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 neural network algorithms, is developed to estimate construction workers' behavioural tendency based on the Big Five personality taxonomy .