Before revision:  In this study, an innovative forecasting model, which employs machine learning algorithms, is developed to estimate construction workers' behavioural tendency based on the Big Five personality taxonomy .
After revision:  In this study, an innovative forecasting model, which employs machine learning algorithms, is developed to numerically simulate the predictive relationship between construction workers' behavioural tendency based on the Big Five personality taxonomy .