Faced with the urgent demand for data talents amid the development of the digital economy and new engineering initiatives, this study is grounded in the application-oriented educational positioning of Suqian University and the talent needs of local pillar industries—including e-commerce, liquor-making, and smart city development in Suqian. It addresses core challenges: the disjunction between the teaching content of the "Data Visual Analysis" course and industrial demands, fragmented teaching re