The coefficients should be interpreted as the percent change in the probability of overqualification as a function of the independent variable. For instance the coefficient of Age (25-54) for Australia indicates that persons aged 25-54 have 30% lower probability of being overqualified than those aged 16-24. Standard errors in brackets. ***