Global and combinatorial optimization heuristics are widely used in different areas ranging from engineering to operational research. The use of the Threshold Accepting heuristic is one very powerful example of such techniques. This introduction to the fast growing field of optimization heuristics for both statistics and econometrics offers the knowledge to use the techniques in a number of different application areas.