We have investigated how to use scientific text mining and knowledge graphs to identify safety risks before, during, and after construction. • Xu, N., Ma, L.*, Wang, L., Deng, Y. and Ni, G., (2021). "Extracting the Domain Knowledge Elements of Construction Safety Management: A Rule-based Approach Using Chinese Natural Language Processing." Journal of Management in Engineering (in press). • Fang, W., L. Ma, P. E. D. Love, H. Luo, L. Ding and A. Zhou (2020). "Knowledge graph for identifying hazards on construction sites: Integrating computer vision with ontology." Automation in Construction 119: 103310. • Xu, N., Q. Liu, L. Ma, Y. Deng, H. Chang, G. Ni and Z. Zhou (2020). "A Hybrid Approach for Dynamic Simulation of Safety Risks in Mega Construction Projects." Advances in Civil Engineering 2020: 9603401.