Building example-tracing tutors with CTAT is 4–8 times as cost-effective as estimates for ITS development from the literature.¶
Claim · All claims
Evidence · 1 study · reviewr1·q2
Currency · newest study 2016 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Creating example-tracing tutors with CTAT was shown to be 4–8 times as cost-effective as estimates for ITS development from the literature. → Aleven 2016
Evidence¶
Aleven 2016¶
Aleven, V., McLaren, B. M., Sewall, J., van Velsen, M., Popescu, O., Demi, S., Ringenberg, M., & Koedinger, K. R. (2016). Example-Tracing Tutors: Intelligent Tutor Development for Non-programmers. International Artificial Intelligence in Education. https://doi.org/10.1007/s40593-015-0088-2
q2 · i? · review · r1
The article's abstract states "Creating example-tracing tutors was shown to be 4–8 times as cost-effective as estimates for ITS development from the literature". This is a comparative cost-effectiveness claim based on prior work.
"Creating example-tracing tutors was shown to be 4–8 times as cost-effective as estimates for ITS development from the literature."
Discussion¶
Related Claims¶
- Model-tracing/cognitive tutors and example-tracing tutors are the predominant ITS types designed with authoring tools, together accounting for almost 40% of included studies — related
- CTAT-built example-tracing tutors have been used by approximately 44,000 students and account for 40% of the data sets in DataShop. — related
- CTAT-built example-tracing tutors have been shown to be effective in helping students learn in real educational settings, often with large pre/post effect sizes. — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
example-tracing-tutors-4-8-times-cost-effective |
title |
Building example-tracing tutors with CTAT is 4–8 times as cost-effective as estimates for ITS development from the literature. |
description |
Building example-tracing tutors with CTAT is 4–8 times as cost-effective as estimates for ITS development from the literature. |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2016 |
generated |
by process:wiki-ingest on 2026-10-28 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — aleven-2016 |
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