PurposeThe purpose of this research is to explore the deployment of the total quality management (TQM) paradigm in the TQM Journal in relation to the context of the 21st century. The study builds on the theoretical framework of the four quality paradigms that together compose TQM. The four paradigms differ in their effectiveness based on the context in which they are used. In a complex context, one would expect the reflective and the emergence paradigm to flourish. The TQM Journal is one of the leading scientific journals on TQM. If the assumption that the reflective and emergent paradigm would flourish in a complex environment is correct, one will see that represented in the past five years of scientific research in that magazine.Design/methodology/approachThe TQM Journal articles of the past five years from January 2016 till January 2021 have been chosen as the scope of an exploratory review. The author assessed the title and abstract of all articles based on the characteristics of the four quality paradigms, as described in the theoretical framework. If the title and abstract did not provide enough data to take the decision for the assessment, the whole article has been taken into account. The results have been collated, summarized and reported. Based on the results, the author explores the possible patterns.FindingsIn total, 283 articles from 2016 to 2021 (from Volume 28, Issue 1 to Volume 33, Issue 1) were included in this study. In total, 45 were read fully to be able to characterize the article. Most of the studies relate the tertiary (33.3%) and secondary (27.9%) sectors. Healthcare was the sector in 32 of the cases (11.3%). Most studies have been conducted in Europe (n = 82, 28.9%) and Asia (n = 58, 20.5%). Within Europe, Italy was the most prolific country with, respectively, 25 (30.8%) of the articles. The USA and Canada only had five articles in these five years (1.8%). Many articles did not specify the region. More than half of the articles (52.4%) worked with surveys, questionnaires or other methods to involve the customer in the research; 16 articles (5.6%) used experts in the field through expert panels and such to collect data from. In total, 107 articles (37.8%) did involve no other stakeholders than the researchers themselves. Eight studies (2.8%) used action research or co-design methodology to create optimal stakeholder participation. Based on the data, four patterns can be discovered: the context sensitivity of the articles, reflexivity, coping with uncertainty and co-creation.Research limitations/implicationsIt is acknowledged that the articles in the study were published in just one scientific journal. One can expect that this will be represented in other journals on TQM. Still, it would be interesting to conduct a follow-up study in other journals on TQM and compare the results. The research is done by one subjective researcher.Practical implicationsResearch on TQM should take the complexity of the context into account. For that purpose, researchers should focus more on the emergence paradigm within TQM.Originality/valueThis study is the first to investigate TQM as a holistic paradigm, including the empirical, reflective, reference and emergence paradigm in TQM research.