To drive multi-stakeholder work safety governance in enterprise-intensive areas such as industrial parks，the dynamic mechanism for forming a multi-stakeholder work safety governance model was explored. Firstly，the key stakeholders involved in the industrial park work safety alliance were identified through text-based data mining. Subsequently，a comprehensive investigation was conducted on the development process and governance model of the work Safety Alliance in Suzhou Industrial Park. Finally，an alliance network was proposed to analyze the translation process based on ANT. Then，the dynamic mechanisms of the Industrial Parks work Safety Alliance were investigated. The results indicated that the benefits of resource exchange could be balanced by developing a work safety resource-sharing platform and proposing a multi-agent governance mechanism in a regional work safety alliance，which can promote multiple stakeholders' collaboration in work safety governance. Furthermore，the active mobilization of core actors，coupled with concerted efforts from both internal and external parties，contributes to the efficient operation of the alliance.