trend from 2003 to 2013.