Araştırma Makalesi

Examining the Factors Affecting University Students' Perceived Learning Levels in Programming

Cilt: 19 Sayı: 1 13 Ocak 2026
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Examining the Factors Affecting University Students' Perceived Learning Levels in Programming

Öz

This study explores the relationship between university students' attitudes toward programming, their motivation, anxiety levels, self-efficacy perceptions, and how these factors influence their perceived learning in programming. A correlational research method was employed, and data were collected from 207 university students. After analysing the data for normality and checking the assumptions for multiple regression analysis, the responses of 10 participants were excluded from the dataset. As a result, the analysis was conducted using data from 197 students. Data were collected online through Google Forms, using several instruments: a demographic information form, the Computer Programming Attitude Scale, the Learning Motivation in Computer Programming Courses Scale, the Computer Programming Self-Efficacy Scale for Computer Literacy Education, the Programming Anxiety Scale, and the Perceived Learning Scale. The study reveals that university students possess a strong attitude, motivation, self-efficacy, and perceived learning in programming, while their anxiety levels are moderate. A strong positive relationship was found between students' perceived learning levels in programming and their self-efficacy perceptions. Additionally, perceived learning moderately and positively correlated with students' motivation and attitudes toward programming. Conversely, a moderate negative correlation was found between perceived learning and programming-related anxiety. Ultimately, students' perceived learning levels in programming were predicted by their self-efficacy and motivation.

Anahtar Kelimeler

Kaynakça

  1. Abdunabi, R., Hbaci, I., & Ku, H-Y. (2019). Towards enhancing programming self-efficacy perceptions among undergraduate information systems students. Journal of Information Technology Education: Research, 18, 185-206. https://doi.org/10.28945/4308
  2. Akçay, A., & Çoklar, A.N. (2018). Investigation of perceived self-efficacy of pre-service information technology and software teachers for programming regarding different variables. Kastamonu Education Journal, 26(4), 2163-2176. https://doi.org/10.24106/kefdergi.2904
  3. Akkoyunlu, B., & Kurbanoğlu, S. (2004). A study on teachers’ information literacy self-efficacy beliefs. Hacettepe University Journal of Education, 27, 11-20. https://dergipark.org.tr/tr/download/article-file/87821
  4. Altun, A., & Mazman, S. G. (2012). Programlamaya ilişkin öz yeterlilik algısı ölçeğinin Türkçe formunun güvenirlik ve geçerlik çalışması. Journal of Measurement and Evaluation in Education and Psychology, 3(2), 297-308. https://dergipark.org.tr/en/download/article-file/65965
  5. Amnouychokanant, V., Boonlue, S., Chuathong, S., & Thamwipat, K. (2021). A study of first‐year students' attitudes toward programming in the innovation in educational technology course. Education Research International, 2021(1), 9105342. https://doi.org/10.1155/2021/9105342
  6. Askar, P., & Davenport, D. (2009). An investigation of factors related to self-efficacy for Java programming among engineering students. The Turkish Online Journal of Educational Technology, 8(1). https://eric.ed.gov/?id=ED503900
  7. Avcı, Ü. (2022). A predictive analysis of learning motivation and reflective thinking skills on computer programming achievement. Computer Applications in Engineering Education, 30(4), 1102-1116. https://doi.org/10.1002/cae.22505
  8. Avcı, Ü., & Ersoy, H. (2018). The adaptation of learning motivation in computer programming courses scale into Turkish: The study of validity and reliability. Journal of Higher Education and Science, 8(1), 73-81. https://dergipark.org.tr/tr/download/article-file/1711712

Ayrıntılar

Birincil Dil

İngilizce

Konular

Öğretim Teknolojileri

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

13 Ocak 2026

Gönderilme Tarihi

4 Ağustos 2025

Kabul Tarihi

19 Kasım 2025

Yayımlandığı Sayı

Yıl 2026 Cilt: 19 Sayı: 1

Kaynak Göster

APA
Uslu, G., & Ünal, E. (2026). Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming. Journal of Theoretical Educational Sciences, 19(1), 123-145. https://doi.org/10.30831/akukeg.1757456
AMA
1.Uslu G, Ünal E. Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming. Journal of Theoretical Educational Sciences. 2026;19(1):123-145. doi:10.30831/akukeg.1757456
Chicago
Uslu, Gamze, ve Erhan Ünal. 2026. “Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming”. Journal of Theoretical Educational Sciences 19 (1): 123-45. https://doi.org/10.30831/akukeg.1757456.
EndNote
Uslu G, Ünal E (01 Ocak 2026) Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming. Journal of Theoretical Educational Sciences 19 1 123–145.
IEEE
[1]G. Uslu ve E. Ünal, “Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming”, Journal of Theoretical Educational Sciences, c. 19, sy 1, ss. 123–145, Oca. 2026, doi: 10.30831/akukeg.1757456.
ISNAD
Uslu, Gamze - Ünal, Erhan. “Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming”. Journal of Theoretical Educational Sciences 19/1 (01 Ocak 2026): 123-145. https://doi.org/10.30831/akukeg.1757456.
JAMA
1.Uslu G, Ünal E. Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming. Journal of Theoretical Educational Sciences. 2026;19:123–145.
MLA
Uslu, Gamze, ve Erhan Ünal. “Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming”. Journal of Theoretical Educational Sciences, c. 19, sy 1, Ocak 2026, ss. 123-45, doi:10.30831/akukeg.1757456.
Vancouver
1.Gamze Uslu, Erhan Ünal. Examining the Factors Affecting University Students’ Perceived Learning Levels in Programming. Journal of Theoretical Educational Sciences. 01 Ocak 2026;19(1):123-45. doi:10.30831/akukeg.1757456