Cognitive and Linguistic Influences on EFL Real Word and Pseudoword Spelling: Predictors and Error Analysis
Abstract
:1. Introduction
1.1. Cognitive and Linguistic Predictors of Spelling
1.2. German and English Spelling
2. The Present Study
3. Materials and Methods
3.1. Participants and English Learning Context
3.2. Data Collection and Analysis
3.2.1. Outcome Measures
3.2.2. Predictor Measures
3.3. Analyzing Learners’ Spelling Errors
4. Results
5. Discussion
6. Limitations
7. Conclusions and Implications for the Classroom
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Focus | Real Words | Pseudowords | |
Category I | /æ/ | hand had | mand /’mænd/ hab /’hæb/ |
/θ/ | thin south | thif /’θɪf/ louth /’laʊθ/ | |
/ð/ | this with | thip /’ðɪp/ nith /’nɪð/ | |
/ɒ/ | not frog | sot /’sɒt/ trog /’trɒg/ | |
Category II | silent <e> <sh> pronounced as /ʃ/ | time like shop shirt | fime /’faɪm/ rike /’raɪk/ shof /’ʃɒf/ shirp /’ʃɜ:p/ |
Category III | high-frequency words | eight want does she three father around | |
Category IV | /e/initial /h/ | went left help hit | fent /’fɛnt/ beft /’bɛft/ helt /’hɛlt/ hif /’hɪf/ |
1 | In this study, the term “L2 English” refers to both English as a second language (ESL) and English as a foreign language (EFL) settings, unless otherwise specified. |
2 | Evaluating children’s spelling on the basis of the degree of sophistication evident in their misspellings, rather than by conventional methods of spelling accuracy (Yeong & Rickard Liow, 2011). |
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Real Word | Error Category | |
---|---|---|
Phonological Error | Orthographic Error | |
thin | fin/finn | - |
with | wif/wis | - |
this | dis | - |
frog | frok | - |
around | eraund | - |
had | - | hed/head |
went | - | whent |
shop | - | schop |
want | - | wont/onet |
she | - | shi |
father | - | vather |
does | - | das |
time | - | teim/taim |
south | - | sauf |
Variables | 1. | 2. | 3. | 4. | 5. | 6. | 7. | 8. | 9. |
---|---|---|---|---|---|---|---|---|---|
1. L2 Grammar | |||||||||
2. L2 Vocabulary | 0.17 | ||||||||
3. L1 PA | 0.35 ** | 0.32 ** | |||||||
4. PSTM | 0.15 | 0.18 | 0.13 | ||||||
5. WM | 0.04 | 0.26 * | 0.40 ** | 0.20 * | |||||
6. NVI | 0.06 | 0.20 * | 0.33 ** | 0.06 | 0.17 | ||||
7. L2 Spelling (RW) | 0.36 ** | 0.33 ** | 0.33 ** | 0.11 | 0.17 | 0.20 * | |||
8. L2 Spelling (PW) | 0.13 | −0.02 | 0.26 ** | 0.02 | 0.16 | 0.22 * | 0.30 ** | ||
9. L2 Phon. errors | −0.33 ** | −0.31 ** | −0.36 ** | −0.19 | −0.18 | −0.27 ** | −0.89 ** | −0.30 ** | |
10. L2 Orth. errors | −0.07 | −0.11 | 0.05 | 0.18 | 0.02 | 0.11 | −0.19 | 0.01 | −0.19 |
L2 Real-Word Spelling | L2 Pseudoword Spelling | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Fixed effects | β | SE | df | t | p | β | SE | df | t | p |
Intercept | −6.24 | 4.34 | 77.22 | −1.44 | 0.154 | −1.96 | 1.92 | 65.77 | −1.02 | 0.311 |
L1 PA | 0.13 | 0.11 | 92.57 | 1.16 | 0.259 | 0.02 | 0.05 | 92.42 | 0.46 | 0.644 |
PSTM | 0.02 | 0.29 | 91.99 | 0.08 | 0.939 | −0.07 | 0.12 | 92.07 | −0.59 | 0.555 |
WM | −0.11 | 0.31 | 92.94 | −0.37 | 0.716 | 0.09 | 0.13 | 92.69 | 0.66 | 0.510 |
NVI | 0.06 | 0.10 | 93.18 | 0.65 | 0.520 | 0.12 | 0.04 | 92.83 | 2.85 | 0.005 |
L2 Grammar | 0.37 | 0.13 | 93.19 | 2.77 | 0.007 | 0.18 | 0.06 | 92.85 | 3.08 | 0.003 |
L2 Vocabulary | 0.14 | 0.06 | 92.93 | 2.37 | 0.020 | −0.01 | 0.03 | 92.66 | −0.51 | 0.612 |
random effects | Var | SD | Var | SD | ||||||
school (Intercept) | 1.87 | 3.49 | 1.04 | 1.08 |
L2 Phonological Errors | L2 Orthographical Errors | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Fixed Effects | β | SE | df | t | p | β | SE | df | t | p |
Intercept | 29.62 | 4.28 | 81.74 | 6.93 | <0.001 | 0.84 | 1.73 | 80.53 | 0.49 | 0.629 |
L1 PA | −0.14 | 0.11 | 93.25 | −1.20 | 0.234 | 0.02 | 0.05 | 92.75 | 0.42 | 0.678 |
PSTM | −0.29 | 0.29 | 91.93 | −0.99 | 0.323 | 0.23 | 0.12 | 92.10 | 2.04 | 0.044 |
WM | 0.06 | 0.31 | 93.65 | 0.18 | 0.854 | 0.03 | 0.12 | 93.12 | 0.23 | 0.819 |
NVI | −0.17 | 0.10 | 93.99 | −1.72 | 0.088 | 0.07 | 0.04 | 93.39 | 1.76 | 0.082 |
L2 Grammar | −0.32 | 0.14 | 93.97 | −2.37 | 0.020 | −0.04 | 0.05 | 93.39 | −0.79 | 0.433 |
L2 Vocabulary | −0.11 | 0.06 | 93.77 | −1.88 | 0.064 | −0.03 | 0.02 | 93.12 | −1.37 | 0.175 |
random effects | Var | SD | Var | SD | ||||||
school (Intercept) | 1.14 | 1.31 | 0.69 | 0.47 |
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Mlakar, H.; Hirst-Plein, J.; Koch, M.J. Cognitive and Linguistic Influences on EFL Real Word and Pseudoword Spelling: Predictors and Error Analysis. Languages 2025, 10, 93. https://doi.org/10.3390/languages10050093
Mlakar H, Hirst-Plein J, Koch MJ. Cognitive and Linguistic Influences on EFL Real Word and Pseudoword Spelling: Predictors and Error Analysis. Languages. 2025; 10(5):93. https://doi.org/10.3390/languages10050093
Chicago/Turabian StyleMlakar, Heike, Joanna Hirst-Plein, and Martin J. Koch. 2025. "Cognitive and Linguistic Influences on EFL Real Word and Pseudoword Spelling: Predictors and Error Analysis" Languages 10, no. 5: 93. https://doi.org/10.3390/languages10050093
APA StyleMlakar, H., Hirst-Plein, J., & Koch, M. J. (2025). Cognitive and Linguistic Influences on EFL Real Word and Pseudoword Spelling: Predictors and Error Analysis. Languages, 10(5), 93. https://doi.org/10.3390/languages10050093