Who: Broward College and Azure Machine Learning
Broward College, a nationally recognized public college in Florida, is dedicated to the success of its students and the community. To improve student retention rates, the college leveraged Azure Machine Learning and responsible AI to analyze data and identify key predictors of attrition. Armed with this information, Broward College implemented data-driven strategies to support students on their educational journey.
What: Enhancing student retention with AI
Broward College sought to leverage its data to better understand student pathways and increase retention rates. By utilizing Azure Machine Learning, the college aimed to identify factors that contribute to student attrition and develop actionable strategies to support students throughout their educational experience.
Before: Addressing student challenges
Each Broward College student has unique circumstances and challenges. The institution recognized the need to uncover new solutions to decrease the rate of student attrition and provide personalized support to ensure students succeed. Data-driven insights were crucial to achieving this goal.
The process: Unveiling key predictors of attrition
With the implementation of Azure Machine Learning, Broward College identified five key predictors of student attrition: cumulative credit hours earned, cumulative GPA, high school degree and/or GED status, and course modality. These predictors now inform data-driven strategies campus-wide, including personalized interventions and modifications to course design and scheduling.
After: Data-driven support and student success
By leveraging Azure Machine Learning, Broward College can respond to students’ needs more efficiently and accurately. The technology enables quick data processing, revealing insights that were previously time-consuming to obtain. Personalized interventions, such as encouraging additional courses based on credit hours earned, help support students along their educational journey and reduce the risk of attrition.
Conclusion: Transforming lives through data and AI
Broward College’s commitment to student success aligns with responsible AI principles. By harnessing the power of data and machine learning, the college ensures equal opportunities for education and addresses potential biases that may impact student outcomes. The success of implementing Azure Machine Learning in student retention initiatives has paved the way for Broward College to continue using AI to tackle complex challenges in higher education. Empowering students through enhanced support leads to long-term positive impacts on individuals, the community, and economic mobility.
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