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Spelling Errors in Korean Students’ Constructed Responses and the Efficacy of Automatic Spelling Correction on Automated Computer Scoring

Authors
Lee, HyeonjuHa, MinsuLee, JurimAini, Rahmi QurotaRusmana, Ai NurlaelasariSya'bandari, YustikaLee, Jun-KiShin, SeinLee, Gyeong-GeonChoo, JaegulChoi, SungchulKim, NamhyoungPark, Jisun
Issue Date
Mar-2023
Publisher
SPRINGER
Keywords
Automated computer scoring system; Automatic spelling correction system; Computer scoring efficacy; Spelling errors
Citation
Technology, Knowledge and Learning, v.28, no.1, pp.185 - 205
Journal Title
Technology, Knowledge and Learning
Volume
28
Number
1
Start Page
185
End Page
205
URI
https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/86966
DOI
10.1007/s10758-021-09568-5
ISSN
2211-1662
Abstract
This study aimed to develop an automated computer scoring system (ACSS) incorporating a Korean spell checker to assess students’ constructed responses and to check the efficacy of this system. To accomplish this, we examined the performance of automatic spelling correction in reporting and correcting spelling errors, the interaction of gender and grade level in making spelling errors, the relationship between spelling errors and academic achievement, and the scoring efficacy of an ACSS that incorporated a spell checker. The analysis of percentage, two-way ANOVA, t-test, Pearson’s correlation, and human–computer correspondence were conducted. The results revealed that an automatic spelling correction system could report 66.44% and correct 26.78% of all total misspelled words. We also found gender and grade-level differences in misspelling words. Students misspelled fewer words as they advanced in grade level, and male students misspelled more words than females. In terms of the relationship between spelling errors and concepts, we found that the number of concepts included in student’s responses had a significant relationship with the total number of written words and misspelled words. This indicates that students who made more spelling errors had discussed more concepts in their responses. Based on these results, we discuss practical implications for preventing students’ responses being scored lower due to spelling errors caused by being less attentive using an ACSS with a spelling correction system. © 2021, The Author(s), under exclusive licence to Springer Nature B.V.
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