Why I don’t like statistical tests

It may come as a shock to discover that a statistician does not like statistical tests. Isn’t that what statistics is all about? Unfortunately, in some disciplines statistical analysis does seem to consist almost entirely of hypothesis testing, and therein lies the problem. The standard practice is to construct a hypothesis test to determine if some attribute of the data is “significant” or not, with the standard p-value threshold of 5%.