Research scholar and attorney Elana Zeide gave a presentation about the ethical use of big data in education in October 2016. She addresses embedded assessments as a part of personalized learning and competency based education. Information on youtube includes:
Education is increasingly big data-driven. Digitally-mediated education tools, social media data mining, and the Internet of Things generates a wealth of data about students’ actions both within and outside classrooms. Personalized learning platforms use detailed, real-time learner information to adjust instruction, assessment, and guidance automatically through adaptive structures and artificial intelligence. These algorithmic profiles can also serve as credentials in the place of traditional resumes and transcripts, and, in doing so, provide more access to better quality, lower-cost education and socioeconomic opportunity.
This presentation examines the rise, promise, and perils of big data-driven education. New technologies and infrastructures may have unintended consequences that undermine the very goals reformers seek to achieve. As part of an emerging “scored society,” reliance on what I call “algorithmic credentials” also has important implications for society, the economy, and democracy.