Does Bilingual Instruction Impact Students’ Academic Performance in Content-Based Learning? Evidence from Business School Students Attending Bilingual and L1 Courses
Abstract
:1. Introduction
2. Literature Review and Research Question
2.1. Chinese Bilingual Education
2.2. English Proficiency
2.3. Learning Competence
3. Research Methodology
3.1. Sample and Setting
3.2. Empirical Model
+ β3 Learning Competencei + β4 Student Workloadi + εi
4. Results and Discussion
4.1. Descriptive Statistics
4.2. Main Result
4.3. Sensitivity Tests
4.4. Contributions, Limitations, and Future Research
5. Conclusions
Author Contributions
Acknowledgments
Conflicts of Interest
Appendix A
Variable | Definition |
Score | The comprehensive results including class attendance rate, home assignments, and paper-based examination result. |
Score1 | The student’s paper-based exams result. |
Score2 | The student’s class performance score, which is a combination score of class participation, attendance, and in-class quiz results. |
Bilingual | A dummy variable of one if the course is bilingual and zero if L1. |
GPA | The grade point average used to measure a student’s academic achievement. |
Credit Hours | The total study time that students spend on the course during a semester, also used to measure students’ workload. |
GAS | A modified GPA score used to control workload impact. For example, two students studying the same course with different workloads receive the same academic result. The students with higher workload are considered to have higher GAS under its calculation formula. |
GBS | A modified GPA score to control for the effects of English proficiency. |
CET4 | CET 4 is the basic level of CET. CET stands for China National College English Test, and is designed to test non-English-Major students’ general English ability in listening, speaking, reading comprehension, and writing. Its purpose is to ensure that students meet the required English levels specified in the National College English Teaching Syllabuses (NCETS). CET has been operated in China for more than two decades and now has a test population of 18 million people annually (http://www.cet.edu.cn/). |
CET6 | CET 6 is the advanced level of CET. |
Accounting Major | A dummy variable of one if students major in accounting and zero otherwise. |
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(1) The Whole Sample Including Both L1 (Chinese) and Bilingual Classes | |||||
---|---|---|---|---|---|
Variable | n | Mean | SD | Min. | Max. |
Score | 498 | 77.584 | 10.451 | 46.000 | 92.500 |
Bilingual | 498 | 0.376 | 0.485 | 0 | 1 |
GPA | 498 | 3.253 | 0.457 | 1.480 | 3.915 |
Credit Hours | 498 | 23.974 | 2.315 | 9.000 | 25.000 |
GAS | 498 | 82.296 | 5.078 | 57.870 | 89.180 |
GBS | 498 | 74.758 | 4.673 | 52.217 | 82.290 |
CET4 | 498 | 519.973 | 49.002 | 298.000 | 599.500 |
CET6 | 498 | 470.930 | 33.862 | 317.000 | 539.500 |
Accounting Major | 498 | 0.237 | 0.426 | 0 | 1 |
(2) The Sample of L1 (Chinese) Class Only | |||||
Variable | n | Mean | SD | Min. | Max. |
Score | 311 | 77.823 | 10.438 | 47.000 | 92.500 |
Bilingual | 311 | 0 | 0 | 0 | 0 |
GPA | 311 | 3.240 | 0.445 | 1.480 | 3.915 |
Credit Hours | 311 | 24.093 | 2.125 | 9.000 | 25.000 |
CET4 | 311 | 517.754 | 47.954 | 389.000 | 599.500 |
CET6 | 311 | 469.510 | 35.12.8258 | 317.000 | 539.500 |
Accounting Major | 311 | 0.232 | 0.422 | 0 | 1 |
(3) The Sample of Bilingual Class Only | |||||
Score | 187 | 77.187 | 10.488 | 46.000 | 92.500 |
Bilingual | 187 | 1 | 0 | 1 | 1 |
GPA | 187 | 3.274 | 0.476 | 1.480 | 3.915 |
Credit Hours | 187 | 23.775 | 2.593 | 9.000 | 25.000 |
CET4 | 187 | 523.663 | 50.611 | 298.000 | 599.500 |
CET6 | 187 | 473.300 | 37.610 | 345.000 | 539.500 |
Accounting Major | 187 | 0.246 | 0.432 | 0 | 1 |
Variable | Definition | ||||
Score | The comprehensive results including class attendance rate, home assignments, and paper-based examination result. | ||||
Score1 | The student’s paper-based exams result. | ||||
Score2 | The student’s class performance score, which is a combination score of class participation, attendance, and in-class quiz results. | ||||
Bilingual | A dummy variable of 1 if the course is bilingual and 0 if L1. | ||||
GPA | The grade point average used to measure student academic achievement. | ||||
Credit Hours | The total study time that students spend on the course during a semester, also used to measure students’ workload. | ||||
GAS | A modified GPA score used to control workload impact. For example, two students studying the same course with different workloads receive the same academic result. The students with higher workload are considered to have higher GAS under its calculation formula. | ||||
GBS | A modified GPA score to control for the effects of English proficiency. | ||||
CET4 | CET 4 is the basic level of CET. CET stands for China National College English Test and is designed to test non-English-Major students’ general English ability in listening, speaking, reading comprehension and writing. Its purpose is to ensure that students meet the required English levels specified in the National College English Teaching Syllabuses (NCETS). CET haves been operated in China for more than two decades and now has a test population of 18 million people annually (http://www.cet.edu.cn/). | ||||
CET6 | CET 6 is the advanced level of CET. | ||||
Accounting Major | A dummy variable of 1 if students major in accounting and 0 otherwise. |
Model (1) | Model (2) | Model (3) | Model (4) | Model (5) | Model (6) | |
---|---|---|---|---|---|---|
Variable | Score | Score | Score | Score | Score | Score |
Bilingual | −0.909 | −0.554 | −1.191 | −1.14 | −1.156 | 0.960 |
Credit Hours | −0.016 | −0.039 | 0.435 | |||
GPA | 15.890 *** | 16.226 *** | 16.352 *** | 15.160 *** | ||
CET4 | 0.046 *** | −0.01 | −0.010 | |||
CET6 | 0.032 ** | −0.003 | ||||
Constant | 53.916 *** | 60.844 *** | 26.737 *** | 30.304 *** | 30.923 *** | 17.143 *** |
Observations | 498 | 235 # | 498 | 498 | 498 | 235 # |
R2 | 0.048 | 0.022 | 0.480 | 0.481 | 0.482 | 0.399 |
Variable | Model (1) | Model (2) | Model (3) | Model (4) | Model (5) |
---|---|---|---|---|---|
Score | Score | Score | Score | Score | |
CET6 Dum = 1 | CET6 Dum = 0 | CET6 Dum = 1 | CET6 Dum = 0 | Bilingual = 1 | |
Bilingual | 0.998 | −3.534 *** | 0.960 | −3.540 *** | Automatically Omitted |
Credit Hours | 0.410 | −0.208 | 0.435 | −0.205 | 0.320 |
GPA | 15.484 *** | 16.828*** | 15.160*** | 16.738 *** | 14.653 *** |
CET4 | −0.010 | −0.003 | 0.011 ** | ||
CET6 | −0.003 | Automatically Omitted | |||
Constant | 20.456 | 31.843 *** | 17.143 | 31.081 *** | 16.067 ** |
Observations | 235 | 263 | 235 | 263 | 187 |
R2 | 0.400 | 0.400 | 0.399 | 0.607 | 0.545 |
Model (1) | Model (2) | Model (3) | Model (4) | |
---|---|---|---|---|
Variable | Score | Score | Score | Score |
Bilingual | −0.338 | −1.156 | −0.958 | −0.893 |
Credit Hours | 1.652 *** | −0.039 | −0.181 | |
CET4 | 0.028 *** | −0.010 | −0.005 | |
Major | 4.252 *** | |||
GPA | 16.352 *** | |||
GAS | 1.471 *** | |||
GBS | 1.575 *** | |||
Constant | 22.565 *** | 30.923 *** | −34.871 *** | −31.148 *** |
Observations | 498 | 498 | 498 | 498 |
R2 | 0.225 | 0.482 | 0.455 | 0.443 |
Variable | Model (1) | Model (2) | Model (3) | Model (4) | Model (5) | Model (6) | Model (7) | Model (8) |
---|---|---|---|---|---|---|---|---|
Score1 | Score1 | Score1 | Score1 | Score2 | Score2 | Score2 | Score2 | |
Full sample | CET6 Dum = 1 | Full Sample | CET6 Dum = 1 | |||||
Bilingual | 0.826 | 0.824 | 1.551 | 1.705 | −1.830 | −1.827 | −1.685 | −1.676 |
Credit Hours | 0.267 | 0.262 | 0.118 | 0.017 | 0.237 | 0.245 | 0.838 | 0.832 |
GPA | 5.145 *** | 5.252 *** | 4.524 ** | 5.550 *** | 16.652 *** | 16.471 *** | 17.132 *** | 17.396 *** |
CET4 | 0.001 | 0.001 | 0.015 | 0.030 ** | 0.030 ** | 0.019 | ||
Major | −0.271 | 0.459 | ||||||
CET6 | −0.008 | 0.014 | ||||||
Constant | 64.466 *** | 64.256 *** | 62.740 *** | 73.221 *** | −3.896 | −3.540 | −16.567 | −13.850 |
Observations | 498 | 498 | 235 | 235 | 498 | 498 | 235 | 235 |
R2 | 0.101 | 0.101 | 0.059 | 0.056 | 0.328 | 0.328 | 0.313 | 0.312 |
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Lin, T.; He, Y. Does Bilingual Instruction Impact Students’ Academic Performance in Content-Based Learning? Evidence from Business School Students Attending Bilingual and L1 Courses. Sustainability 2019, 11, 263. https://doi.org/10.3390/su11010263
Lin T, He Y. Does Bilingual Instruction Impact Students’ Academic Performance in Content-Based Learning? Evidence from Business School Students Attending Bilingual and L1 Courses. Sustainability. 2019; 11(1):263. https://doi.org/10.3390/su11010263
Chicago/Turabian StyleLin, Teng, and Yuanyue He. 2019. "Does Bilingual Instruction Impact Students’ Academic Performance in Content-Based Learning? Evidence from Business School Students Attending Bilingual and L1 Courses" Sustainability 11, no. 1: 263. https://doi.org/10.3390/su11010263
APA StyleLin, T., & He, Y. (2019). Does Bilingual Instruction Impact Students’ Academic Performance in Content-Based Learning? Evidence from Business School Students Attending Bilingual and L1 Courses. Sustainability, 11(1), 263. https://doi.org/10.3390/su11010263