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Several investigations on major occupational accidents are demonstrating interest in role of organizational factors. Investigations and evidences manifest that “the root causes involved more than technical or human failures” [1]. Thus, focusing on organizational factors is an important issue in safety as a means of mitigating accident in the workplace. First step for assessing the influence of organizational factors is to identify the relevant organization factors. Out of 22 factors identified from literature review, seven important factors were finalized for Thailand construction industry: communication, culture, management commitment, leadership, organization learning, empowerment, and reward system. At final phase, Bayesian Belief Network was used for handling the complex causality and providing the strategies to enhance the safety work behaviors. According to first alternative, 73.3% of safety work behavior was …