This data set includes all references included in the review paper entitled "Transforming data into knowledge for improved wastewater treatment operation: A critical review of techniques". It also includes the analysis of the data included in the review paper, on the number of citations per year and per paper, the background of authors, the countries involved in each paper, etc.