Towards an Adaptive Language MOOC: Examining Differences of Language Error Patterns across Cultural Domains

Saved in:
Bibliographic Details
Title: Towards an Adaptive Language MOOC: Examining Differences of Language Error Patterns across Cultural Domains
Language: English
Authors: Ozlem Ozan (ORCID 0000-0002-4116-1551), Yasin Ozarslan (ORCID 0000-0003-0831-6985), Sevgi Calisir Zenci (ORCID 0000-0002-7942-5452)
Source: Turkish Online Journal of Distance Education. 2025 26(2):16-38.
Availability: Anadolu University. Office of the Rector, Eskisehir, 26470, Turkey. Tel: +90-222-335-34-53; Fax: +90-222-335-34-86; e-mail: rektor@anadolu.edu.tr; e-mail: TOJDE@anadolu.edu.tr; Web site: http://tojde.anadolu.edu.tr/
Peer Reviewed: Y
Page Count: 23
Publication Date: 2025
Document Type: Journal Articles
Reports - Research
Descriptors: MOOCs, Language Patterns, Language Usage, Error Patterns, Second Language Learning, Turkish, Error Analysis (Language), Language Acquisition, Gender Differences, Foreign Countries, Arabic, Indo European Languages
Geographic Terms: Turkey
ISSN: 1302-6488
Abstract: This study analyzed linguistic errors as part of the Differentiated Distance Education of Turkish as a Foreign Language Project, which pursues the development of an adaptive MOOC for Turkish as a second language. Therefore, the Turkish CEFR (Common European Framework of Reference for Languages) A1-level writing exam papers of 177 learners were analyzed. Linguistic error analysis techniques were used. A Chi-square test of independence, a Kruskal-Wallis H test, and a Mann-Whitney U test were conducted to examine the data. The results show a relationship between error frequency and learner group (Arabic--Farsi, Turkic, Balkan, and Other). Similarly, the error density varied as a function of the learner group. There is also a relationship between error frequency and the language family of the learner's mother language. On the other hand, there is no significant difference in error density by language family. The number of languages the learner knows, has no significant effect on error frequency and density. The findings suggest that there are gender-based differences in error density among learners, but that these differences are not reflected in the frequency of errors. The topics for differentiation were identified based on the error distribution of learner groups. The topic that requires the most differentiation is noun phrases. The learner groups that need the most differentiation are the Arabic and Farsi Nations, while the Turkic Nations require the least differentiation.
Abstractor: As Provided
Entry Date: 2025
Accession Number: EJ1466291
Database: ERIC
FullText Links:
  – Type: pdflink
    Url: https://content.ebscohost.com/cds/retrieve?content=AQICAHj0k_4E0hTGH8RJwT4gCJyBsGNe_WN95AvKlDbXJGqwxwGSq98wcr43fy0Ww-ciT284AAAA4zCB4AYJKoZIhvcNAQcGoIHSMIHPAgEAMIHJBgkqhkiG9w0BBwEwHgYJYIZIAWUDBAEuMBEEDLJzZc2kMzj8HKSMJQIBEICBm0LXPEk69JOguToxgT04079AwwvLutzU92XgC0vxaKEXmXrgpvPhOnvaOuGkay6zw1SXbFAKDYRDmTwhFetkKppYL25H1s4FdT1tQycNtR3Mzl7uGzNMdDQfdNDGK0bXRVOh82zXAY8JGwKqZFGB1RqfO8457orraCxjdKERKavA7uADPSnKpOLyioKXESLFxtMaUGdc90yq0H6j
Text:
  Availability: 0
CustomLinks:
  – Url: https://eric.ed.gov/contentdelivery/servlet/ERICServlet?accno=EJ1466291
    Name: ERIC Full Text
    Category: fullText
    Text: Full Text from ERIC
Header DbId: eric
DbLabel: ERIC
An: EJ1466291
AccessLevel: 3
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Towards an Adaptive Language MOOC: Examining Differences of Language Error Patterns across Cultural Domains
– Name: Language
  Label: Language
  Group: Lang
  Data: English
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Ozlem+Ozan%22">Ozlem Ozan</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0002-4116-1551">0000-0002-4116-1551</externalLink>)<br /><searchLink fieldCode="AR" term="%22Yasin+Ozarslan%22">Yasin Ozarslan</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0003-0831-6985">0000-0003-0831-6985</externalLink>)<br /><searchLink fieldCode="AR" term="%22Sevgi+Calisir+Zenci%22">Sevgi Calisir Zenci</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0002-7942-5452">0000-0002-7942-5452</externalLink>)
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="SO" term="%22Turkish+Online+Journal+of+Distance+Education%22"><i>Turkish Online Journal of Distance Education</i></searchLink>. 2025 26(2):16-38.
– Name: Avail
  Label: Availability
  Group: Avail
  Data: Anadolu University. Office of the Rector, Eskisehir, 26470, Turkey. Tel: +90-222-335-34-53; Fax: +90-222-335-34-86; e-mail: rektor@anadolu.edu.tr; e-mail: TOJDE@anadolu.edu.tr; Web site: http://tojde.anadolu.edu.tr/
– Name: PeerReviewed
  Label: Peer Reviewed
  Group: SrcInfo
  Data: Y
– Name: Pages
  Label: Page Count
  Group: Src
  Data: 23
– Name: DatePubCY
  Label: Publication Date
  Group: Date
  Data: 2025
– Name: TypeDocument
  Label: Document Type
  Group: TypDoc
  Data: Journal Articles<br />Reports - Research
– Name: Subject
  Label: Descriptors
  Group: Su
  Data: <searchLink fieldCode="DE" term="%22MOOCs%22">MOOCs</searchLink><br /><searchLink fieldCode="DE" term="%22Language+Patterns%22">Language Patterns</searchLink><br /><searchLink fieldCode="DE" term="%22Language+Usage%22">Language Usage</searchLink><br /><searchLink fieldCode="DE" term="%22Error+Patterns%22">Error Patterns</searchLink><br /><searchLink fieldCode="DE" term="%22Second+Language+Learning%22">Second Language Learning</searchLink><br /><searchLink fieldCode="DE" term="%22Turkish%22">Turkish</searchLink><br /><searchLink fieldCode="DE" term="%22Error+Analysis+%28Language%29%22">Error Analysis (Language)</searchLink><br /><searchLink fieldCode="DE" term="%22Language+Acquisition%22">Language Acquisition</searchLink><br /><searchLink fieldCode="DE" term="%22Gender+Differences%22">Gender Differences</searchLink><br /><searchLink fieldCode="DE" term="%22Foreign+Countries%22">Foreign Countries</searchLink><br /><searchLink fieldCode="DE" term="%22Arabic%22">Arabic</searchLink><br /><searchLink fieldCode="DE" term="%22Indo+European+Languages%22">Indo European Languages</searchLink>
– Name: Subject
  Label: Geographic Terms
  Group: Su
  Data: <searchLink fieldCode="DE" term="%22Turkey%22">Turkey</searchLink>
– Name: ISSN
  Label: ISSN
  Group: ISSN
  Data: 1302-6488
– Name: Abstract
  Label: Abstract
  Group: Ab
  Data: This study analyzed linguistic errors as part of the Differentiated Distance Education of Turkish as a Foreign Language Project, which pursues the development of an adaptive MOOC for Turkish as a second language. Therefore, the Turkish CEFR (Common European Framework of Reference for Languages) A1-level writing exam papers of 177 learners were analyzed. Linguistic error analysis techniques were used. A Chi-square test of independence, a Kruskal-Wallis H test, and a Mann-Whitney U test were conducted to examine the data. The results show a relationship between error frequency and learner group (Arabic--Farsi, Turkic, Balkan, and Other). Similarly, the error density varied as a function of the learner group. There is also a relationship between error frequency and the language family of the learner's mother language. On the other hand, there is no significant difference in error density by language family. The number of languages the learner knows, has no significant effect on error frequency and density. The findings suggest that there are gender-based differences in error density among learners, but that these differences are not reflected in the frequency of errors. The topics for differentiation were identified based on the error distribution of learner groups. The topic that requires the most differentiation is noun phrases. The learner groups that need the most differentiation are the Arabic and Farsi Nations, while the Turkic Nations require the least differentiation.
– Name: AbstractInfo
  Label: Abstractor
  Group: Ab
  Data: As Provided
– Name: DateEntry
  Label: Entry Date
  Group: Date
  Data: 2025
– Name: AN
  Label: Accession Number
  Group: ID
  Data: EJ1466291
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eric&AN=EJ1466291
RecordInfo BibRecord:
  BibEntity:
    Languages:
      – Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 23
        StartPage: 16
    Subjects:
      – SubjectFull: MOOCs
        Type: general
      – SubjectFull: Language Patterns
        Type: general
      – SubjectFull: Language Usage
        Type: general
      – SubjectFull: Error Patterns
        Type: general
      – SubjectFull: Second Language Learning
        Type: general
      – SubjectFull: Turkish
        Type: general
      – SubjectFull: Error Analysis (Language)
        Type: general
      – SubjectFull: Language Acquisition
        Type: general
      – SubjectFull: Gender Differences
        Type: general
      – SubjectFull: Foreign Countries
        Type: general
      – SubjectFull: Arabic
        Type: general
      – SubjectFull: Indo European Languages
        Type: general
      – SubjectFull: Turkey
        Type: general
    Titles:
      – TitleFull: Towards an Adaptive Language MOOC: Examining Differences of Language Error Patterns across Cultural Domains
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Ozlem Ozan
      – PersonEntity:
          Name:
            NameFull: Yasin Ozarslan
      – PersonEntity:
          Name:
            NameFull: Sevgi Calisir Zenci
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 01
              Type: published
              Y: 2025
          Identifiers:
            – Type: issn-electronic
              Value: 1302-6488
          Numbering:
            – Type: volume
              Value: 26
            – Type: issue
              Value: 2
          Titles:
            – TitleFull: Turkish Online Journal of Distance Education
              Type: main
ResultId 1