Table 1

Study methodological path

StagesPhaseStepsDetails
Stage I: Review planning1Review proposalMeta-analysis of previous studies that discuss CE and I4.0
2Review protocol developmentThe applied protocol has followed the parameters below
  1. Search Strings: “circular economy” OR “circular economy*” AND “Artificial intelligence” OR “Industry 4.0” OR “digital Technologies” OR “smart factory” OR “Deep learning” OR “Machine learning” OR “Artificial Neural Networks” OR “Natural Language Processing” OR “Expert systems” OR “Fuzzy” OR “convolutional neural network” OR “advanced manufacturing”. Search strings that sought to include the studied themes

  2. Consulted databases: Scopus and Web of Science

  3. Criterion for including studies: business, management and accounting-related publications

  4. Studies should be available in complete form

Stage II: Review conduction3Studies selectionData plotting into as Excel spreadsheet, with specific columns to arrange data of interest for this study, like title, author, year, journal, general objective of the study, study type, research limitations and recommendations to future studies
4Data synthesisInformation was synthetized in graphics, tables, and charts, to enable answering the research question
Stage III: Results presentation5Data analysisMapping of current status of previous studies on CE and I4.0, looking for new research paths based on research objectives, limitations as well as recommendations for future studies
6Discussion and conclusionsReflection on key findings. Based on the evidence, we have built propositions for new studies, unprecedented and original. Conclusions were laid out aiming at highlighting practical and theoretical contributions of this study

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