Only 20% of the 100 most used edtech products have a research rationale¶

Claim · All claims
Evidence · 1 study · review r2 · q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person · recheck by 2030: baselines and conditions change

Subclaims¶

q2 i? Among the 100 most used edtech products, only 20% have a research rationale grounded in at least one evidence marker. → Ruiz 2025

Evidence¶

Ruiz 2025¶

Ruiz, P., Peters Hinton, V., Prado, Y., Noakes, S., Liberman, B., Chillmon, C., Van Nostrand, P., Shell, A., Karim, S., Dallas, D., & Zachariah, I. (2025). Integrating AI-enabled edtech in PK16 education: Five recommendations for state and district leaders. Digital Promise. https://doi.org/10.51388/20.500.12265/273

q2 · i? · review · r2

The brief reports, in Recommendation 5, that there is limited evidence for the effectiveness of widely used educational technologies, citing that "Only 20% of the 100 most used edtech products have a research rationale" with evidence markers spanning experimental, quasi-experimental, correlational, and rationale-based designations.

"Only 20% of the 100 most used edtech products have a research rationale, meaning the edtech product design is evidence-based and designed to positively impact learning based on at least one of the following evidence markers"

Discussion¶

Related Claims¶

• A strong majority of surveyed edtech products agree that products rooted in learning sciences research have the greatest impact on learning — related
• Certified edtech developers report that learning sciences research helps them name and evaluate their product's expected impact on learning — related
• Technology directors are the least likely to trust evidence from providers, with only 29 percent satisfied with the credibility of provider evidence — related
• The report calls for reframing edtech certification applications to help developers identify equity gaps in the research they use — related