We have conducted bivariate and multivariate statistical analysis of data measuring the integrated luminosity, shape, and potential depth of the Einstein sample of early-type galaxies (presented by Fabbiano et al. 1992). We find significant correlations between the X-ray properties and the axial ratios (alb) of our sample, such that the roundest systems tend to have the highest L(X) and L(X)/L(B). The most radio-loud objects are also the roundest. We confirm the assertion of Bender et al. (1989) that galaxies with high L(X) are boxy (have negative a(4)). Both a/b and a(4) are correlated with L(B), but not with IRAS 12 mu m and 100 mu m luminosities. There are strong correlations between L(X), Mg-2, and sigma(v) in the sense that those systems with the deepest potential wells have the highest L(X) and Mg-2. Thus the depth of the potential well appears to govern both the ability to retain an ISM at the present epoch and to retain the enriched ejecta of early star formation bursts. Both L(X)/L(B) and L(6) (the 6 cm radio luminosity) show threshold effects with sigma(v), exhibiting sharp increases at log (sigma(v)) approximate to 2.2. Finally, there is clearly an interrelationship between the various stellar and structural parameters: The scatter in the bivariate relationships between the shape parameters (a/b and a(4)) and the depth parameter (sigma(v)) is a function of abundance in the sense that, for a given a(4) or a/b, the systems with the highest sigma(v) also have the highest Mg-2. Furthermore, for a constant sigma(v), disky galaxies tend to have higher Mg-2 than boxy ones. Alternatively, for a given abundance, boxy ellipticals tend to be more massive than disky ellipticals. One possibility is that early-type galaxies of a given mass, originating from mergers (boxy ellipticals), have lower abundances than ''primordial'' (disky) early-type galaxies. Another is that disky inner isophotes are due not to primordial dissipational collapse, but to either the self-gravitating inner disks of captured spirals or the dissipational collapse of new disk structures from the premerger ISM. The high measured nuclear Mg-2 values would thus be due to enrichment from secondary bursts of star formation triggered by the merging event.