Toward the Ideal Tutor: Active Learning, Motivation, and the Promise (and Limits) of AI in Education
How close can we get to the learning gains of expert one‑to‑one coaching in university courses? One-to-one coaching — combining deliberate practice, instant feedback, and affective support — is widely recognized as the gold standard for learning. Drawing on our Science 2011 study, I will illustrate what ³ó¾±²µ³ó‑l±ð²¹°ù²Ô¾±²Ô²µâ€‘d±ð²Ô²õ¾±³Ù²â active learning (many decisions and feedback cycles per unit time) looks like and why it is so effective.
I will then discuss findings from our PNAS 2019paper, on the illusion of learning: when instruction is more effortful and thus, perceived as disfluent, students often feel they learn less even as their performance improves—an instance of fluency bias that favors polished lectures over productive struggle and can negatively distort student course evaluations. I will also share new results from two‑stage exams—now common in North America—where students complete an individual exam and immediately retake it in groups for partial credit (e.g., 20%). In a randomized comparison of post-exam feedback conditions, students who received group exam feedback scored ~10% higher on later isomorphic questions than those who received instructor feedback, even though students in the group-exam condition spent much of the time debating errors (roughly 40% of the time)—showing the cognitive value of explicit error engagement, a hallmark of deliberate practice that is rarely taught in higher education. Finally, I will examine the role of AI in education, highlighting both promising applications that enhance engagement and the critical limitations that prevent current systems from approximating true tutors, given their limited capacity to capture the nuances of student thinking.
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Please mark your calendars for our upcoming event:
- October 2025: Olga Dysthe (UiB) and Ingunn Johanne Ness (UiB), Wednesday, 29. October 14.00 – 15.30 CEST
- November 2025: Brian Beatty (San Francisco State ľ¹Ï¸£ÀûÓ°ÊÓ), date and time TBD
- January 2026: Claudia Cornejo Happel (Embry-Riddle Aeronautical ľ¹Ï¸£ÀûÓ°ÊÓ), date and time TBD
- February 2026: Anja Salzmann (UiB), date and time TBD
- March 2026: Anna Santucci (ľ¹Ï¸£ÀûÓ°ÊÓ of Virginia), date and time TBD
- April 2026: Vigdis Stokker (HVL), date and time TBD
- May 2026: Kasturi Behari-Leak (ľ¹Ï¸£ÀûÓ°ÊÓ of Cape Town), date and time TBD
Finally, everyone is always welcome at these events. People can also use this link to .
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