Error Resolution Strategies: What do Novice Non-Native English Programmers Use?

This study investigates the error resolution strate-gies employed by novice non-native English-speaking students in programming tasks. A controlled experiment was conducted with think-aloud sessions to solve code fragments containing syntax and logic errors, allowing participants to use any resources and tools but AI. Observations and notes were taken on each student's actions and answers to questions from two accompanying researchers. Four distinct strategies emerged: Trial-and-Error, Debugging, Online Searching, and Online Translation. Our findings suggest that students rely mainly on trial-and-error while missing opportunities to apply other strategies or poorly executing them.

Authors

Institutions

Publication Details

Published
2025-04-22
DOI
https://doi.org/10.1109/educon62633.2025.11016565
Primary Topic
Intelligent Tutoring Systems and Adaptive Learning
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Error Resolution Strategies: What do Novice Non-Native English Programmers Use?

Marisol Wong-Villacrés, Ashmitha Julius Aravind, Michael Johnson, Rafael I. Bonilla et al.
Intelligent Tutoring Systems and Adaptive Learning
article

Error Resolution Strategies: What do Novice Non-Native English Programmers Use?

Marisol Wong-Villacrés, Ashmitha Julius Aravind, Michael Johnson, Rafael I. Bonilla, Fausto E. Jacome, Juan Guadalupe, Adair Abrigo, Bryan Segovia
article en

Abstract

This study investigates the error resolution strate-gies employed by novice non-native English-speaking students in programming tasks. A controlled experiment was conducted with think-aloud sessions to solve code fragments containing syntax and logic errors, allowing participants to use any resources and tools but AI. Observations and notes were taken on each student's actions and answers to questions from two accompanying researchers. Four distinct strategies emerged: Trial-and-Error, Debugging, Online Searching, and Online Translation. Our findings suggest that students rely mainly on trial-and-error while missing opportunities to apply other strategies or poorly executing them.

Georgia Institute of Technology (US), Escuela Superior Politecnica del Litoral (EC), University of Florida (US)
Quality Education
Openalex Percentile: Top 94%
Intelligent Tutoring Systems and Adaptive Learning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Error Resolution Strategies: What do Novice Non-Native English Programmers Use? — Marisol Wong-Villacrés, Ashmitha Julius Aravind, et al. · (2025) | TGRS Research Map | TGRS