Predictive Analytics
The video and the article from the module both emphasize how educational data can be used to improve student outcomes through predictive analytics and data-informed decision-making. While the video explained the practical applications of predictive analytics in schools, the article provided a more technical explanation of how predictive modeling works and why it is becoming an important tool for educators and school leaders. One of the biggest ideas I learned is that predictive modeling goes beyond simply looking at a student's grades or attendance. Instead, it combines many different types of information including attendance patterns, behavior, course performance, assessment results, and even nonacademic factors to estimate the likelihood that a student may struggle academically or fail to reach important milestones. Rather than labeling students as simply "at risk" or "not at risk," predictive modeling assigns a probability of success or failure, allowing edu...