Claims

Counts of specific tool-use events (WorkTime, Command, Compile, Editor, Profiler, IDE) correlate positively and significantly with final course grade

Claim · All claims
Evidence · 1 study (2 entries) · associational r1 · q2
Currency · newest study 2012 · 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? Among 79 students with covs ≥ 0.40, six of the analyzed event factors show a positive and significant correlation with the final grade (p < 0.05), with WorkTime the strongest (rs = 0.43, r² = 0.18). → Romero-Zaldivar 2012 q2 i? Browser 'Visit URL' events do not reliably reflect course involvement, and 'Debugger' events were rare, suggesting students systematically ignored advice to use that tool. → Romero-Zaldivar 2012 (2)

Evidence

Romero-Zaldivar 2012

Romero-Zaldivar, V.-A., Pardo, A., Burgos, D., & Delgado Kloos, C. (2012). Monitoring student progress using virtual appliances: A case study. Computers & Education, 58(4), 1058–1067. https://doi.org/10.1016/j.compedu.2011.12.003

q2 · i? · associational · r1

Bivariate correlation analysis (Table 3, Nstudents = 79) of event counts versus final course grade. The six significant factors include WorkTime (rs = 0.43), Compile (0.40), Editor (0.37), Profiler (0.37), Command (0.27) and IDE (0.26); the article reports the six factors "show a positive and signi ficant correlation with the student grade ( p < 0.05)". No standardized effect size beyond the printed rs values is reported.

"Six of the analyzed factors show a positive and signi ficant correlation with the student grade ( p < 0.05)."

Romero-Zaldivar 2012 (2)

Romero-Zaldivar, V.-A., Pardo, A., Burgos, D., & Delgado Kloos, C. (2012). Monitoring student progress using virtual appliances: A case study. Computers & Education, 58(4), 1058–1067. https://doi.org/10.1016/j.compedu.2011.12.003

q2 · i? · associational · r1

Interpretation of the bivariate results (Table 3): Debugger correlates weakly and non-significantly (rs = 0.13, p = 0.24), and Visit URL is non-significant (rs = 0.17, p = 0.13) because browser use may be unrelated to the course. No effect size threshold applies; correlations are as printed.

"The last factor, “Debugger”, r e flects an interesting situation. Although students are encouraged to use this tool for convenience, the low event count suggests that the advice is being systematically ignored."

Discussion

Page metadata
Field Value
type claim
id tool-use-events-correlate-with-final-grade
title Counts of specific tool-use events (WorkTime, Command, Compile, Editor, Profiler, IDE) correlate positively and significantly with final course grade
description Counts of specific tool-use events (WorkTime, Command, Compile, Editor, Profiler, IDE) correlate positively and significantly with final course grade
status review
evidence_strength moderate
newest_evidence 2012
generated by process:wiki-ingest on 2026-10-29
trust unverified — no one has confirmed this page's content
sources 2 — romero-zaldivar-2012, romero-zaldivar-2012-2

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