Purpose Structural equation modelling (SEM) is a universal statistical tool used in different disciplines to visualise and validate multiple correlations concurrently. However, the potential application of SEM in construction management studies is less defined within the existing literature. Hence, the present paper reviews and organise the scattered knowledge on SEM applications in the construction management research domain along with the gaps and emerging areas. Design/methodology/approach This study followed a step methodological approach including (1) journal selection, (2) relevant paper selection and (3) qualitative analysis to obtain a comprehensive overview of SEM applications in the construction management area. The present paper reviews the 262 SEM-based articles published in 17 selected peer-reviewed journals from 2014 to 2024, June. Findings Yearly publication trends have identified the steady growth of SEM-related publications over time, with notable publication growth observed starting in 2020. Safety management and green or sustainable construction are the most popular SEM applications in this field. The study findings further stated that CB-SEM via AMOS and PLS-SEM using Smart-PLS software were the widely applied tools in SEM applications. Furthermore, reviewed articles highlight certain discrepancies between the main SEM approaches in terms of research methods, model creation and assessment. The latter part of the study includes a detailed explanation of the common issues and recommendations for using SEM. Originality/value The study gives an insightful guidance framework for future researchers interested in SEM in construction management.