Words of Experience: Semantic Content Analysis and Individual Differences among Successful Second Language Learners

Individual differences (IDs) in second language (L2) learning have traditionally been studied as separate, isolated variables (Dornyei, 2005), but this reductionist approach has led to a fragmented and inconclusive understanding of how IDs influence L2 learning. The present study takes a different approach to IDs by starting at the level of L2 learning experience and identifying the most basic differences between learners. To do this, a new L2 experience methodology is introduced. Participants are 123 matriculated non-native English speaking students at two urban universities in the South. First, learners were interviewed following a strict interview protocol which ensured that all learners received the same input in the same setting. Next, the interviews were analyzed using the Linguistic Inquiry and Word Count software (Pennebaker, Booth, & Francis, 2007), which provides quantitative output showing the types and frequency of psychosocial words each learner produced. These psychosocial semantic categories then formed the basis of a cluster analysis that identified groups of learners who use similar semantic categories. Learners who tend to use similar psychosocial words to describe their L2 learning experience are assumed to share a similar approach to L2 learning and are grouped together into L2 learning profiles. Results show that these participants can be grouped into three types of successful L2 experiences: Doing, Thinking, and Feeling. An ANOVA and follow-up ad hoc statistical tests reveal significant differences in admissions TOEFL scores among these groups of students, suggesting that learners who describe their L2 experience differently do in fact show significant differential performance. Qualitative analysis of interview transcripts further suggests that the influence of family plays an important role in differential TOEFL scores, and that L2 learning experience may change in important ways over time. Based on the results of the study, a L2 Experience Model of Individual and Social Differences is proposed that accounts for life importance, effort, ability, and L2 experience. Implications of this new methodology and model are discussed, along with suggestions for future research, teaching, and L2 learning. INDEX WORDS: Second language acquisition; English language learners; Individual differences; L2 experience interview; TOEFL; Semantic content analysis WORDS OF EXPERIENCE: SEMANTIC CONTENT ANALYSIS AND INDIVIDUAL DIFFERENCES AMONG SUCCESSFUL SECOND LANGUAGE LEARNERS

[1]  James Dean Brown,et al.  Choosing the Right Type of Rotation in PCA and EFA , 2009 .

[2]  F. Craik,et al.  The handbook of aging and cognition , 1992 .

[3]  Susan R. Fussell,et al.  Text analysis as a tool for analyzing conversation in online support groups , 2004, CHI EA '04.

[4]  E. Ushioda Language learning at university: Exploring the role of motivational thinking , 2001 .

[5]  Jean-Marc Dewaele,et al.  Effects of Trait Emotional Intelligence and Sociobiographical Variables on Communicative Anxiety and Foreign Language Anxiety among Adult Multilinguals: A Review and Empirical Investigation , 2008 .

[6]  Zoltán Dörnyei,et al.  The Psychology of Second Language Acquisition , 2008 .

[7]  T. Yashima 7. International Posture and the Ideal L2 Self in the Japanese EFL Context , 2009 .

[8]  Z. Dörnyei,et al.  A New Approach to Assessing Strategic Learning: The Case of Self-Regulation in Vocabulary Acquisition , 2006 .

[9]  Mingmei Du A Study of the Relationship between English Self-concept and Language Learning Strategies , 2012 .

[10]  Jenefer Philp,et al.  Interactional context and willingness to communicate: A comparison of behavior in whole class, group and dyadic interaction , 2006 .

[11]  T. Koga Dynamicity of motivation, anxiety and cooperativeness in a semester course , 2010 .

[12]  Cynthia White,et al.  A social and cognitive approach to affect in SLA , 2010 .

[13]  Phil Benson,et al.  Conceptions of Language and Language Learning. , 1999 .

[14]  T. Taguchi,et al.  4. The L2 Motivational Self System among Japanese, Chinese and Iranian Learners of English: A Comparative Study , 2009 .

[15]  M. Besson,et al.  Musical training influences linguistic abilities in 8-year-old children: more evidence for brain plasticity. , 2009, Cerebral cortex.

[16]  F. Marton Phenomenography and “the art of teaching all things to all men'’ , 1992 .

[17]  Sylviane Granger The Louvain International Database of Spoken English Interlanguage (LINDSEI) Project , 1997 .

[18]  Xuesong Gao Understanding changes in Chinese students’ uses of learning strategies in China and Britain: A socio-cultural re-interpretation , 2006 .

[19]  Elsie Anderberg,et al.  Academic development for knowledge capabilities: Learning, reflecting and developing , 2005 .

[20]  Tanja Angelovska Motivation, Language Attitudes, and Globalisation: A Hungarian Perspective , 2007 .

[21]  D. Polkinghorne Language and meaning: Data collection in qualitative research. , 2005 .

[22]  Sarah Mercer,et al.  Towards an Understanding of Language Learner Self-Concept , 2011 .

[23]  P. Robinson Individual differences and instructed language learning , 2002 .

[24]  Elaine K. Horwitz,et al.  Language anxiety and achievement , 2001, Annual Review of Applied Linguistics.

[25]  Marianne Spoelman,et al.  Dynamic Patterns in Development of Accuracy and Complexity: A Longitudinal Case Study in the Acquisition of Finnish , 2010 .

[26]  A. U. Chamot LANGUAGE LEARNING STRATEGY INSTRUCTION: CURRENT ISSUES AND RESEARCH , 2005, Annual Review of Applied Linguistics.

[27]  Jacob Cohen,et al.  A power primer. , 1992, Psychological bulletin.

[28]  P. Macintyre Willingness to Communicate in the Second Language: Understanding the Decision to Speak as a Volitional Process , 2007 .

[29]  P. MacIntyre,et al.  Willingness to communicate and action control , 2010 .

[30]  Paula M. Winke,et al.  THE PSYCHOLOGY OF THE LANGUAGE LEARNER: INDIVIDUAL DIFFERENCES IN SECOND LANGUAGE ACQUISITION , 2005, Studies in Second Language Acquisition.

[31]  Tej K. Bhatia,et al.  The New Handbook of Second Language Acquisition , 2009 .

[32]  Kata Csizér,et al.  Learning experiences, selves and motivated learning behaviour : a comparative analysis of structural models for Hungarian secondary and university learners of English. , 2009 .

[33]  Ema Ushioda,et al.  Language learning motivation, self and identity: current theoretical perspectives , 2011 .

[34]  Elaine Tarone,et al.  Second language acquisition by low-literate learners: An under-studied population , 2009, Language Teaching.

[35]  Ken Spencer,et al.  Metacognitive Beliefs and Strategies in Learning Chinese as a Foreign Language. , 2009 .

[36]  Betty Lou Leaver,et al.  Cognitive styles in the service of language learning 1 1 The content of this article does not repres , 2003 .

[37]  Carl W. Roberts,et al.  Text analysis for the social sciences : methods for drawing statistical inferences from texts and transcripts , 1997 .

[38]  Jon M. Patton,et al.  Subcomponents of Second-Language Aptitude and Second-Language Proficiency. , 2011 .

[39]  Yu Jiang,et al.  Identity, motivation and autonomy in language learning , 2014 .

[40]  A. Maass,et al.  Do verbs and adjectives play different roles in different cultures? A cross-linguistic analysis of person representation. , 2006, Journal of personality and social psychology.

[41]  Alireza Karbalaei A Comparison of the Metacognitive Reading Strategies Used by EFL and ESL Readers. , 2010 .

[42]  B. Polat Experiencing language: phenomenography and second language acquisition , 2013 .

[43]  Yoshiko Mori Epistemological Beliefs and Language Learning Beliefs: What Do Language Learners Believe About Their Learning? , 1999 .

[44]  Ana Maria Ferreira Barcelos,et al.  Researching Beliefs About SLA: A Critical Review , 2003 .

[45]  Rebecca L. Oxford,et al.  Language Learning Strategies: What Every Teacher Should Know , 1990 .

[46]  B. Tabachnick,et al.  Using Multivariate Statistics , 1983 .

[47]  William Ickes,et al.  Predicting Final Course Performance From Students’ Written Self-Introductions , 2013 .

[48]  P. MacIntyre,et al.  A Dynamic System Approach to Willingness to Communicate: Developing an Idiodynamic Method to Capture Rapidly Changing Affect , 2011 .

[49]  John B. Carroll,et al.  Modern language aptitude test. , 1959 .

[50]  Anita L. Wenden,et al.  What do Second-Language Learners Know about their Language Learning? A Second Look at Retrospective Accounts1 , 1986 .

[51]  S. Baker,et al.  Motivation, language identity and the L2 self , 2011 .

[52]  W. P. Rivers Autonomy at All Costs: An Ethnography of Metacognitive Self-Assessment and Self-Management among Experienced Language Learners. , 2001 .

[53]  Patricia A. Duff Identity, agency, and second language acquisition , 2011 .

[54]  Robert Burden,et al.  Students' Developing Conceptions of Themselves as Language Learners , 1999 .

[55]  Z. Dörnyei Researching complex dynamic systems: ‘Retrodictive qualitative modelling’ in the language classroom , 2011, Language Teaching.

[56]  Younghee Sheen Recasts, Language Anxiety, Modified Output, and L2 Learning , 2008 .

[57]  P. MacIntyre,et al.  Ambivalence About Communicating in a Second Language: A Qualitative Study of French Immersion Students’ Willingness to Communicate , 2011 .

[58]  J. Biggs Individual differences in study processes and the Quality of Learning Outcomes , 1979 .

[59]  S. Molgora,et al.  Cognitive and emotional processing through writing among adolescents who experienced the death of a classmate , 2010 .

[60]  G. Riva,et al.  Online group creativity: The link between the active production of ideas and personality traits , 2009 .

[61]  W. Bruce Croft,et al.  Language Is a Complex Adaptive System: Position Paper , 2009 .

[62]  Jean-Marc Dewaele Individual differences in second language acquisition , 2009 .

[63]  D. Funder,et al.  Personality as manifest in word use: correlations with self-report, acquaintance report, and behavior. , 2008, Journal of personality and social psychology.

[64]  Carol A. Chapelle,et al.  Building a validity argument for the test of english as a foreign language , 2011 .

[65]  Eric Allender,et al.  Complexity Theory , 1997, Encyclopedia of Cryptography and Security.

[66]  Eric Friginal,et al.  Revisiting multiple profiles of learner compositions: A comparison of highly rated NS and NNS essays , 2014 .

[67]  R. Clément,et al.  INTENSIVE SECOND LANGUAGE STUDY IN A BICULTURAL MILIEU: AN INVESTIGATION OF ATTITUDES, MOTIVATION AND LANGUAGE PROFICIENCY1 , 1979 .

[68]  Z. Dörnyei The Relationship between Language Aptitude and Language Learning Motivation : Individual Differences from a Dynamic Systems Perspective , 2009 .

[69]  James W. Pennebaker,et al.  The Psychology of Word Use in Depression Forums in English and in Spanish: Texting Two Text Analytic Approaches , 2008, ICWSM.

[70]  Su-Ja Kang,et al.  Dynamic emergence of situational willingness to communicate in a second language , 2005 .

[71]  E. Bernat,et al.  Beliefs about Language Learning: Current Knowledge, Pedagogical Implications, and New Research Directions. , 2005 .

[72]  John B. Carroll Foreign Language Proficiency Levels Attained by Language Majors Near Graduation from College , 1967 .

[73]  E. Bernat,et al.  Beliefs about language learning: Exploring links to personality traits , 2009 .

[74]  A. Wenden Learner Development in Language Learning , 2002 .

[75]  Cynthia White,et al.  Affect in a self-regulatory framework for language learning , 2010 .

[76]  E. Tarone,et al.  The Routledge handbook of second language acquisition , 2012 .

[77]  Lindy Woodrow Anxiety and Speaking English as a Second Language , 2006 .

[78]  W. Lambert,et al.  Motivational variables in second-language acquisition. , 1959, Canadian journal of psychology.

[79]  R. C. Gardner,et al.  Attitudes, Motivation, and Second Language Learning: A Meta‐Analysis of Studies Conducted by Gardner and Associates , 2003 .

[80]  Aneta Pavlenko,et al.  Autobiographic Narratives as Data in Applied Linguistics , 2007 .

[81]  R. Aragão Beliefs and emotions in foreign language learning , 2011 .

[82]  Nicole A Mills,et al.  Self-efficacy of College Intermediate French Students: Relation to Achievement and Motivation , 2007 .

[83]  Xuesong Gao,et al.  Joining forces for synergy: Agency and metacognition as interrelated theoretical perspectives on learner autonomy , 2011 .

[84]  Tae-Young Kim The sociocultural interface between ideal self and ought-to self: A case study of two Korean students' ESL motivation , 2009 .

[85]  Kevin Downing,et al.  The reciprocal relationship between motivation and self-regulation: A longitudinal study on academic performance , 2010 .

[86]  Peter Gobel,et al.  Anxiety and predictors of performance in the foreign language classroom , 2004 .

[87]  F. Marton,et al.  Learning and Awareness , 1997 .

[88]  F. Marton Phenomenography — Describing conceptions of the world around us , 1981 .

[89]  L. V. Lier The Ecology and Semiotics of Language Learning: A Sociocultural Perspective , 2004 .

[90]  Mostafa Papi,et al.  The L2 motivational self system, L2 anxiety, and motivated behavior: A structural equation modeling approach , 2010 .

[91]  Tomoko Yashima,et al.  Willingness to Communicate in a Second Language: The Japanese EFL Context , 2002 .

[92]  J. Flavell Metacognition and Cognitive Monitoring: A New Area of Cognitive-Developmental Inquiry. , 1979 .

[93]  R. Oxford,et al.  Cognition Plus: Correlates Of Language Learning Success , 1995 .

[94]  R. Dwight Atkinson,et al.  Alternative approaches to second language acquisition , 2011 .

[95]  Rod Ellis,et al.  Study-abroad, Language Proficiency, and Learner Beliefs about Language Learning , 2003 .

[96]  David Crookall,et al.  Social psychology and second language learning: The role of attitudes and motivation , 1987 .

[97]  Lindy Woodrow,et al.  College English Writing Affect: Self-Efficacy and Anxiety. , 2011 .

[98]  Diane L. Schallert,et al.  Implications from self-efficacy and attribution theories for an understanding of undergraduates' motivation in a foreign language course , 2008 .

[99]  Carol Griffiths Lessons from Good Language Learners , 2008 .

[100]  A. Wenden An introduction to Metacognitive Knowledge and Beliefs in Language Learning: beyond the basics , 1999 .

[101]  Cynthia White Language Learning in Distance Education: Thanks , 2003 .

[102]  K. Noels 15. The Internalisation of Language Learning into the Self and Social Identity , 2009 .

[103]  A. Pérez-Leroux,et al.  Individual differences and language interdependence: a study of sequential bilingual development in Spanish–English preschool children , 2009 .

[104]  P. MacIntyre,et al.  Anxiety and Second‐Language Learning: Toward a Theoretical Clarification* , 1989 .

[105]  Douglas Biber,et al.  Variation across speech and writing: Methodology , 1988 .

[106]  Patricia L. Carrell,et al.  METACOGNITIVE AWARENESS AND SECOND LANGUAGE READING , 1989 .

[107]  Dwight Atkinson Extended, Embodied Cognition and Second Language Acquisition , 2010 .

[108]  Zoltán Dörnyei,et al.  Individual Differences: Interplay of Learner Characteristics and Learning Environment , 2009 .

[109]  Lynne Cameron,et al.  Research Methodology on Language Development from a Complex Systems Perspective , 2008 .

[110]  Cynthia White,et al.  Expectations and Emergent Beliefs of Self-Instructed Language Learners. , 1999 .

[111]  P. Skehan Individual Differences in Second Language Learning , 1989, Studies in Second Language Acquisition.

[112]  D. Gabryś-Barker,et al.  The affective dimension in second language acquisition , 2013 .

[113]  Jackie Xiu Yan,et al.  Learners' Perceptions of How Anxiety Interacts With Personal and Instructional Factors to Influence Their Achievement in English: A Qualitative Analysis of EFL Learners in China , 2008 .

[114]  Crystal L. Park,et al.  Psychological Trauma : Theory , Research , Practice , and Policy The Relation Between Trauma Exposure and Prosocial Behavior , 2012 .

[115]  J. Rubin WHAT THE GOOD LANGUAGE LEARNER CAN TEACH US , 1975 .

[116]  R. C. Gardner Motivation and Second-Language Acquisition. , 1975 .

[117]  Arthur C. Graesser,et al.  Coh-Metrix: Analysis of text on cohesion and language , 2004, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[118]  Paul J. Moore Case study research in applied linguistics , 2009 .

[119]  Mia Victori,et al.  Enhancing metacognition in self-directed language learning , 1995 .

[120]  Yi Cao Investigating situational willingness to communicate within second language classrooms from an ecological perspective , 2011 .

[121]  Jane Jackson,et al.  An Exploration of Chinese EFL Learners' Unwillingness to Communicate and Foreign Language Anxiety , 2008 .

[122]  R. Young,et al.  Theorizing Affect in Foreign Language Learning: An Analysis of One Learner's Responses to a Communicative Portuguese Course , 2009 .

[123]  Daniel T. Larose,et al.  Discovering Knowledge in Data: An Introduction to Data Mining , 2005 .

[124]  E. Ushioda A person-in-context relational view of emergent motivation, self and identity , 2009 .

[125]  A. S. Al-Shehri 8. Motivation and Vision: The Relation Between the Ideal L2 Self, Imagination and Visual Style , 2009 .

[126]  Scott A. Golder,et al.  Diurnal and Seasonal Mood Vary with Work, Sleep, and Daylength Across Diverse Cultures , 2011 .

[127]  Grace Lee Amuzie,et al.  Changes in language learning beliefs as a result of study abroad , 2009 .

[128]  D. Nunan,et al.  The learning styles and strategies of effective language learners , 2011 .

[129]  G. Murray 6. Imagination, Metacognition and the L2 Self in a Self-Access Learning Environment , 2011 .

[130]  Velda McCune,et al.  The Conceptual Bases of Study Strategy Inventories , 2004 .

[131]  J. Flavell Speculations about the nature and development of metacognition , 1987 .

[132]  Sarah Mercer,et al.  A mindset for EFL: learners’ beliefs about the role of natural talent , 2010 .

[133]  J. Vermunt Metacognitive, cognitive and affective aspects of learning styles and strategies: A phenomenographic analysis , 1996 .

[134]  D. Larsen-Freeman,et al.  Complex Systems and Applied Linguistics , 2008 .

[135]  Ingo Wegener,et al.  Complexity Theory , 2005 .

[136]  S. Dolnicar A Review of Unquestioned Standards in Using Cluster Analysis for Data-Driven Market Segmentation , 2002 .

[137]  Larry Vandergrift,et al.  Teaching L2 Learners How to Listen Does Make a Difference: An Empirical Study , 2010 .

[138]  Cindy K. Chung,et al.  Linguistic Inquiry and Word Count (LIWC): Pronounced “Luke,” . . . and Other Useful Facts , 2012 .

[139]  J. Pennebaker,et al.  The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods , 2010 .

[140]  Jenifer Larson-Hall,et al.  A Guide to Doing Statistics in Second Language Research Using SPSS , 2009 .

[141]  A. Firth,et al.  On Discourse, Communication, and (Some) Fundamental Concepts in SLA Research , 1997 .

[142]  Sara Cotterall,et al.  Key variables in language learning: what do learners believe about them? , 1999 .

[143]  M. Ehrman Lessons from Good Language Learners: Personality and good language learners , 2008 .

[144]  Ursula Lucas,et al.  Achieving Empathy and Engagement: A practical approach to the design, conduct and reporting of phenomenographic research , 2000 .

[145]  Mohammed M. Obeidat Attitudes and Motivation in Second Language Learning , 2005 .

[146]  F. Marton,et al.  ON QUALITATIVE DIFFERENCES IN LEARNING: I—OUTCOME AND PROCESS* , 1976 .

[147]  Paula Kalaja,et al.  Beliefs About SLA: New Research Approaches , 2006 .

[148]  Kazuko Matsumoto Helping L2 learners reflect on classroom learning , 1996 .

[149]  S. Gosling,et al.  Personality in its natural habitat: manifestations and implicit folk theories of personality in daily life. , 2006, Journal of personality and social psychology.

[150]  Srikant Sarangi,et al.  Language Acquisition and Language Socialization: Ecological Perspectives , 2002 .

[151]  Marjolijn Verspoor,et al.  Variability in Second Language Development From a Dynamic Systems Perspective , 2008 .

[152]  Richard Burns,et al.  Business Research Methods and Statistics Using SPSS , 2008 .

[153]  B. Polat Investigating acquisition of discourse markers through a developmental learner corpus , 2011 .

[154]  Rhonda K. Reger,et al.  A Content Analysis of the Content Analysis Literature in Organization Studies: Research Themes, Data Sources, and Methodological Refinements , 2007 .

[155]  J. Norris,et al.  Towards an Organic Approach to Investigating CAF in Instructed SLA: The Case of Complexity , 2009 .

[156]  Brittany Polat,et al.  Language Experience Interviews: What Can They Tell Us about Individual Differences?. , 2013 .

[157]  Yukie Aida Examination of Horwitz, Horwitz, and Cope's Construct of Foreign Language Anxiety: The Case of Students of Japanese , 1994 .

[158]  Gerlese S. Åkerlind Variation and commonality in phenomenographic research methods , 2005 .

[159]  J. Pennebaker,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES Words of Wisdom: Language Use Over the Life Span , 2003 .

[160]  P. MacIntyre,et al.  The Subtle Effects of Language Anxiety on Cognitive Processing in the Second Language , 1994 .

[161]  K. Kondo-Brown Differences in Language Skills: Heritage Language Learner Subgroups and Foreign Language Learners. , 2005 .

[162]  Robinson-Walker Catherine I Don't Have Time , 2010 .

[163]  Marilyn A. Walker,et al.  Using Linguistic Cues for the Automatic Recognition of Personality in Conversation and Text , 2007, J. Artif. Intell. Res..

[164]  V. L. Paiva 5. Identity, Motivation and Autonomy in Second Language Acquisition from the Perspective of Complex Adaptive Systems , 2011 .

[165]  E. Macaro,et al.  Decoding Ability in French as a Foreign Language and Language Learning Motivation. , 2011 .

[166]  M. Lamb,et al.  Situating the L2 Self: Two Indonesian school learners of English , 2009 .

[167]  E. Miller,et al.  Cognitive and Sociocultural Perspectives: Two Parallel SLA Worlds?. , 2006 .

[168]  Richard W. Bailey Frequency Analysis of English Usage: Lexicon and Grammar, and: Word Frequencies in British and American English (review) , 1983 .

[169]  C. White Lessons from Good Language Learners: Beliefs and good language learners , 2008 .

[170]  C. Goh Metacognitive awareness and second language listeners , 1997 .

[171]  Jae-On Kim,et al.  Introduction to Factor Analysis: What It Is and How To Do It , 1978 .

[172]  Mark D. West Theory, method, and practice in computer content analysis , 2001 .

[173]  L. Zhang A Dynamic Metacognitive Systems Account of Chinese University Students' Knowledge About EFL Reading , 2010 .

[174]  R. Clément,et al.  Conceptualizing Willingness to Communicate in a L2: A Situational Model of L2 Confidence and Affiliation , 1998 .

[175]  Ference Marton,et al.  Classroom Discourse and the Space of Learning , 2004 .

[176]  S. Cotterall,et al.  Enhancing metacognitive knowledge: Structure, affordances and self , 2009 .

[177]  Gao Hai-yu,et al.  Learning Strategies in Second Language Acquisition , 2007 .

[178]  Jian-E Peng Towards an ecological understanding of willingness to communicate in EFL classrooms in China , 2012 .

[179]  Eric Friginal,et al.  Variation Among Blogs: A Multi-dimensional Analysis , 2011, Genres on the Web.

[180]  E. Horwitz,et al.  Foreign Language Classroom Anxiety , 1986 .

[181]  James W. Pennebaker,et al.  Linguistic Inquiry and Word Count (LIWC2007) , 2007 .

[182]  Elaine K. Horwitz,et al.  Foreign and second language anxiety , 2010, Language Teaching.

[183]  Zoltán Dörnyei,et al.  Teaching and Researching Motivation , 2001 .

[184]  B. Norton Identity and language learning : gender, ethnicity and educational change , 2000 .

[185]  Zoltán Dörnyei,et al.  Motivation, Language Attitudes and Globalisation: A Hungarian Perspective , 2006 .

[186]  C. Goh,et al.  The Metacognitive Awareness Listening Questionnaire: Development and Validation , 2006 .

[187]  María A. Rodríguez-Manzanares,et al.  The Language Learning Beliefs of Self-identified, Successful Learners of Spanish as a Foreign Language , 2010 .

[188]  E. Horwitz The Beliefs about Language Learning of Beginning University Foreign Language Students , 1988 .

[189]  T. Murphey,et al.  Reported Belief Changes through Near Peer Role Modeling. , 2001 .

[190]  Nae-Dong Yang,et al.  The relationship between EFL learners' beliefs and learning strategy use , 1999 .

[191]  Garold L. Murray,et al.  Identity, motivation and autonomy in language learning , 2011 .

[192]  Jennifer M. Case,et al.  Emerging Methodologies in Engineering Education Research , 2011 .

[193]  H. Allen Language‐Learning Motivation During Short‐Term Study Abroad: An Activity Theory Perspective , 2010 .

[194]  Zoltán Dörnyei,et al.  Motivation, language identity and the L2 self , 2009 .

[195]  Stephen B. Ryan,et al.  6. Self and Identity in L2 Motivation in Japan: The Ideal L2 Self and Japanese Learners of English , 2009 .

[196]  R. Clément,et al.  3. The Baby, the Bathwater, and the Future of Language Learning Motivation Research , 2009 .

[197]  Cindy K. Chung,et al.  The development and psychometric properties of LIWC2007 , 2007 .

[198]  R. Oxford,et al.  A brief overview of individual differences in second language learning 1 1 The content of this artic , 2003 .

[199]  Filipino and American online communication and linguistic variation , 2012 .

[200]  A. Wenden Metacognitive knowledge and language learning , 1998 .

[201]  Peter D. MacIntyre,et al.  Sex and Age Effects on Willingness to Communicate, Anxiety, PerCeived Competence, and L2 Motivation Among Junior High School French Immersion Students , 2002 .

[202]  Carla J. Groom,et al.  Gender Differences in Language Use: An Analysis of 14,000 Text Samples , 2008 .

[203]  Barley Mak,et al.  An exploration of speaking-in-class anxiety with Chinese ESL learners , 2011 .