Claims

Randomized A/B tests of interventions encouraging higher-level study increased lessons completed per level by more than 10% and increased overall studying activity

Claim · All claims
Evidence · 1 study · causal r? · q3
Currency · newest study 2021 · not yet checked against its sources · not reviewed by a person
Evidence quality · No study behind this claim is a peer-reviewed article with a DOI: it rests on a source with no registered publication record (a web page, book or unpublished report). It is kept because 2 design pages cite it; treat it as a lead to check, not an established finding.

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q3 i? Design elements giving a visual stand-in for the levels system and a pop-up redirect prompting the next level produced >10% increases in lessons completed at each level beyond the foundational level. → Lucy Portnoff 2021

Evidence

Lucy Portnoff 2021

Lucy Portnoff, Erin Gustafson, Klinton Bicknell and Joseph Rollinson. (2021). Methods for Language Learning Assessment at Scale: Duolingo Case Study. Proceedings of The 14th International Conference on Educational Data Mining (EDM21). https://educationaldatamining.org/edm2021/

q3 · i? · causal · r?

Randomized controlled experiments (A/B tests) on the Duolingo platform tested visual stand-in design elements and a pop-up redirect button prompting learners to start the next level. The article reports ">10% increases in the number of lessons completed" per level and significantly more overall studying activity; no standardized effect size is printed.

"Randomized controlled experiments (i.e., A/B tests) introducing these changes showed >10% increases in the number of lessons completed in each level beyond the required foundational level and significantly more studying activity on the app overall."

Discussion

Page metadata
Field Value
type claim
id ab-tests-level-interventions-increase-lessons
title Randomized A/B tests of interventions encouraging higher-level study increased lessons completed per level by more than 10% and increased overall studying activity
description Randomized A/B tests of interventions encouraging higher-level study increased lessons completed per level by more than 10% and increased overall studying activity
status review
evidence_strength moderate
newest_evidence 2021
generated by process:wiki-ingest on 2026-09-27
trust unverified — no one has confirmed this page's content
sources 1 — lucy-portnoff-2021

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