The largest self-efficacy effect sizes in the pilot appeared on advanced features such as setting up hooks and creating skills¶
Claim · All claims
Evidence · 1 study · causalr?·q2·i3large
Currency · newest study 2026 · 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 i3 The largest effect sizes were on advanced features: setting up hooks (d= 2.79), creating skills (d= 2.55), and understanding hooks (d= 2.18). → Zain Naboulsi 2026
Evidence¶
Zain Naboulsi 2026¶
Zain Naboulsi. (2026). Agentic Education: Using Claude Code to Teach Claude Code. arXiv. https://arxiv.org/abs/2604.17460 doi:10.48550/arxiv.2604.17460
q2 · i3 · causal · r?
Per-item results from the within-subjects pilot (n=27). The article reports "the largest effect sizes appear onadvanced features" with d= 2.79 for setting up hooks, d= 2.55 for creating skills, and d= 2.18 for understanding hooks.
"the largest effect sizes appear onadvanced features: setting up hooks (d= 2.79), creating skills (d= 2.55), and understanding hooks (d= 2.18)."
Discussion¶
Related Claims¶
- Pilot self-efficacy gains decreased with self-reported expertise: beginners gained most (+1.18), intermediates +0.94, and advanced users +0.46, all significant — related
- A within-subjects pilot with 27 professional software engineers found statistically significant self-reported self-efficacy gains across all 10 assessed skill areas after completing the cc-self-train curriculum — a broader claim this one bears on
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
cc-self-train-largest-gains-advanced-features |
title |
The largest self-efficacy effect sizes in the pilot appeared on advanced features such as setting up hooks and creating skills |
description |
The largest self-efficacy effect sizes in the pilot appeared on advanced features such as setting up hooks and creating skills |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — zain-naboulsi-2026 |
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