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Technology-Assisted Independent
    Study of English as a Second Language


                               J. Raphael Holmes
                               October 16, 2012
Thesis Advisory Committee: Dr. Ross Perkins, Dr. Dazhi Yang, Dr. Arturo Rodriguez
Presentation outline
•   Definitions
•   Research problem and purpose
•   Research questions and significance
•   CALL overview and background information
•   Gaps in research
•   Study design, instruments, and data analysis
•   Findings- who participated
•   Findings- answers to research questions
•   Implications
•   Recommendations
Research in brief:
Independent, in-service ESL learners were interviewed and
surveyed to learn about their use of CALL technology.




           Image from flickr.com/photos/bartelomeus/4184705426/
Acronyms
CALL – Computer assisted language learning (umbrella term,
includes CALI, TELL, MALL, CAPT)
ESL – English as a second language (studied in an English-
speaking country)
EFL – English as a foreign language (studied in a non-English-
speaking country)
ICT – Information and communications technology
NLP – Natural language processing
Definitions
Independent learner – A learner who is not enrolled in a
formal class or taking private lessons
In-service learner –       A learner who is using English on a
daily basis, for professional, educational, or personal reasons
Learner autonomy –       A learner’s ability to take charge of his
or her own learning (Holec, 1981), encompassing initiative,
persistence, and resourcefulness (Macaskill & Taylor, 2010)
Research problem
Independent, in-service ESL learners- insufficient returns on
effort, particularly acute with modern ICT developments.



“The web for language learning remains an interconnected quagmire of
unorganized opportunities” (Howard, 2010, p. 196).

“[Tertiary EFL students] reported limited knowledge of how various
technologies could be used for language learning” (Lai & Gu, 2011, p. 324).

“…students tend not to have adequate access to or literacy in using
specialized tools that are often necessary for CALL” (Winke & Goertler,
2008, p. 482).
Purpose of the study
•   to explore the use of CALL technology by these learners

•   to examine what technologies they use and what aspects of
    independent language learning are aided by technology

•   to examine the relationship between CALL technology use
    and learner autonomy
Research questions (in brief)
1. What do they use?
2. What do they use it for?
3. How does this relate to learner autonomy?
Research questions
1. What technologies do adult, independent, in-service learners
   use to engage in English language study?
2. Out of seven key components of language learning in general a
   and four that are specific to independent language learningb,
   which are facilitated by these learners’ uses of technology?
3. What is the relationship between the nature of these
   learners’ uses of technology and their levels of learner
   autonomy?

a
    Reading, writing, listening, speaking, grammar, vocabulary, and pronunciation
b
    Motivation, management, reflection, and feedback
Who cares?
•   Independent language learners
•   Language education, independent learning, & CALL
    researchers.
•   Creators of CALL technology
•   Classroom instructors
Multiple ways to organize CALL
•   A series of historical phases or approaches
•   A collection of language learning technologies
•   Essential components of language learning being provided by
    technology
Historical phases / approaches
•   Historical phases (Warschauer, 1996)
    •   behaviorist
    •   communicative
    •   integrative
•   Approaches: (Bax, 2003)
    •   restricted
    •   open
    •   integrated
•   Final phase and approach both imply
    normalization.
                                           Image from humsci.stanford.edu/faculty/discoveries/
What does CALL look like?
(This connects to RQ1, how CALL manifests itself for participants.)
•   Media
•   Communication technology
•   Software
•   Internet resources/tools/environments
•   Old or new
•   Maybe specific to language learners, maybe not
Components of language learning
(These form the basis of RQ2, what CALL is used for.)
•   Reading, writing, listening, speaking- universally agreed upon
•   Grammar, vocabulary, pronunciation- also broad consensus
    on these secondary components (e.g. Lasagabaster & Sierra,
    2003; Levy & Hubbard, 2005)
Components of independent learning
(These form the basis of RQ2.)
•   Motivation- “fuel” driving learning endeavors (Garrison,
    1997). Close ties to language learning (Ushioda, 2011) and
    technology use (Ringstaff & Kelley, 2009).
•   Management- selection of objectives, materials, activities
    (Garrison, 1997; Pilling-Cormick, 1997; Chan et al., 2002).
•   Reflection- metacognition, metalinguistic awareness
    (Schwienhorst, 2008; Garrison, 1997; Pilling-Cormick, 1997;
    Tarvin & Al-Arishi, 1991).
•   Feedback- from technology or facilitated by technology
    (Nagata, 1993; Pilling-Cormick, 1997; Alm, 2006)
More on learner autonomy
(This is the subject of RQ3, measured with an instrument.)
•   As with other similar terms (e.g. self-directed learning, self-
    access learning, andragogy) can describe a behavior, a
    perspective, or an ability
•   Thought to contribute to independent learning success
    (Ponton & Carr, 2000; Benson, 2007)
•   Frequently studied in the context of classroom instruction
•   Special relationship with language learning
Gaps in research- what’s missing?




          Image from jamesdawson.blogspot.com/2009_09_01_archive.html
Gaps in research- what’s missing?
•   Research on non-undergraduate learners
•   Research on independent learning
•   Studies with broad focus, rather than one or two aspects of
    language learning
•   Studies addressing affective components (e.g. motivation)
•   Studies addressing pronunciation
•   Research connecting theoretically generalized learner autonomy
    and actual attitudes/behaviors
•   Longitudinal studies
•   Research on non-adult learners
•   Research on languages other than English

(Zhao, 2003; Gan, 2004; Hurd, 2008; Validvia et al., 2011; Tanner & London, 2009)
Research design
•   Semi-structured interview (10 participants)
•   Electronic questionnaire (112 general participants, 40 specific
    to independent language learning website, antimoon.com)
•   Mixed interview and survey design allowed for
    •   triangulation
    •   deeper interpretation of questionnaire results
    •   revision of questionnaire
Brief overview of instruments
•   Interview: 30 minutes, 28 questions in five categories:
    •   background info
    •   English studying
    •   technology
    •   independence
    •   two hypotheticals
•   Questionnaire: 10 minutes, four sections:
    •   demographic info
    •   brief ESL self-assessment
    •   technology use questions
    •   learner autonomy instrument
Data analysis
•   Interview- transcripts coded, then codes merged into six
    themes
•   Questionnaire- Descriptive statistics for means and variances
•   Questionnaire- Learner autonomy scores checked for
    correlation with other responses, looking for Pearson’s
    correlation coefficients > 0.3
Findings- who participated?
•   Interview
    •   six native languages
    •   narrow age range
    •   mostly professional/technical occupations
    •   all participants feeling that English was important to their
        professional goals
•   Questionnaire
    •   37 native languages
    •   broad age range
    •   spread of primary reasons for studying English
    •   some differences between two sample groups
Findings- 3 interview themes
• Linguistic isolation
   Nobody corrects me. And I don’t have many chances to speak.
   If there are no American friends, I cannot expand my vocabulary.
• Motivating factors
   Sometimes Americans laugh a lot, and I want to understand why they
       laugh.
   …I cannot express my opinion, or what I was thinking. That’s the big
       motivation.
• Continuous learning
   If I’m not sleeping, I think I’m learning English.
   …I feel [studying is] something natural… I wouldn’t explicitly sit down to it.
Findings- continuous learning
Findings- research question 1
• What CALL technologies do they use?
  •   Media
  •   Communication tools
  •   Reference tools
• What don’t they use?
  •   Language learning software
  •   Language learning websites
Findings- research question 2
• What do they use CALL technologies for?
  •   Reading
  •   Listening
  •   Vocabulary
  •   Feedback*
• What don’t they use CALL for?
  •   Speaking
  •   Learning management
  •   Feedback*
Findings- research question 3
Is there a relationship between their use of CALL
technology and their learner autonomy?

• Yes. Learner autonomy scores were correlated with
   • mobile/smart phone use*
   • use of spell check/grammar check
   • use of automatic translation
   • use of technology for grammar, reflection*, management*
The *’s denote correlations with p ≤ 0.01. Even with a large
number of correlations checked, this is highly unlikely to occur by
chance alone. All correlations were positive, as expected.
Findings- research question 3
Is there a relationship between their use of CALL
technology and their learner autonomy?

• No.
   • Most tools and attitudes show no correlation with learner
   autonomy
   • No overlap in correlations between two survey samples
   • Interview data contradict the potential for a relationship

The study doesn’t provide a compelling answer to this question,
but the findings raise interesting additional questions.
Implications
• CALL developments may not reach these learners
• Some CALL tools may match these learners’
  “study” habits better than others
• Sophisticated NLP tools may impact both these
  issues




             Image from Edge et al., 2011
Recommendations
• Find out more about these learners with more
  rigorous data collection.
• Consider how CALL is serving these learners.
• Explore relationship between CALL and learner
  autonomy further. Address specific practices.
• Explore the degree to which generalizable
  learner autonomy applies to advanced language
  learning.
References
Alm, A. (2006). CALL for autonomy, competence and relatedness: Motivating language learning environments in Web
      2.0. The JALT CALL Journal, 2(3), 29-38.

Bax, S. (2003). CALL–past, present and future. System, 31(1), 13-28.

Benson, P. (2007). Autonomy in language teaching and learning. Language Teaching, 40, 21-40.
     doi:10.1017/S0261444806003958

Chan, V., Spratt, M., & Humphreys, G. (2002). Autonomous language learning: Hong Kong tertiary students’ attitudes
      and behaviours. Evaluation & Research in Education, 16(1), 1-18.

Edge, D., Searle, E., Chiu, K., Zhao, J., & Landay, J. A. (2011). MicroMandarin: Mobile language learning in context.
      Proceedings of the 2011 annual conference on Human factors in computing systems (pp. 3169–3178).
      Vancouver, CA. Retrieved from http://dl.acm.org/citation.cfm?id=1979413

Gan, Z. (2004). Attitudes and strategies as predictors of self-directed language learning in an EFL context. International
      Journal of Applied Linguistics, 14(3), 389-411. doi:10.1111/j.1473-4192.2004.00071.x

Garrison, D. R. (1997). Self-directed learning: Toward a comprehensive model. Adult Education Quarterly, 48(1), 18-33.
      doi:10.1177/074171369704800103

Holec, H. (1981). Autonomy and foreign language learning. Oxford: Pergamon.

Howard, C. D. (2011). Web 2.0 sites for collaborative self-access: The learning advisor vs. Google®. Studies in Self-
     Access Learning Journal, 2(3), 159-211.

Hurd, S. (2008). Affect and strategy use in independent language learning. In: S. Hurd & T. Lewis (Eds.), Language
      learning strategies in independent settings (pp. 218-236). Bristol, UK: Multilingual Matters, pp. 218–236. Retrieved
      from http://http://oro.open.ac.uk/10049/
References (cont’d)
Lai, C., & Gu, M. (2011). Self-regulated out-of-class language learning with technology. Computer Assisted Language
       Learning, 24(4), 317-335. doi:10.1080/09588221.2011.568417

Lasagabaster, D., & Sierra, J. M. (2003). Students’ evaluation of CALL software programs. Educational Media
     International, 40(3-4), 293-304. doi:10.1080/0952398032000113211

Levy, M., & Hubbard, P. (2005). Why call CALL “CALL”? Computer Assisted Language Learning, 18(3), 143-149.
      doi:10.1080/09588220500208884

Nagata, N. (1993). Intelligent computer feedback for second language instruction. Modern Language Journal, 77(3), 330-
      339.

Pilling-Cormick, J. (1997). Transformative and self-directed learning in practice. New Directions for Adult and Continuing
        Education, 74, 69-77.

Ponton, M.K., & Carr, P.B. (2000). Understanding and promoting autonomy in self-directed learning. Current Research in
      Social Psychology, 5(19), 271-284.

Ringstaff, C., & Kelley, L. (2002). The learning return on our educational technology investment: A review of findings
      from research. Washington, DC: Office of Educational Research and Improvement.

Schwienhorst, K. (2008). Learner autonomy and CALL environments. Routledge studies in computer assisted language
      learning. New York: Routledge.

Stockwell, G. (2007). Vocabulary on the move: Investigating an intelligent mobile phone-based vocabulary tutor.
      Computer Assisted Language Learning, 20(4), 365-383. doi:10.1080/09588220701745817

Tanner, M. W., & Landon, M. M. (2009). The effects of computer-assisted pronunciation readings on ESL learners’ use
     of pausing, stress, intonation, and overall comprehensibility. Language Learning & Technology, 13(3), 51-65.
References (cont’d)
Tarvin, W. L., & Al-Arishi, A. Y. (1991). Rethinking communicative language-teaching: Reflection and the EFL classroom.
       TESOL Quarterly, 25(1), 9-27.

Ushioda, E. (2011). Language learning motivation, self and identity: Current theoretical perspectives. Computer Assisted
      Language Learning, 24(3), 199-210. doi:10.1080/09588221.2010.538701

Valdivia, S., McLoughlin, D., & Mynard, J. (2011). The importance of affective factors in self-access language learning
       courses. Studies in Self-Access Learning Journal, 2(2), 91-96.

Warschauer M. (1996). Computer assisted language learning: An introduction. In S. Fotos (ed.), Multimedia language
     teaching (pp. 43-62). Tokyo: Logos International. Retrieved from http://www.ict4lt.org/en/warschauer.htm

Winke, P., & Goertler, S. (2008). Did we forget someone? Students’ computer access and literacy for CALL. CALICO
      Journal, 25(3), 482–509.

Zhao, Y. (2003). Recent developments in technology and language learning: A literature review and meta-analysis.
      Calico Journal, 21(1), 7-28.

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JR Holmes MS Thesis Defense

  • 1. Technology-Assisted Independent Study of English as a Second Language J. Raphael Holmes October 16, 2012 Thesis Advisory Committee: Dr. Ross Perkins, Dr. Dazhi Yang, Dr. Arturo Rodriguez
  • 2. Presentation outline • Definitions • Research problem and purpose • Research questions and significance • CALL overview and background information • Gaps in research • Study design, instruments, and data analysis • Findings- who participated • Findings- answers to research questions • Implications • Recommendations
  • 3. Research in brief: Independent, in-service ESL learners were interviewed and surveyed to learn about their use of CALL technology. Image from flickr.com/photos/bartelomeus/4184705426/
  • 4. Acronyms CALL – Computer assisted language learning (umbrella term, includes CALI, TELL, MALL, CAPT) ESL – English as a second language (studied in an English- speaking country) EFL – English as a foreign language (studied in a non-English- speaking country) ICT – Information and communications technology NLP – Natural language processing
  • 5. Definitions Independent learner – A learner who is not enrolled in a formal class or taking private lessons In-service learner – A learner who is using English on a daily basis, for professional, educational, or personal reasons Learner autonomy – A learner’s ability to take charge of his or her own learning (Holec, 1981), encompassing initiative, persistence, and resourcefulness (Macaskill & Taylor, 2010)
  • 6. Research problem Independent, in-service ESL learners- insufficient returns on effort, particularly acute with modern ICT developments. “The web for language learning remains an interconnected quagmire of unorganized opportunities” (Howard, 2010, p. 196). “[Tertiary EFL students] reported limited knowledge of how various technologies could be used for language learning” (Lai & Gu, 2011, p. 324). “…students tend not to have adequate access to or literacy in using specialized tools that are often necessary for CALL” (Winke & Goertler, 2008, p. 482).
  • 7. Purpose of the study • to explore the use of CALL technology by these learners • to examine what technologies they use and what aspects of independent language learning are aided by technology • to examine the relationship between CALL technology use and learner autonomy
  • 8. Research questions (in brief) 1. What do they use? 2. What do they use it for? 3. How does this relate to learner autonomy?
  • 9. Research questions 1. What technologies do adult, independent, in-service learners use to engage in English language study? 2. Out of seven key components of language learning in general a and four that are specific to independent language learningb, which are facilitated by these learners’ uses of technology? 3. What is the relationship between the nature of these learners’ uses of technology and their levels of learner autonomy? a Reading, writing, listening, speaking, grammar, vocabulary, and pronunciation b Motivation, management, reflection, and feedback
  • 10. Who cares? • Independent language learners • Language education, independent learning, & CALL researchers. • Creators of CALL technology • Classroom instructors
  • 11. Multiple ways to organize CALL • A series of historical phases or approaches • A collection of language learning technologies • Essential components of language learning being provided by technology
  • 12. Historical phases / approaches • Historical phases (Warschauer, 1996) • behaviorist • communicative • integrative • Approaches: (Bax, 2003) • restricted • open • integrated • Final phase and approach both imply normalization. Image from humsci.stanford.edu/faculty/discoveries/
  • 13. What does CALL look like? (This connects to RQ1, how CALL manifests itself for participants.) • Media • Communication technology • Software • Internet resources/tools/environments • Old or new • Maybe specific to language learners, maybe not
  • 14. Components of language learning (These form the basis of RQ2, what CALL is used for.) • Reading, writing, listening, speaking- universally agreed upon • Grammar, vocabulary, pronunciation- also broad consensus on these secondary components (e.g. Lasagabaster & Sierra, 2003; Levy & Hubbard, 2005)
  • 15. Components of independent learning (These form the basis of RQ2.) • Motivation- “fuel” driving learning endeavors (Garrison, 1997). Close ties to language learning (Ushioda, 2011) and technology use (Ringstaff & Kelley, 2009). • Management- selection of objectives, materials, activities (Garrison, 1997; Pilling-Cormick, 1997; Chan et al., 2002). • Reflection- metacognition, metalinguistic awareness (Schwienhorst, 2008; Garrison, 1997; Pilling-Cormick, 1997; Tarvin & Al-Arishi, 1991). • Feedback- from technology or facilitated by technology (Nagata, 1993; Pilling-Cormick, 1997; Alm, 2006)
  • 16. More on learner autonomy (This is the subject of RQ3, measured with an instrument.) • As with other similar terms (e.g. self-directed learning, self- access learning, andragogy) can describe a behavior, a perspective, or an ability • Thought to contribute to independent learning success (Ponton & Carr, 2000; Benson, 2007) • Frequently studied in the context of classroom instruction • Special relationship with language learning
  • 17. Gaps in research- what’s missing? Image from jamesdawson.blogspot.com/2009_09_01_archive.html
  • 18. Gaps in research- what’s missing? • Research on non-undergraduate learners • Research on independent learning • Studies with broad focus, rather than one or two aspects of language learning • Studies addressing affective components (e.g. motivation) • Studies addressing pronunciation • Research connecting theoretically generalized learner autonomy and actual attitudes/behaviors • Longitudinal studies • Research on non-adult learners • Research on languages other than English (Zhao, 2003; Gan, 2004; Hurd, 2008; Validvia et al., 2011; Tanner & London, 2009)
  • 19. Research design • Semi-structured interview (10 participants) • Electronic questionnaire (112 general participants, 40 specific to independent language learning website, antimoon.com) • Mixed interview and survey design allowed for • triangulation • deeper interpretation of questionnaire results • revision of questionnaire
  • 20. Brief overview of instruments • Interview: 30 minutes, 28 questions in five categories: • background info • English studying • technology • independence • two hypotheticals • Questionnaire: 10 minutes, four sections: • demographic info • brief ESL self-assessment • technology use questions • learner autonomy instrument
  • 21. Data analysis • Interview- transcripts coded, then codes merged into six themes • Questionnaire- Descriptive statistics for means and variances • Questionnaire- Learner autonomy scores checked for correlation with other responses, looking for Pearson’s correlation coefficients > 0.3
  • 22. Findings- who participated? • Interview • six native languages • narrow age range • mostly professional/technical occupations • all participants feeling that English was important to their professional goals • Questionnaire • 37 native languages • broad age range • spread of primary reasons for studying English • some differences between two sample groups
  • 23. Findings- 3 interview themes • Linguistic isolation Nobody corrects me. And I don’t have many chances to speak. If there are no American friends, I cannot expand my vocabulary. • Motivating factors Sometimes Americans laugh a lot, and I want to understand why they laugh. …I cannot express my opinion, or what I was thinking. That’s the big motivation. • Continuous learning If I’m not sleeping, I think I’m learning English. …I feel [studying is] something natural… I wouldn’t explicitly sit down to it.
  • 25. Findings- research question 1 • What CALL technologies do they use? • Media • Communication tools • Reference tools • What don’t they use? • Language learning software • Language learning websites
  • 26. Findings- research question 2 • What do they use CALL technologies for? • Reading • Listening • Vocabulary • Feedback* • What don’t they use CALL for? • Speaking • Learning management • Feedback*
  • 27. Findings- research question 3 Is there a relationship between their use of CALL technology and their learner autonomy? • Yes. Learner autonomy scores were correlated with • mobile/smart phone use* • use of spell check/grammar check • use of automatic translation • use of technology for grammar, reflection*, management* The *’s denote correlations with p ≤ 0.01. Even with a large number of correlations checked, this is highly unlikely to occur by chance alone. All correlations were positive, as expected.
  • 28. Findings- research question 3 Is there a relationship between their use of CALL technology and their learner autonomy? • No. • Most tools and attitudes show no correlation with learner autonomy • No overlap in correlations between two survey samples • Interview data contradict the potential for a relationship The study doesn’t provide a compelling answer to this question, but the findings raise interesting additional questions.
  • 29. Implications • CALL developments may not reach these learners • Some CALL tools may match these learners’ “study” habits better than others • Sophisticated NLP tools may impact both these issues Image from Edge et al., 2011
  • 30. Recommendations • Find out more about these learners with more rigorous data collection. • Consider how CALL is serving these learners. • Explore relationship between CALL and learner autonomy further. Address specific practices. • Explore the degree to which generalizable learner autonomy applies to advanced language learning.
  • 31. References Alm, A. (2006). CALL for autonomy, competence and relatedness: Motivating language learning environments in Web 2.0. The JALT CALL Journal, 2(3), 29-38. Bax, S. (2003). CALL–past, present and future. System, 31(1), 13-28. Benson, P. (2007). Autonomy in language teaching and learning. Language Teaching, 40, 21-40. doi:10.1017/S0261444806003958 Chan, V., Spratt, M., & Humphreys, G. (2002). Autonomous language learning: Hong Kong tertiary students’ attitudes and behaviours. Evaluation & Research in Education, 16(1), 1-18. Edge, D., Searle, E., Chiu, K., Zhao, J., & Landay, J. A. (2011). MicroMandarin: Mobile language learning in context. Proceedings of the 2011 annual conference on Human factors in computing systems (pp. 3169–3178). Vancouver, CA. Retrieved from http://dl.acm.org/citation.cfm?id=1979413 Gan, Z. (2004). Attitudes and strategies as predictors of self-directed language learning in an EFL context. International Journal of Applied Linguistics, 14(3), 389-411. doi:10.1111/j.1473-4192.2004.00071.x Garrison, D. R. (1997). Self-directed learning: Toward a comprehensive model. Adult Education Quarterly, 48(1), 18-33. doi:10.1177/074171369704800103 Holec, H. (1981). Autonomy and foreign language learning. Oxford: Pergamon. Howard, C. D. (2011). Web 2.0 sites for collaborative self-access: The learning advisor vs. Google®. Studies in Self- Access Learning Journal, 2(3), 159-211. Hurd, S. (2008). Affect and strategy use in independent language learning. In: S. Hurd & T. Lewis (Eds.), Language learning strategies in independent settings (pp. 218-236). Bristol, UK: Multilingual Matters, pp. 218–236. Retrieved from http://http://oro.open.ac.uk/10049/
  • 32. References (cont’d) Lai, C., & Gu, M. (2011). Self-regulated out-of-class language learning with technology. Computer Assisted Language Learning, 24(4), 317-335. doi:10.1080/09588221.2011.568417 Lasagabaster, D., & Sierra, J. M. (2003). Students’ evaluation of CALL software programs. Educational Media International, 40(3-4), 293-304. doi:10.1080/0952398032000113211 Levy, M., & Hubbard, P. (2005). Why call CALL “CALL”? Computer Assisted Language Learning, 18(3), 143-149. doi:10.1080/09588220500208884 Nagata, N. (1993). Intelligent computer feedback for second language instruction. Modern Language Journal, 77(3), 330- 339. Pilling-Cormick, J. (1997). Transformative and self-directed learning in practice. New Directions for Adult and Continuing Education, 74, 69-77. Ponton, M.K., & Carr, P.B. (2000). Understanding and promoting autonomy in self-directed learning. Current Research in Social Psychology, 5(19), 271-284. Ringstaff, C., & Kelley, L. (2002). The learning return on our educational technology investment: A review of findings from research. Washington, DC: Office of Educational Research and Improvement. Schwienhorst, K. (2008). Learner autonomy and CALL environments. Routledge studies in computer assisted language learning. New York: Routledge. Stockwell, G. (2007). Vocabulary on the move: Investigating an intelligent mobile phone-based vocabulary tutor. Computer Assisted Language Learning, 20(4), 365-383. doi:10.1080/09588220701745817 Tanner, M. W., & Landon, M. M. (2009). The effects of computer-assisted pronunciation readings on ESL learners’ use of pausing, stress, intonation, and overall comprehensibility. Language Learning & Technology, 13(3), 51-65.
  • 33. References (cont’d) Tarvin, W. L., & Al-Arishi, A. Y. (1991). Rethinking communicative language-teaching: Reflection and the EFL classroom. TESOL Quarterly, 25(1), 9-27. Ushioda, E. (2011). Language learning motivation, self and identity: Current theoretical perspectives. Computer Assisted Language Learning, 24(3), 199-210. doi:10.1080/09588221.2010.538701 Valdivia, S., McLoughlin, D., & Mynard, J. (2011). The importance of affective factors in self-access language learning courses. Studies in Self-Access Learning Journal, 2(2), 91-96. Warschauer M. (1996). Computer assisted language learning: An introduction. In S. Fotos (ed.), Multimedia language teaching (pp. 43-62). Tokyo: Logos International. Retrieved from http://www.ict4lt.org/en/warschauer.htm Winke, P., & Goertler, S. (2008). Did we forget someone? Students’ computer access and literacy for CALL. CALICO Journal, 25(3), 482–509. Zhao, Y. (2003). Recent developments in technology and language learning: A literature review and meta-analysis. Calico Journal, 21(1), 7-28.