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The SPSS26.0 and AMOS24.0 were used to analyze data, and the hierarchical regression analysis was used to test the model.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>This study reached a set of interesting results where it was confirmed that there is a significant relationship between SCCert and SCEffi. It further confirmed the inverted U-shaped moderating effect of SCComp between SCCert and SCEffi: on the left side of the threshold, the increase of SCComp will enhance the promotion effect of SCCert on SCEffi, while on the right side of the threshold, excessive SCComp will rather weaken the promotion effect of SCCert on SCEffi.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Practical implications<\/jats:title><jats:p>The findings provide implications for supply chain efficiency enablers to introduce\/promote certification upgrading actions. The study provides a framework for solving the power and constraint problem of supply chain efficiency change.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>Findings provide deeper and new insights into threshold feature of supply chain complexity, analyzing how supply chain certification activity realize supply chain efficiency reform through the moderating role of supply chain complexity.<\/jats:p><\/jats:sec>","DOI":"10.1108\/k-10-2023-2201","type":"journal-article","created":{"date-parts":[[2024,1,5]],"date-time":"2024-01-05T23:23:41Z","timestamp":1704497021000},"page":"2204-2223","source":"Crossref","is-referenced-by-count":2,"title":["Impact of certification on efficiency: a study of the inverted\u00a0U-shaped moderating role\u00a0of supply chain complexity"],"prefix":"10.1108","volume":"54","author":[{"given":"Jingmin","family":"Wang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6579-9958","authenticated-orcid":false,"given":"Ligang","family":"Cui","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maozeng","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"140","published-online":{"date-parts":[[2024,1,9]]},"reference":[{"key":"key2025030505250505700_ref001","volume-title":"Multiple Regression: Testing and Interpreting Interactions","year":"1991"},{"issue":"8","key":"key2025030505250505700_ref002","doi-asserted-by":"publisher","first-page":"1589","DOI":"10.1108\/imds-09-2016-0357","article-title":"Food supply chain integrity: the need to go beyond certification","volume":"117","year":"2017","journal-title":"Industrial Management and Data Systems"},{"key":"key2025030505250505700_ref003","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2023.108738","article-title":"TruCert: blockchain-based trustworthy product certification within autonomous automotive supply chains","volume":"109","year":"2023","journal-title":"Computers and Electrical Engineering"},{"issue":"3","key":"key2025030505250505700_ref004","doi-asserted-by":"publisher","first-page":"400","DOI":"10.1080\/23322373.2021.1927448","article-title":"Moderating effect of supply chain complexity in governance mechanisms and operational performance relationship: evidence from a sub-Saharan African market","volume":"7","year":"2021","journal-title":"Africa Journal of Management"},{"key":"key2025030505250505700_ref005","doi-asserted-by":"publisher","DOI":"10.1080\/13675567.2023.2280094","article-title":"Enhancing supply chain efficiency: a holistic examination of hybrid forecasting models employing mode and PERT technique as deterministic factors","year":"2023","journal-title":"International Journal of Logistics Research and Applications"},{"issue":"4","key":"key2025030505250505700_ref006","doi-asserted-by":"publisher","first-page":"1456","DOI":"10.1111\/poms.13623","article-title":"Quality certification in agricultural supply chains: implications from government information provision","volume":"31","year":"2022","journal-title":"Production and Operations Management"},{"issue":"1","key":"key2025030505250505700_ref007","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1108\/ijlm-10-2018-0273","article-title":"Do not expect others do what you should! 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