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539
Educational Innovations and Applications- Tijus, Meen, Chang
ISBN: 978-981-14-2064-1
A survey on college students’ attitudes toward English e-tutoring websites
1
Paul Juinn Bing Tan, 2
Yao Hui-mei, 3
Chia-Hung Max Lin, 4
Ming-Hung Hsu
National Penghu University of Science and Technology
No.300, Liuhe Rd., Magong City, Penghu County 880, Taiwan
Magong, Penghu, Taiwan
1
pashatan@yahoo.com.tw; tanjuinnbing@gmail.com, 2
jessyhm@gms.npu.edu.tw, 3
chmaxlin@gmail.com, 4
hsu@gms.npu.edu.tw
Abstract
Using the TAM Model to investigate college students'
attitudes toward English e-tutoring websites has rarely been
conducted from an information technology and global e-digital
market perspective. The present study re-examined the
utilization of self-paced e-learning websites for business
English based on the assessments of university students. The
findings were as follows: 1. Most users of English e-tutoring
services believe that the use of such services in learning English
provides greater value and convenience than non-online
alternatives. This belief can assist the web designers of such
websites in the maintenance and enhancement of users’ loyalty
to the sites if the web designers take care to ensure the quality
of the sites’ e-content. 2. Site designers should also endeavor to
ensure that students’ requirements regarding functions relating
to knowledge management and website interactions are met
such that the students can operate the sites with greater ease as
they engage in the learning process. 3. To provide a better
understanding of the interface design quality.
Key words: computer assisted language learning (CALL),
TOEIC (Test of English for International Communication),
TAM (Technology Acceptance Model), CBA (computer based
assessment)
Introduction
According to the British Council report, it is estimated that
30 million people will speak English in 2015 worldwide. The
new growth markets for English are largely the developing
world. China and India show an enormous need for English
learning; English has become an important part of school
curriculums, and certain countries use English as their first and
official language. English is spoken by at least one-quarter of
the world’s population and has become a vital means of
improving an individual’s prospects for well-paid employment
( Williams 2013). There are many types of English proficiency
tests: GEPT, TOEFL, IELTS, and TOEIC. Multinational
companies now communicate in English.
TOEIC is biased towards business; therefore, it has been
well-received by the business community. The TOEIC test is
often a major requirement for the selection of personnel.
TOEIC can be divided into many types of learning styles, such
as: an achievement test, placement test and proficiency test.
As a matter of fact, the teaching and learning activities of
English programs still emphasize a test-oriented approach in
China (Lin Pan& David Block 2011) and in other Asian
communities (Kuba, 2002).
Computer-Based Testing
Computer-based testing, with or without CAT technology,
offers these advantages:
 Classroom-based testing
 On all aspects of self-directed language tests
 High-risk practices for upcoming standardized tests
The demands of English Language Teaching (ELT) or
English Language e-learning for English Language Learners
(ELL) in the U.S. are substantially different from learners of
English in international settings. Consequently, instructional
and tutoring e-programs and e–digital products for each vary
substantially. The report indicated that the worldwide market
for English Language Learning (ELL) is among the
fastest-growing and largest of all the sectors in education
(2012-2017), as shown as table 1.
Motivations of research
Of the all the languages of the world, English is the one that
has come to be used most widely, such that it functions as
something like a global common language. Moreover, TOEIC
has become a standard for recruiting employees in many
companies in Asia.
The goals of the present study were as follows:
 To achieve a better quality of e-content for digital
engineering.
 To provide a better understanding of the interface design.
Research questions
1. Does using the internet have a positive impact when
studying for the TOEIC?
2. Does using the internet to practice for the TOEIC improve
student’s TOEIC score?
More and more people worldwide are making efforts to
learn English. In certain parts of Asia, for example, learners
have a general preference for conventional ‘classroom-based
learning’ provided at the campus of a UK partner or other
overseas partner, with said preference commonly being
motivated by the perceptions and expectations of local
employers. Relatedly, it has been observed that distance
learning involving increased levels of blended learning, in
which students are given the opportunity to gain experience in
local facilities, is increasingly being utilized in order to adapt to
the challenges posed by this preference among learners.
• It has been estimated by the British Council that one
out of every four people worldwide speaks English
with some degree of competence.
https://doi.org/10.35745/ecei2019v2.137
540
Educational Innovations and Applications- Tijus, Meen, Chang
ISBN: 978-981-14-2064-1
• Already, the country with the largest number of
English speakers may be China.
( http://voiceboxer.com/english-in-china/)
It is estimate that over 300 million people in China learn to
speak English. This large population of English learners in
China is at least as large as the entire native-speaking
population of the U.S.A.
• E-tutoring networks are a normal and growing
phenomenon in the global market.
The Global ELL market—services, fees, tests, and
products/content—is and will remain a large market.
Trends for Growth
• A working knowledge of English improves job
prospects globally, and parents, schools, students, and
employers understand this.
• Global middle-class growth and wealthier, more
ambitious parents are leading to the expansion of
private providers of English, particularly in Brazil,
China, Turkey, and India.
• Online opportunities for learning English
internationally have not yet achieved significant
traction but will do so, particularly at the
postsecondary/adult level.
• ELLs in the U.S. are currently 11% of the total
PreK-12 enrollment. By 2015, ELL enrollment will
achieve 10 million people, representing 19% of all
students. By 2025, one in four students nationwide
will be an ELL, as shown in table 2.
Literature review
A study by Tan (2013), which examined teaching and
learning, stated that they essentially constitute two sides of the
same coin. Moreover, an investigation of the degree to which
e-learning is accepted by university students indicated that
various models, including the recently proposed E-learning
model, should be used (Tan, 2017).
It is critical to use the E-learning Acceptance Measure
(ElAM) for the collection of data regarding the reactions that
students have to the teaching of lessons through e-testing or
e-learning. A clear picture of the degree to which students
accept e-learning can, in turn, enhance how well we understand
students’ behaviors when using computers. Relatedly, teachers
can be guided by such information when making decisions
about how to allocate resources, as well as what teaching
strategies and instructional designs to utilize. In short,
knowledge of this type has important implications for all those
with a stake in educational efforts (Teo, 2010). The study by
Teo presented evidence regarding the ElAM’s factorial
structure, and so educational researchers may find the study to
be illuminating.
TOEIC (Test of English for International Communication)
The Global Self-paced eLearning Market from 2013-2018
The Ambient Insight Premium Report’s “A global Digital
English Language Learning Market” proposed by Sam S.
Adkins (2014) showed that “The top buying countries
throughout the forecast period are China, the US, South Korea,
Japan, and Brazil. In 2013, China barely edged out the United
States to become the top digital English language learning
buying country in the world.” We cannot ignore the largest
buyers in the Worldwide Self-paced eLearning Market in the
Asian regions. These top ten buyers are shown in table 3 below
for 2013-2018:
TOEIC growth in Taiwan
In Taiwan, the TOEIC test began to be administered in
2002; however, it was not very popular at that time.
Additionally, in 2005, many people began taking the TOEIC
test for many different reasons. In 2017, the ETS test of TOEIC
(2016) showed that 393,410 people took the TOEIC test. (table.
4)
According to research on individual’s motivations for
taking the TOEIC test in junior high school and at university,
there are 70% of junior high students who feel that the TOEIC
will help them apply to better universities, and 92% feel that the
TOEIC test will help them find the job they want
(http://www.toeic.com.tw).
Theoretical background-TAM Model
The TAM (technology acceptance model), which was designed
by Davis (1986), was based on the TRA (theory of reasoned
Action) and TPB (theory of planned behavior) models. TAM
provides a means to explore how e-learning methods relate to
user’s beliefs、attitudes and intentions and has implications for
research regarding e-users’ behaviors. According to Hong et al.
(2006), the TAM constitutes the most generic and simplest
model that researchers can use to investigate both the initial and
continued acceptance of IT (information technology).
Method of Research
Participants
We collected data by using questionnaires and a literature
review. Specifically, we developed a questionnaire that was
used to measure the perceptions of Taiwanese college students.
A total of 400 of the questionnaires were distributed to students,
and all 400 were subsequently returned. Of these, 397 were
found to be valid, for an effective return rate of 99.25%.
All of the individuals who participated in the study were
Taiwanese college students. The primary objective of the study
was to gather data from these students about their usage
intentions with respect to TOEIC E-tutoring websites. As noted
above, said data was gathered through a questionnaire survey.
It should be noted, meanwhile, that the majority of the survey
respondents were female.
Instruments (TAM model. SPSS)
We used the TAM model to evaluate our questionnaire
results to explore how using the Internet to learn the TOEIC
will affect learners. After collecting the questionnaires, we used
SPSS to analyze the responses and the basic TAM model to
explore their relations. The questions used in the survey were
541
Educational Innovations and Applications- Tijus, Meen, Chang
ISBN: 978-981-14-2064-1
adopted from those used in a study by Venkatesh et al. (2003).
In addition to collecting demographic information, the survey
used a 5-point Likert scale (with 1=strongly disagree and
5=strongly agree) to gather data about the overt variables of the
five constructs in the model.
Reliability
In our research, Cronbach’s α= .914 ≧.7. Scores above
0.75 are reliable; therefore, the score indicates that our research
is reliable.
Result
We utilized the Statistical Package for Social Science
(SPSS) to assess the data collected in this study. The composite
reliability values had a range from 0.514 to 0.914, which
exceeds the threshold value of 0.70 that is commonly
recommended. The results regarding reliability are provided in
Table 5.
Discussion
We researched the literature, collected original data, and
verified the application of a well-accepted model of technology
use. Previous literature suggested that E-learning benefits
students, and this study evaluated students’ sense of those
benefits. The literature also generally supported the relevance
of the TAM model for this type of reassurance.
Three-hundred-ninety-seven subjects replied to questionnaires
with 19 questions. We used SPSS to calculate the TAM
coefficients, which were all statistically significant.
The findings are as follows:
1. The analysis results indicated that perceived usefulness
(PU) positively affects the behavioral intention to use (BIU).
2. Perceived usefulness (PU) also positively affects attitude
(ATU).
3. Perceived ease of use (PE) positively affects perceived
usefulness (PU).
4. Perceived ease of use (PE) positively affects attitude (ATU).
5. Attitude toward using (ATU) positively affects the
behavioral intention to use (BIU).
6. Using the internet to learn improves the learning motivation
regardless of the location of participants.
7. Because the Internet is now considered to be incredibly easy
to use; people are very likely to use it to study for the TOEIC
test.
8. It is feasible to use the Internet to learn and practice the
TOEIC test. E-TOEIC test. E-TOEIC test learners feel that it
is convenient for them because they can learn about the
TOEIC test whenever they want.
We used the TAM model to hypothesize relations between
factors. The results of multiple regression analysis showed
significant positive relations between the TAM model’s
various factors. These results led us to infer that the Internet is
useful and that it enhances E-TOEIC test learner’s resources.
Recommendations for future research
Future studies should focus on:
 Collecting data from different countries and other markets
to increase the external validity.
 Using the Delone and Mclean's model to re-examine the
quality of web-designed applications (Delone & Mclean,
2003).
References
[1] Andrew Williams Jr.(2013). International Education Global
Growth and Prosperity An Accompanying Analytical Narrative
United Kingdom Government
[2] Retrieved from:
https://www.gov.uk/government/uploads/system/uploads/attach
ment_data/file/340601/bis-13-1082-international-education-acc
ompanying-analytical-narrative-revised.pdf
[3] Hong, S., Thong, J. Y., & Tam, K. Y. (2006). Understanding
continued information technology usage behavior: a comparison
of three models in the context of mobile internet. Decision
Support Systems, 42(3), 1819-1834.
[4] Kuba, Akiko. ( 2002 ). Strategies-based instruction in Japanese
bigb schools. Unpublished master’s thesis, Department of
English, San Francisco State University.
[5] Lin Pan& David Block (2011). English as a “global language” in
China: An investigation into learners’ and teachers’ language
beliefs System ,39(2011)391-402
[6] Paul Juinn Bing Tan (2013). Students’ Adoptions and Attitudes
towards Electronic Placement Tests: A UTAUT Analysis.
American Journal of Computer Technology and Application Vol.
1, No. 1, February 2013, PP: 14 – 24,
[7] P. J. B. Tan and M. H. Hsu, "Developing a system for English
evaluation and teaching devices," 2017 International Conference
on Applied System Innovation (ICASI), Sapporo, 2017, pp.
938-941. doi: 10.1109/ICASI.2017.7988596
[8] Sam S. Adkins (2014). The 2013-2018 Worldwide Digital
English Language Learning Market. retrieved from:
http://www.ambientinsight.com/Resources/Documents/Ambient
Insight-2011-2016-Worldwide-Digital-English-Language-Lear
ning-Market-Overview.pdf
[9] T, Teo., Development and validation of the E- learning
Acceptance Measure (ElAM), Internet and Higher Education
(2010), doi:10.1016/j.iheduc.2010.02.001
[10] Test of English for international Communication (2017)
http://www.toeic.com.tw
[11] Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D.
(2003). User acceptance of information technology: Toward a
unified view. MIS Quarterly, 27(3), 425-478.
[12] Website: The global English language E- learning market.
Retrieved
from:http://www.ednetinsight.com/news-alerts/voice-from-the-i
ndustry/the-global-english-language-learning--ell--market.html
[13] WHAT ABOUT ENGLISH IN CHINA? retrieved from:
http://voiceboxer.com/english-in-china/
Table 1.
Global Market
Segment
2012 Market
Value
US$ (In
Billions)
Forecast
CAGR
2012-2017
2017 Forecast
Market Size
US$ (In Billions)
Global English
Language Learning $63.30 25% $193.20
Higher Ed eLearning $48.80 25% $149.00
K-12 eLearning $16.60 33% $69.00
Educational Gaming $2.00 30% $7.40
Social &Virtual
Learning/Communities $1.00 40% $5.60
Sources:http://www.ednetinsight.com/news-alerts/voice-from-the-indu
stry/the-global-english-language-learning--ell--market.html
542
Educational Innovations and Applications- Tijus, Meen, Chang
ISBN: 978-981-14-2064-1
year Population
2002 19, 263
2006 95, 211
2007 141, 740
2008 164, 213
2009 162, 968
2010 197, 463
2011 237, 322
2012 246,004
2013 298,150
2014 343,979
2015 376706
2016 393410
table. 4. The TOEIC growth in Taiwan 2017
Source:Test of English for international
Communication
Table. 3. Top Fifteen Digital English Language
Learning Buying Countries for 2013 and
2018: A global Digital English Language
Learning Market
2013 2018
1 China China
2. The United States The United States
3. South Korea South Korea
4. Japan Brazil
5. Brazil Japan
6. India The Russian
Federation
7. Taiwan Turkey
8. The Russian Federation India
9. Spain Indonesia
10. Turkey Taiwan
11. Canada Poland
12. France Canada
13. Germany Spain
14. Sweden Mexico
15. Mexico Malaysia
Source:
Table. 5 Reliability Statistics
Construct Numb
er of
item
Mean Standard
Deviation
Cronbach's
alpha
PEOU 4 13.02 2.82 .844
PU 4 13.49 2.73 .843
ATU 2 6.97 1.41 .514
BIU 5 17.49 3.15 .839
VLC 4 10.95 3.24 .887
Total 19 61.93 10.22 .914
Table 2. U.S. ELL vs. International ELL: Market Segments
U.S. ELL International ELL
PreK-5: Public school market. Sixty percent of
ELLs at PreK-5. Eighty-five percent of ELLs
born in the U.S. start school at K-1.
Institutional: PreK-12, tertiary; state and privately
funded. Easily the largest and most accessible
segment.
Secondary: Long-term ELLs; high
failure/dropout rate, particularly Hispanics.
Supplementary/Tutoring: Private lessons/tutoring
a growing global phenomenon; small groups,
tutoring/cram schools; organized online options,
such as sites offering online tutoring for public
tests (e.g., TOEFL, TOEIC tests).
Adults: Community colleges, adult schools,
vocational and technical schools. Growing need
for immigrants to learn English; severe shortage
of adult ESL programs.
Consumer/B2C: Potential for online and blended
programs. Limited to date by lack of access and
competition from other options.
Sources:

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A Survey On College Students Attitudes Toward English E-Tutoring Websites

  • 1. 539 Educational Innovations and Applications- Tijus, Meen, Chang ISBN: 978-981-14-2064-1 A survey on college students’ attitudes toward English e-tutoring websites 1 Paul Juinn Bing Tan, 2 Yao Hui-mei, 3 Chia-Hung Max Lin, 4 Ming-Hung Hsu National Penghu University of Science and Technology No.300, Liuhe Rd., Magong City, Penghu County 880, Taiwan Magong, Penghu, Taiwan 1 pashatan@yahoo.com.tw; tanjuinnbing@gmail.com, 2 jessyhm@gms.npu.edu.tw, 3 chmaxlin@gmail.com, 4 hsu@gms.npu.edu.tw Abstract Using the TAM Model to investigate college students' attitudes toward English e-tutoring websites has rarely been conducted from an information technology and global e-digital market perspective. The present study re-examined the utilization of self-paced e-learning websites for business English based on the assessments of university students. The findings were as follows: 1. Most users of English e-tutoring services believe that the use of such services in learning English provides greater value and convenience than non-online alternatives. This belief can assist the web designers of such websites in the maintenance and enhancement of users’ loyalty to the sites if the web designers take care to ensure the quality of the sites’ e-content. 2. Site designers should also endeavor to ensure that students’ requirements regarding functions relating to knowledge management and website interactions are met such that the students can operate the sites with greater ease as they engage in the learning process. 3. To provide a better understanding of the interface design quality. Key words: computer assisted language learning (CALL), TOEIC (Test of English for International Communication), TAM (Technology Acceptance Model), CBA (computer based assessment) Introduction According to the British Council report, it is estimated that 30 million people will speak English in 2015 worldwide. The new growth markets for English are largely the developing world. China and India show an enormous need for English learning; English has become an important part of school curriculums, and certain countries use English as their first and official language. English is spoken by at least one-quarter of the world’s population and has become a vital means of improving an individual’s prospects for well-paid employment ( Williams 2013). There are many types of English proficiency tests: GEPT, TOEFL, IELTS, and TOEIC. Multinational companies now communicate in English. TOEIC is biased towards business; therefore, it has been well-received by the business community. The TOEIC test is often a major requirement for the selection of personnel. TOEIC can be divided into many types of learning styles, such as: an achievement test, placement test and proficiency test. As a matter of fact, the teaching and learning activities of English programs still emphasize a test-oriented approach in China (Lin Pan& David Block 2011) and in other Asian communities (Kuba, 2002). Computer-Based Testing Computer-based testing, with or without CAT technology, offers these advantages:  Classroom-based testing  On all aspects of self-directed language tests  High-risk practices for upcoming standardized tests The demands of English Language Teaching (ELT) or English Language e-learning for English Language Learners (ELL) in the U.S. are substantially different from learners of English in international settings. Consequently, instructional and tutoring e-programs and e–digital products for each vary substantially. The report indicated that the worldwide market for English Language Learning (ELL) is among the fastest-growing and largest of all the sectors in education (2012-2017), as shown as table 1. Motivations of research Of the all the languages of the world, English is the one that has come to be used most widely, such that it functions as something like a global common language. Moreover, TOEIC has become a standard for recruiting employees in many companies in Asia. The goals of the present study were as follows:  To achieve a better quality of e-content for digital engineering.  To provide a better understanding of the interface design. Research questions 1. Does using the internet have a positive impact when studying for the TOEIC? 2. Does using the internet to practice for the TOEIC improve student’s TOEIC score? More and more people worldwide are making efforts to learn English. In certain parts of Asia, for example, learners have a general preference for conventional ‘classroom-based learning’ provided at the campus of a UK partner or other overseas partner, with said preference commonly being motivated by the perceptions and expectations of local employers. Relatedly, it has been observed that distance learning involving increased levels of blended learning, in which students are given the opportunity to gain experience in local facilities, is increasingly being utilized in order to adapt to the challenges posed by this preference among learners. • It has been estimated by the British Council that one out of every four people worldwide speaks English with some degree of competence. https://doi.org/10.35745/ecei2019v2.137
  • 2. 540 Educational Innovations and Applications- Tijus, Meen, Chang ISBN: 978-981-14-2064-1 • Already, the country with the largest number of English speakers may be China. ( http://voiceboxer.com/english-in-china/) It is estimate that over 300 million people in China learn to speak English. This large population of English learners in China is at least as large as the entire native-speaking population of the U.S.A. • E-tutoring networks are a normal and growing phenomenon in the global market. The Global ELL market—services, fees, tests, and products/content—is and will remain a large market. Trends for Growth • A working knowledge of English improves job prospects globally, and parents, schools, students, and employers understand this. • Global middle-class growth and wealthier, more ambitious parents are leading to the expansion of private providers of English, particularly in Brazil, China, Turkey, and India. • Online opportunities for learning English internationally have not yet achieved significant traction but will do so, particularly at the postsecondary/adult level. • ELLs in the U.S. are currently 11% of the total PreK-12 enrollment. By 2015, ELL enrollment will achieve 10 million people, representing 19% of all students. By 2025, one in four students nationwide will be an ELL, as shown in table 2. Literature review A study by Tan (2013), which examined teaching and learning, stated that they essentially constitute two sides of the same coin. Moreover, an investigation of the degree to which e-learning is accepted by university students indicated that various models, including the recently proposed E-learning model, should be used (Tan, 2017). It is critical to use the E-learning Acceptance Measure (ElAM) for the collection of data regarding the reactions that students have to the teaching of lessons through e-testing or e-learning. A clear picture of the degree to which students accept e-learning can, in turn, enhance how well we understand students’ behaviors when using computers. Relatedly, teachers can be guided by such information when making decisions about how to allocate resources, as well as what teaching strategies and instructional designs to utilize. In short, knowledge of this type has important implications for all those with a stake in educational efforts (Teo, 2010). The study by Teo presented evidence regarding the ElAM’s factorial structure, and so educational researchers may find the study to be illuminating. TOEIC (Test of English for International Communication) The Global Self-paced eLearning Market from 2013-2018 The Ambient Insight Premium Report’s “A global Digital English Language Learning Market” proposed by Sam S. Adkins (2014) showed that “The top buying countries throughout the forecast period are China, the US, South Korea, Japan, and Brazil. In 2013, China barely edged out the United States to become the top digital English language learning buying country in the world.” We cannot ignore the largest buyers in the Worldwide Self-paced eLearning Market in the Asian regions. These top ten buyers are shown in table 3 below for 2013-2018: TOEIC growth in Taiwan In Taiwan, the TOEIC test began to be administered in 2002; however, it was not very popular at that time. Additionally, in 2005, many people began taking the TOEIC test for many different reasons. In 2017, the ETS test of TOEIC (2016) showed that 393,410 people took the TOEIC test. (table. 4) According to research on individual’s motivations for taking the TOEIC test in junior high school and at university, there are 70% of junior high students who feel that the TOEIC will help them apply to better universities, and 92% feel that the TOEIC test will help them find the job they want (http://www.toeic.com.tw). Theoretical background-TAM Model The TAM (technology acceptance model), which was designed by Davis (1986), was based on the TRA (theory of reasoned Action) and TPB (theory of planned behavior) models. TAM provides a means to explore how e-learning methods relate to user’s beliefs、attitudes and intentions and has implications for research regarding e-users’ behaviors. According to Hong et al. (2006), the TAM constitutes the most generic and simplest model that researchers can use to investigate both the initial and continued acceptance of IT (information technology). Method of Research Participants We collected data by using questionnaires and a literature review. Specifically, we developed a questionnaire that was used to measure the perceptions of Taiwanese college students. A total of 400 of the questionnaires were distributed to students, and all 400 were subsequently returned. Of these, 397 were found to be valid, for an effective return rate of 99.25%. All of the individuals who participated in the study were Taiwanese college students. The primary objective of the study was to gather data from these students about their usage intentions with respect to TOEIC E-tutoring websites. As noted above, said data was gathered through a questionnaire survey. It should be noted, meanwhile, that the majority of the survey respondents were female. Instruments (TAM model. SPSS) We used the TAM model to evaluate our questionnaire results to explore how using the Internet to learn the TOEIC will affect learners. After collecting the questionnaires, we used SPSS to analyze the responses and the basic TAM model to explore their relations. The questions used in the survey were
  • 3. 541 Educational Innovations and Applications- Tijus, Meen, Chang ISBN: 978-981-14-2064-1 adopted from those used in a study by Venkatesh et al. (2003). In addition to collecting demographic information, the survey used a 5-point Likert scale (with 1=strongly disagree and 5=strongly agree) to gather data about the overt variables of the five constructs in the model. Reliability In our research, Cronbach’s α= .914 ≧.7. Scores above 0.75 are reliable; therefore, the score indicates that our research is reliable. Result We utilized the Statistical Package for Social Science (SPSS) to assess the data collected in this study. The composite reliability values had a range from 0.514 to 0.914, which exceeds the threshold value of 0.70 that is commonly recommended. The results regarding reliability are provided in Table 5. Discussion We researched the literature, collected original data, and verified the application of a well-accepted model of technology use. Previous literature suggested that E-learning benefits students, and this study evaluated students’ sense of those benefits. The literature also generally supported the relevance of the TAM model for this type of reassurance. Three-hundred-ninety-seven subjects replied to questionnaires with 19 questions. We used SPSS to calculate the TAM coefficients, which were all statistically significant. The findings are as follows: 1. The analysis results indicated that perceived usefulness (PU) positively affects the behavioral intention to use (BIU). 2. Perceived usefulness (PU) also positively affects attitude (ATU). 3. Perceived ease of use (PE) positively affects perceived usefulness (PU). 4. Perceived ease of use (PE) positively affects attitude (ATU). 5. Attitude toward using (ATU) positively affects the behavioral intention to use (BIU). 6. Using the internet to learn improves the learning motivation regardless of the location of participants. 7. Because the Internet is now considered to be incredibly easy to use; people are very likely to use it to study for the TOEIC test. 8. It is feasible to use the Internet to learn and practice the TOEIC test. E-TOEIC test. E-TOEIC test learners feel that it is convenient for them because they can learn about the TOEIC test whenever they want. We used the TAM model to hypothesize relations between factors. The results of multiple regression analysis showed significant positive relations between the TAM model’s various factors. These results led us to infer that the Internet is useful and that it enhances E-TOEIC test learner’s resources. Recommendations for future research Future studies should focus on:  Collecting data from different countries and other markets to increase the external validity.  Using the Delone and Mclean's model to re-examine the quality of web-designed applications (Delone & Mclean, 2003). References [1] Andrew Williams Jr.(2013). International Education Global Growth and Prosperity An Accompanying Analytical Narrative United Kingdom Government [2] Retrieved from: https://www.gov.uk/government/uploads/system/uploads/attach ment_data/file/340601/bis-13-1082-international-education-acc ompanying-analytical-narrative-revised.pdf [3] Hong, S., Thong, J. Y., & Tam, K. Y. (2006). Understanding continued information technology usage behavior: a comparison of three models in the context of mobile internet. Decision Support Systems, 42(3), 1819-1834. [4] Kuba, Akiko. ( 2002 ). Strategies-based instruction in Japanese bigb schools. Unpublished master’s thesis, Department of English, San Francisco State University. [5] Lin Pan& David Block (2011). English as a “global language” in China: An investigation into learners’ and teachers’ language beliefs System ,39(2011)391-402 [6] Paul Juinn Bing Tan (2013). Students’ Adoptions and Attitudes towards Electronic Placement Tests: A UTAUT Analysis. American Journal of Computer Technology and Application Vol. 1, No. 1, February 2013, PP: 14 – 24, [7] P. J. B. Tan and M. H. Hsu, "Developing a system for English evaluation and teaching devices," 2017 International Conference on Applied System Innovation (ICASI), Sapporo, 2017, pp. 938-941. doi: 10.1109/ICASI.2017.7988596 [8] Sam S. Adkins (2014). The 2013-2018 Worldwide Digital English Language Learning Market. retrieved from: http://www.ambientinsight.com/Resources/Documents/Ambient Insight-2011-2016-Worldwide-Digital-English-Language-Lear ning-Market-Overview.pdf [9] T, Teo., Development and validation of the E- learning Acceptance Measure (ElAM), Internet and Higher Education (2010), doi:10.1016/j.iheduc.2010.02.001 [10] Test of English for international Communication (2017) http://www.toeic.com.tw [11] Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information technology: Toward a unified view. MIS Quarterly, 27(3), 425-478. [12] Website: The global English language E- learning market. Retrieved from:http://www.ednetinsight.com/news-alerts/voice-from-the-i ndustry/the-global-english-language-learning--ell--market.html [13] WHAT ABOUT ENGLISH IN CHINA? retrieved from: http://voiceboxer.com/english-in-china/ Table 1. Global Market Segment 2012 Market Value US$ (In Billions) Forecast CAGR 2012-2017 2017 Forecast Market Size US$ (In Billions) Global English Language Learning $63.30 25% $193.20 Higher Ed eLearning $48.80 25% $149.00 K-12 eLearning $16.60 33% $69.00 Educational Gaming $2.00 30% $7.40 Social &Virtual Learning/Communities $1.00 40% $5.60 Sources:http://www.ednetinsight.com/news-alerts/voice-from-the-indu stry/the-global-english-language-learning--ell--market.html
  • 4. 542 Educational Innovations and Applications- Tijus, Meen, Chang ISBN: 978-981-14-2064-1 year Population 2002 19, 263 2006 95, 211 2007 141, 740 2008 164, 213 2009 162, 968 2010 197, 463 2011 237, 322 2012 246,004 2013 298,150 2014 343,979 2015 376706 2016 393410 table. 4. The TOEIC growth in Taiwan 2017 Source:Test of English for international Communication Table. 3. Top Fifteen Digital English Language Learning Buying Countries for 2013 and 2018: A global Digital English Language Learning Market 2013 2018 1 China China 2. The United States The United States 3. South Korea South Korea 4. Japan Brazil 5. Brazil Japan 6. India The Russian Federation 7. Taiwan Turkey 8. The Russian Federation India 9. Spain Indonesia 10. Turkey Taiwan 11. Canada Poland 12. France Canada 13. Germany Spain 14. Sweden Mexico 15. Mexico Malaysia Source: Table. 5 Reliability Statistics Construct Numb er of item Mean Standard Deviation Cronbach's alpha PEOU 4 13.02 2.82 .844 PU 4 13.49 2.73 .843 ATU 2 6.97 1.41 .514 BIU 5 17.49 3.15 .839 VLC 4 10.95 3.24 .887 Total 19 61.93 10.22 .914 Table 2. U.S. ELL vs. International ELL: Market Segments U.S. ELL International ELL PreK-5: Public school market. Sixty percent of ELLs at PreK-5. Eighty-five percent of ELLs born in the U.S. start school at K-1. Institutional: PreK-12, tertiary; state and privately funded. Easily the largest and most accessible segment. Secondary: Long-term ELLs; high failure/dropout rate, particularly Hispanics. Supplementary/Tutoring: Private lessons/tutoring a growing global phenomenon; small groups, tutoring/cram schools; organized online options, such as sites offering online tutoring for public tests (e.g., TOEFL, TOEIC tests). Adults: Community colleges, adult schools, vocational and technical schools. Growing need for immigrants to learn English; severe shortage of adult ESL programs. Consumer/B2C: Potential for online and blended programs. Limited to date by lack of access and competition from other options. Sources: