This article discusses the ethics of official statistics and the use of mixed research methods in data collection, analysis, and interpretation. It covers the UN fundamental principle 5, recommendations on data sources, and the advantages of mixed methods over single methods. The article also provides an example of implementing mixed methods in a case study.