LDA however relies on a complex underlying probabilistic model and a number of assumptions. Therefore, even though off-the-shelf software is available to compute LDA models, the user of this software must be aware of potential pitfalls and caveats. This chapter has outlined the basics of the underlying conceptual model and discussed these pitfalls in order to enable the informed use of this powerful method.