If the model fits the data perfectly, <imgsrc="https://latex.codecogs.com/svg.latex?Dev&space;=&space;0"title="Dev = 0"/>. In practice, <imgsrc="https://latex.codecogs.com/svg.latex?L(M_1)&space;<&space;L(M_y)"title="L(M_1) < L(M_y)"/> and therefore, <imgsrc="https://latex.codecogs.com/svg.latex?Dev&space;>&space;0" title="Dev > 0" />. Another common global measure of fit is a generalized Pearson's <img src="https://latex.codecogs.com/svg.latex?\chi^2"title="\chi^2"/> statistic: