The social impact of Infrastructure projects has attracted the great attention of researchers. One social impact dimension is externalities, which can be either positive or negative. This research aims to develop a model to assess the externalities of infrastructure projects considering impacted stakeholders. Data will be collected from a survey and social media. Multiple statistical analysis methods and data mining techniques will be adopted.