Subtle indirect cueing feedback tends to have higher impacts on learning outcomes than other forms of feedback, per research the review cites¶

Claim · All claims
Evidence · 1 study · review r2 · q2
Currency · newest study 2026 · checked against its sources 2026-10-18 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims¶

q2 i? Indirect cueing methods, such as leading questions without directly referring to the content, tend to have higher impacts on learning outcomes than other forms of feedback. → Kirk Vanacore 2026

Evidence¶

Kirk Vanacore 2026¶

Kirk Vanacore, Ryan S. Baker, Avery H. Closser, and Jeremy Roschelle. (2026). The Path to Conversational AI Tutors: Integrating Tutoring Best Practices and Targeted Technologies to Produce Scalable AI Agents. arXiv preprint. https://arxiv.org/abs/2602.19303 doi:10.48550/arxiv.2602.19303

q2 · i? · review · r2

Narrative review of human tutoring research reporting that cueing methods "tend to have higher impacts" than other feedback forms, citing Hattie and Timperley. No effect size is printed; the hedge 'tend to' is retained.

"These methods of “cueing” tend to have higher impacts on learning outcomes than other forms of feedback [26]. To do this, tutors often present leading questions or more general prompts without directly referring to the content"

Discussion¶

Related Claims¶

• Feedback improves learning by a medium amount on average, but its effect varies widely with the information it carries, and a substantial share of feedback effects are negative — the general claim this finding bears on, with the studies behind it
• Initial short-answer tests outperform initial multiple-choice tests mainly when feedback follows them; without feedback, the higher initial success of multiple-choice tests can favor multiple-choice — related
• The benefits of retrieval practice do not depend on an exact match between initial retrieval practice conditions and the final test format — related
• Initial retrieval conditions that provide less cue support, such as free recall rather than recognition or fewer letter cues, tend to produce better retention despite lower initial success — related