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The discipline of data science emerged to combine statistical methods withcomputing. At Aalto University, Finland, we have taken first steps to bringeducational data science as a part of daily operations of ManagementInformation Services. This required changes in IT environment: we enhanced datawarehouse infrastructure with a data science lab, where we can read predictivemodel training data from data warehouse database and use the created predictivemodels in database queries. We then conducted a data science pilot with anobjective to predict students' graduation probability and time-to-degree withstudent registry data. Further ethical and legal considerations are neededbefore using predictions in daily operations of the university.

Building Data Science Capabilities into University Data Warehouse to Predict Graduation