The article focuses on the application of statistical methods in analytical science. It states the presence of several peculiarities in analytical science that can lead to wrong decisions of scientists when searching for accuracy of measurements. It mentions that different results and uncertainties can be produced independent laboratories based on interlaboratory tests. It adds the challenges faced by analytical chemistry in promoting scientific methodology to meet compliance.