James Grace discusses structural equation modeling and iterative partial least squares analysis, as well as the kinds of methods that need to be developed to gain a greater understanding of complex natural systems. There is increasing recognition that ecological systems are so complex that major advances will only come as techniques are developed for looking at networks of variables, rather than by looking at one variable at a time.