Evaluation of a Predictive Model for the decision of Lifelong Learners to Continue or Drop Out a German Course

Moh. R. Dahman
Moh. R. Dahman
Semiha Dahman
Semiha Dahman
Istanbul University Istanbul University

Send Message

To: Author

Evaluation of a Predictive Model for the decision of Lifelong Learners to Continue or Drop Out a German Course

Article Fingerprint

ReserarchID

P5Z96

Evaluation of a Predictive Model for the decision of Lifelong Learners to Continue or Drop Out a German Course Banner

AI TAKEAWAY

Connecting with the Eternal Ground
  • English
  • Afrikaans
  • Albanian
  • Amharic
  • Arabic
  • Armenian
  • Azerbaijani
  • Basque
  • Belarusian
  • Bengali
  • Bosnian
  • Bulgarian
  • Catalan
  • Cebuano
  • Chichewa
  • Chinese (Simplified)
  • Chinese (Traditional)
  • Corsican
  • Croatian
  • Czech
  • Danish
  • Dutch
  • Esperanto
  • Estonian
  • Filipino
  • Finnish
  • French
  • Frisian
  • Galician
  • Georgian
  • German
  • Greek
  • Gujarati
  • Haitian Creole
  • Hausa
  • Hawaiian
  • Hebrew
  • Hindi
  • Hmong
  • Hungarian
  • Icelandic
  • Igbo
  • Indonesian
  • Irish
  • Italian
  • Japanese
  • Javanese
  • Kannada
  • Kazakh
  • Khmer
  • Korean
  • Kurdish (Kurmanji)
  • Kyrgyz
  • Lao
  • Latin
  • Latvian
  • Lithuanian
  • Luxembourgish
  • Macedonian
  • Malagasy
  • Malay
  • Malayalam
  • Maltese
  • Maori
  • Marathi
  • Mongolian
  • Myanmar (Burmese)
  • Nepali
  • Norwegian
  • Pashto
  • Persian
  • Polish
  • Portuguese
  • Punjabi
  • Romanian
  • Russian
  • Samoan
  • Scots Gaelic
  • Serbian
  • Sesotho
  • Shona
  • Sindhi
  • Sinhala
  • Slovak
  • Slovenian
  • Somali
  • Spanish
  • Sundanese
  • Swahili
  • Swedish
  • Tajik
  • Tamil
  • Telugu
  • Thai
  • Turkish
  • Ukrainian
  • Urdu
  • Uzbek
  • Vietnamese
  • Welsh
  • Xhosa
  • Yiddish
  • Yoruba
  • Zulu
Font Type
Font Size
Font Size
Bedground

Abstract

The necessary motivation, attitude, and anxiety along with other independent variables, like the placement test scores, influence learners’ adequate progress and successful performance in language classrooms. A machine learning model was designed by Dahman and Dag (2019) to predict adult learners’ decision to continue or drop out ESOL courses based on the input variables (motivation, attitude, anxiety, and placement test scores). This study investigated the accuracy of this model in a different setup, the decision of lifelong learners to continue or drop out a German Language course. 100 German learners “A2” level have participated in the study, the result showed that the model predicted 95.4%. accuracy for the continuation, and 83.3% accuracy for the dropouts, with an overall accuracy of 94%. The implication of the result and future recommendations are discussed.

References

32 Cites in Article
  1. Yukie Aida (1994). Examination of Horwitz, Horwitz, and Cope's Construct of Foreign Language Anxiety: The Case of Students of Japanese.
  2. K Alexander,D Entwisle,N Kabbani (2001). The dropout process in life course perspective: Early risk factors at home and school.
  3. K Bailey (1983). Competitiveness and anxiety in adult second language learning: Looking at and through the diary studies.
  4. M Rowley Newbury House.
  5. P Bailey,A Onwuegbuzie,C Daley (2003). Foreign language anxiety and student attrition.
  6. Diana Bartley (1969). The Importance of the Attitude Factor in Language Dropout: A Preliminary Investigation of Group and Sex Differences*.
  7. Diana Bartley (1970). The Importance of the Attitude Factor in Language Dropout: A Preliminary Investigation of Group and Sex Differences*.
  8. Sara Battin-Pearson,Michael Newcomb,Robert Abbott,Karl Hill,Richard Catalano,J Hawkins (2000). Predictors of early high school dropout: A test of five theories..
  9. R Clément,P Smythe,R Gardner (1978). Persistence in Second-Language Study: Motivational Considerations.
  10. Jeff Cochran,R Mccallum,Sherry Bell (2010). Three A's: How Do Attributions, Attitudes, and Aptitude Contribute to Foreign Language Learning?.
  11. Mohammed Dahman,Hasan Dağ (2019). Machine learning model to predict an adult learner’s decision to continue ESOL course.
  12. Z Dörnyei (2003). Attitudes, orientations, and motivations in language learning: Advances in theory, research, and applications.
  13. Z Dörnyei (2008). Motivation strategies in the language classroom.
  14. Lola Duque (2014). A framework for analysing higher education performance: students' satisfaction, perceived learning outcomes, and dropout intentions.
  15. M Ehrman,R Oxford (1995). Cognition plus: Correlates of language learning success.
  16. Rod Ellis (2004). Individual Differences in Second Language Learning.
  17. R Gardner (1985). Social psychology and second language learning: The role of attitude and motivation.
  18. R Gardner (1987). The Role of Anxiety in Second Language Performance of Language Dropouts.
  19. Robert Gardner (2008). Individual Differences in Second and Foreign Language Learning.
  20. R Gardner (2014). Bilingualism, Multiculturalism, and Second Language Learning.
  21. Nadereh Saadati,Saeed Al-Dossary,Olga Coelho,Mehdi Rostami,Sefa Bulut,Kamdin Parsakia,Zohreh Zadhasn,Seyed Ali Tabar,Parichehr Abadi (1975). Investigating Psychological Adaptations of Parents to Childhood Disabilities.
  22. R Gardner,P Macintyre (1991). An Instrumental Motivation In Language Study.
  23. R Gardner,P Smythe (1975). Motivation and Second-Language Acquisition.
  24. Elaine Horwitz (1991). Preliminary Evidence for the Reliability and Validity of a Foreign Language Anxiety Scale.
  25. Elaine Horwitz,Michael Horwitz,Joann Cope (1986). Foreign Language Classroom Anxiety.
  26. O Inbar,S Donitsa-Schmidt,E Shohamy (2001). Students' motivation as a function of language learning: The teaching of Arabic in Israel.
  27. Peter Macintyre (1995). How Does Anxiety Affect Second Language Learning? A Reply to Sparks and Ganschow.
  28. Anthony Onwuegbuzie,Phillip Bailey,Christine Daley (2000). Cognitive, Affective, Personality, and Demographic Predictors of Foreign-Language Achievement.
  29. Nasser Oroujlou,Majid Vahedi (2011). Motivation, attitude, and language learning.
  30. Peter Robinson (2005). APTITUDE AND SECOND LANGUAGE ACQUISITION.
  31. J Vossensteyn,A Kottmann,B Jongbloed,F Kaiser,L Cremonini,B Stensaker,. Wollscheid,S (2015). Dropout and completion in higher education in Europe: Main report.
  32. M Williams,R Burden (1997). Psychology for Language Teachers: A Social Constructivist Approach.

Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

Moh. R. Dahman. 2019. \u201cEvaluation of a Predictive Model for the decision of Lifelong Learners to Continue or Drop Out a German Course\u201d. Global Journal of Human-Social Science - G: Linguistics & Education GJHSS-G Volume 19 (GJHSS Volume 19 Issue G11).

Download Citation

Journal Specifications

Crossref Journal DOI 10.17406/GJHSS

Print ISSN 0975-587X

e-ISSN 2249-460X

Keywords
Classification
GJHSS-G Classification FOR Code: 130309
Version of record

v1.2

Issue date
December 31, 2019

Language
en
Experiance in AR

Explore published articles in an immersive Augmented Reality environment. Our platform converts research papers into interactive 3D books, allowing readers to view and interact with content using AR and VR compatible devices.

Read in 3D

Your published article is automatically converted into a realistic 3D book. Flip through pages and read research papers in a more engaging and interactive format.

Article Matrices
Total Views: 2569
Total Downloads: 1257
2026 Trends
Related Research
Our website is actively being updated, and changes may occur frequently. Please clear your browser cache if needed. For feedback or error reporting, please email [email protected]

Request Access

Please fill out the form below to request access to this research paper. Your request will be reviewed by the editorial or author team.
X

Quote and Order Details

Contact Person

Invoice Address

Notes or Comments

This is the heading

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.

High-quality academic research articles on global topics and journals.

Evaluation of a Predictive Model for the decision of Lifelong Learners to Continue or Drop Out a German Course

Moh. R. Dahman
Moh. R. Dahman <p>Istanbul University</p>
Semiha Dahman
Semiha Dahman

Research Journals