Claims

In a head-to-head comparison, xPST and CTAT both let non-programmers create high-caliber tutors, with no significant time differences by the third problem

Claim · All claims
Evidence · 1 study (2 entries) · causal r1 · q2
Currency · newest study 2015 · not yet checked against its sources · not reviewed by a person

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.

q2 i? No quality differences were observed between tutors by programmers and non-programmers; all but 2 tutors (one per tool, both by non-programmers) were judged highest caliber. → Stephen B. Gilbert 2015 q2 i? CTAT authors were faster initially, but by the third problem there were no significant time differences, with nearly all participants at no more than 25 min per problem regardless of tool. → Stephen B. Gilbert 2015 (2)

Evidence

Stephen B. Gilbert 2015

Stephen B. Gilbert, Stephen B. Blessing, Enruo Guo. (2015). Authoring Effective Embedded Tutors: An Overview of the Extensible Problem Specific Tutor (xPST) System. Int J Artif Intell Educ 25:428–454. https://doi.org/10.1007/s40593-015-0045-0

q2 · i? · causal · r1

Comparison study with sixteen participants classified as programmers or non-programmers, each building three tutors in statistics and geometry with either xPST or CTAT. The quote reports no quality differences by programming background.

"no differences were observed between the tutors produced by the programmer and non-programmers, with all but 2 tutors (one xPST tutor and one CTA T tutor, both done by non-programmers) being judged at the highest caliber."

Stephen B. Gilbert 2015 (2)

Stephen B. Gilbert, Stephen B. Blessing, Enruo Guo. (2015). Authoring Effective Embedded Tutors: An Overview of the Extensible Problem Specific Tutor (xPST) System. Int J Artif Intell Educ 25:428–454. https://doi.org/10.1007/s40593-015-0045-0

q2 · i? · design · r2

Timing data from the same sixteen-author comparison. The quote reports CTAT's early time advantage disappearing by the third problem.

"the CTA T authors spent less time constructing their tutors in the beginning, but by the third tutor problem there were no significant time differences, with all but one participant spending no more than 25 min per problem, regardless of tool."

Discussion

Page metadata
Field Value
type claim
id xpst-ctat-comparable-authoring-outcomes
title In a head-to-head comparison, xPST and CTAT both let non-programmers create high-caliber tutors, with no significant time differences by the third problem
description In a head-to-head comparison, xPST and CTAT both let non-programmers create high-caliber tutors, with no significant time differences by the third problem
status review
evidence_strength weak
newest_evidence 2015
generated by process:wiki-ingest on 2026-10-27
trust unverified — no one has confirmed this page's content
sources 2 — stephen-b-gilbert-2015, stephen-b-gilbert-2015-2

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