Investigation of the Relationship of Self-Efficacy, Self-Regulation and Metacognitive Awareness with Academic Performance through Artificial Neural Networks

Year 2022, , 85 - 96, 30.12.2022

Enis Harun Başer , Samet Demir

https://doi.org/10.31805/acjes.1221980

Cited By: 2

Abstract

Metacognition is defined as individuals having knowledge and control over their own cognitive systems. Self-efficacy for teacher candidates is defined as a teacher's belief in the capacity or ability of his students to create the desired learning outcomes. Self-regulatory learning, on the other hand, is defined as thoughts, feelings and actions that are planned and applied cyclically to achieve an individual goal. In this study, it was aimed to examine the relationship between self-efficacy, self-regulation and metacognitive awareness scores and academic performance. In other studies, in the relevant literature, the relationship between academic performance and three variables, whose relationship with academic performance is examined separately, will be examined as a whole. At the same time, it will be checked whether there is a significant difference between the groups in three variable scores according to various variables. Since the aim of the research is to examine the relationship between the factors affecting the self-efficacy, self-regulation and metacognitive awareness scores of teacher candidates and the variables in question and academic performance, the relational screening model suitable for these purposes will be used. The population of the research consists of teacher candidates studying in the 2022-2023 academic year at the faculty of education at a state university in the Aegean Region. The appropriate sampling method was used for data collection. Teacher Self-Efficacy Scale adapted to Turkish by Çapa, Çakıroğlu and Sarıkaya (2005), Self-regulatory Learning Skills Scale developed by Turan (2009), and Metacognitive Awareness Scale developed by Fırat Durdukoca and Arıbaş (2019) were used as data collection tools. As a result of the research, no significant difference was found in the variables of gender, department, quality of the family residence. It was determined that there was no significant relationship between family and student income variables and scale scores. In the class variable, it was found that there was a significant difference in favor of upper classes according to the three scale scores. In addition, it was determined that the three scale scores explained 47% of the total variance in academic performance.

Keywords

Artificial neural network, metacognitive awareness, self-efficacy, self-regulation, teacher candidate.

References

• Abd-Elmotaleb, M., & Saha, S. K. (2013). The role of academic self-efficacy as a mediator variable between perceived academic climate and academic performance. Journal of Education and Learning, 2(3), 117-129. https://doi.org/10.5539/jel.v2n3p117.
• Al Huseini, H. H. (2015). Metacognition, critical thinking, gender as predictors of achievement of 10th graders in science, technology, engineering, and mathematic school (STEM). Psycho-Educational Research Reviews, 4(3), 42-48.
• Arslan, A. (2019). Sağlık hizmetleri meslek yüksekokulu öğrencilerinin sosyal kaygıları ve genel öz-yeterlik algılarının çeşitli değişkenler açısından incelenmesi [Study of social anxiety and self-sufficiency perceptions of health services vocational school students from the point of various variables]. International e-Journal of Educational Studies, 3(6), 78-96. https://doi.org/10.31458/iejes.524860.
• Ashton, P. T. & Webb, R. B. (1986). Making a difference: Teachers' sense of efficacy and student achievement. Longman.
• Aybek, B., & Aslan, S. (2017). Öğretmen adaylarının öz-düzenleme düzeylerinin çeşitli değişkenler açısından incelenmesi [An analysis of the self-regulation levels of prospective teachers in terms of certain variables]. Journal of Theory and Practice in Education, 13(3), 455-470. https://doi.org/10.17244/eku.331938.
• Aydın, E. (2022). Türkçe öğretmeni adaylarının üstbilişsel farkındalık düzeylerinin i̇ncelenmesi [Examination of Turkish teacher candidates' metacognitive awareness levels]. Türkiye Education Journal, 7(1), 121-131. https://doi.org/11..11111/ted.xx.
• Bakioğlu, B., Küçükaydın, M. A., Karamustafaoğlu, O., Uluçınar Sağır, S., Akman, E., Ersanlı, E., & Çakır, R. (2015). Öğretmen adaylarının bilişötesi farkındalık düzeyi, problem çözme becerileri ve teknoloji tutumlarının incelenmesi [Investigation of prospective teachers’ metacognitive awareness levels, problem solving skills and attitudes towards technology]. Trakya University Journal of Education, 1(1), 22-33.
• Bakkaloglu, S. (2020). Analysis of metacognitive awareness of primary and secondary school students in terms of some variables. Journal of Education and Learning, 9(1), 156-163. https://doi.org/10.5539/jel.v9n1p156.
• Balasubramanıam, M. (2017). Metacognitive ability among student teachers. Shanlax International Journal of Arts, Science and Humanities, 5(2), 197-202.
• Bandura, A. (1997). Self-efficacy: The exercise of control. W.H. Freeman and Company.
• Bedir, T. (2017). Öğretmen adaylarının sorgulama becerileri ile üstbilişsel farkındalık düzeylerinin incelenmesi [The investigation of the candidate teachers inquiry skills and metacognivite awareness levels] (Master's Thesis). Bartın University, Institute of Educational Sciences, Bartın.
• Belet, S. D., & Guven, M. (2011). Meta-cognitive strategy usage and epistemological beliefs of primary school teacher trainees. Educational Sciences: Theory and Practice, 11(1), 51-57.
• Bidjerano, T. (2005). Gender differences in self-regulated learning. Online Submission. Paper presented at the Annual Meeting of the Northeastern Educational Research Association (36th, Kerhonkson, NY, Oct 19-21, 2005). Retrieved from: https://eric.ed.gov/?id=ED490777.
• Boekaerts, M. (1997). Self-regulated learning: A new concept embraced by researchers, policy makers, educators, teachers, and students. Learning And Instruction, 7(2), 161-186.
• Bozpolat, E. (2016). Investigation of the self-regulated learning strategies of students from the faculty of education using ordinal logistic regression analysis. Educational Sciences: Theory & Practice, 16(1), 301-318. https://doi.org/10.12738/estp.2016.1.0281.
• Britner, S. L., & Pajares, F. (2001). Self-efficacy beliefs, motivation, race, and gender in middle school science. Journal of Women And Minorities In Science And Engineering, 7(4), 271-285. https://doi.org/10.1615/JWomenMinorScienEng.v7.i4.10.
• Brown, A. L. (1980). Metacognitive development and reading. In R. J. Spiro, B. Bruce, W. Brewer (Eds.), Theoretical issues in reading comprehension. Erlbaum.
• Bulut, I. (2018). The levels of classroom and pre-school teachers' metacognitive awareness. Universal Journal of Educational Research, 6(12), 2697-2706. https://doi.org/10.13189/ujer.2018.061201.
• Büyüköztürk, Ş. (2016). Sosyal bilimler için veri analizi el kitabı [Data analysis Handbook for social Sciences]. Pegem Akademi.
• Chen, M., & Wu, X. (2021). Attributing academic success to giftedness and its impact on academic achievement: The mediating role of self-regulated learning and negative learning emotions. School Psychology International, 42(2), 170-186. https://doi.org/10.1177/01430343209858.
• Chisholm, J. M. (1999). The effects of metacognition, critical thinking, gender, and gender role identification on academic achievement in the middle years (Master Thesis), Mount Saint Vincent University. Hailfax, Nova Scotia.
• Coutinho, S. A., & Neuman, G. (2008). A model of metacognition, achievement goal orientation, learning style and self-efficacy. Learning Environments Research, 11(2), 131-151. https://doi.org/10.1007/s10984-008-9042-7.
• Çakır, Ö., Kan, A., & Sünbül, Ö. (2006). Öğretmenlik meslek bilgisi ve tezsiz yüksek lisans programlarının tutum ve özyeterlik açısından değerlendirilmesi [The evaluation of the teaching certificate program and the masters program without thesis with respect to students’ attitudes and self-efficacy]. Mersin University Journal of the Faculty of Education, 2(1), 36–47.
• Çapa, Y., Çakıroğlu, J., & Sarıkaya, H. (2005). Öğretmen özyeterlik ölçeği Türkçe uyarlamasının geçerlik ve güvenirlik çalışması [The development and validation of a Turkish version of the teachers’ sense of efficacy scale]. Education and Science, 30(137), 74-81.
• Çelik Ercoşkun, N., & Gündoğdu, K. (2020). Matematik öğretmen adaylarının öz düzenleme ve öz yeterlik algılarının incelenmesi [Investigation of self-regulation and self-efficacy perceptions of prospective mathematics teachers]. International Journal of Science and Education, 3(2), 101-118. https://doi.org/10.47477/ubed.781499.
• Çetin, B. (2015). Academic motivation and self-regulated learning in predicting academic achievement in college. Journal of International Education Research, 11(2), 95-106.
• Çikrıkci, Ö., & Odacı, H. (2013). Fen lisesi öğrencilerinin bilişötesi farkındalıkları ile öz yeterlik algılarının bazı kişisel ve akademik değişkenlere göre incelenmesi [Investigating science high school students’ metacognitive awareness and self-efficacy perceptions with respect to the some individual and academic variables]. International Journal of Human Sciences, 10(2), 246-259.
• Dagar, M., & Gill, S. K. (2019). The role of self-efficacy and gender difference among the adolescents. Journal of Xidian University, 13(3), 11-19. Dağyar, M., & Şahin, H. (2020). Eğitim fakültesi öğrencilerinin öz düzenleme öğrenme stratejilerinin ve akademik başarılarının öz yeterlik inançlarını yordama gücü [The predictive power of university students’ self-regulated learning strategies and academic achievements on their self-efficacy beliefs]. Abant İzzet Baysal University Journal of the Faculty of Education, 20(1), 396-414. https://doi.org/10.17240/aibuefd.2020.20.52925-596157.
• Demirtaş, H., Cömert, M., & Özer, N. (2011). Öğretmen adaylarının özyeterlik inançları ve öğretmenlik mesleğine ilişkin tutumları [Pre-Service Teachers’ Self-Efficacy Beliefs and Attitudes towards Profession]. Education and Science, 36(159), 96-111 . Deniz, D., Küçük, B., Cansız, Ş., Akgün, L., & İşleyen, T. (2014). Ortaöğretim matematik öğretmeni adaylarının üstbiliş farkındalıklarının bazı değişkenler açısından incelenmesi [Examining metacognitive awareness of prospective secondary school mathematics teachers in terms of some variables]. Kastamonu Education Journal, 22(1), 305-320.
• DiBenedetto, M. K., & Zimmerman, B. J. (2010). Differences in self-regulatory processes among students studying science: A microanalytic investigation. International Journal of Educational & Psychological Assessment, 5(1), 2-24.
• Dönmez, C., & Uslu, S. (2014). Sosyal bilgiler öğretmen adaylarının özel alan yeterliklerine ilişkin öz-yeterlik inançlarının çeşitli değişkenler açısından incelenmesi [The examination of social studies teacher candidates' self-efficacy beliefs related to special field competencies in terms of various variables]. Abant İzzet Baysal University Journal of the Faculty of Education, 14(1), 460-481. https://doi.org/10.17240/aibuefd.2014.14.1-5000091522.
• Ekici, E., & Uslu, Ç. (2020). Fen bilgisi öğretmen adaylarının üst-bilişsel farkındalıklarının çeşitli değişkenler açısından incelenmesi [Investigation of metacognitive awareness levels of preservice science teachers in terms of various variables]. Gazi Journal of Education Sciences, 6(3), 432-456.
• Fırat Durdukoca, Ş., & Arıbaş, S. (2019). Öğretmen adaylarına yönelik üstbilişsel farkındalık ölçeğinin geliştirilmesi [Development of metacognitive awareness scale for teacher candidates]. Electronic Journal of Social Sciences, 18(72), 1541-1557. https://doi.org/10.17755/esosder.474601.
• Fraenkel, J. R., & Wallen, N. E. (2006). How to design and evaluate research in education (6th Edt.). New York: McGraw-Hill International Edition.
• Gibson, S. &. Dembo, M. H. (1984). Teacher efficacy: A construct validation. Journal of Educational Psychology, 76(4), 569-582.
• Gömleksiz, M. N., & Demiralp, D. (2012). Öğretmen adaylarının öz-düzenleyici öğrenme becerilerine ilişkin görüşlerinin çeşitli değişkenler açısından değerlendirilmesi [An assessment of prospective teachers’ views toward their self-regulated learning skills in terms of several variables]. Gaziantep University Journal of Social Sciences, 11(3), 777-795.
• Güler, M. (2015). Öğretmen adaylarının öz düzenleme becerilerinin; duygusal zekâları, epistemolojik inançları ve bazı değişkenler açısından incelenmesi [Investigating of teacher candidates self regulated learning in terms of emotional intelligence, epistemological beliefs and some variables] (Doctoral Thesis). Necmettin Erbakan University, Institute of Educational Sciences, Konya.
• Gündoğdu, S. (2014). Su ürünlerinde çoğunlukla uygulanan çoklu karşılaştırma (post-hoc) testleri [The usage of common multiple comparison tests (post-hoc) in fisheries sciences]. Journal of Fisheries Sciences, 8(4), 310-316. https://doi.org/10.3153/jfscom.201437.
• Gürbüztürk, O., & Şad, S. N. (2009). Student teachers? Beliefs about teaching and their sense of self efficacy: A descriptive and comparative analysis. Inonu University Journal of the Faculty of Education, 10(3), 201-226.
• Hampton, N. Z., & Mason, E. (2003). Learning disabilities, gender, sources of efficacy, self-efficacy beliefs, and academic achievement in high school students. Journal of School Psychology, 41(2), 101-112. https://doi.org/10.1016/S0022-4405(03)00028-1.
• Hashempour, M., Ghonsooly, B., & Ghanizadeh, A. (2015). A study of translation students' self-regulation and metacognitive awareness in association with their gender and educational level. International Journal of Comparative Literature and Translation Studies, 3(3), 60-69. https://doi.org/10.7575/aiac.ijclts.v.3n.3p.60.
• Honicke, T., & Broadbent, J. (2016). The influence of academic self-efficacy on academic performance: A systematic review. Educational Research Review, 17, 63-84. https://doi.org/10.1016/j.edurev.2015.11.002.
• Huang, C. (2013). Gender differences in academic self-efficacy: A meta-analysis. European Journal of Psychology of Education, 28(1), 1-35. https://doi.org/10.1007/s10212-011-0097-y.
• Huffman, A. H., Whetten, J., & Huffman, W. H. (2013). Using technology in higher education: The influence of gender roles on technology self-efficacy. Computers in Human Behavior, 29(4), 1779-1786. https://doi.org/10.1016/j.chb.2013.02.012.
• Ilıman, E., Arslan, A., & Aslan, R. (2019). Sağlık hizmetleri meslek yüksekokulu öğrencilerinin yazma kaygıları ve öz-yeterlik algılarının çeşitli değişkenler açısından incelenmesi [Examining health services vocational school students’ writing anxiety and self-sufficiency perceptions with regard to various variables]. Journal of Turkish Education Sciences, (12), 108-127.
• Jagadeeswari, A. S., & Chandrasekaran, V. (2014). Promoting metacognitive awareness among higher secondary students. Scholarly Research Journal for Interdisciplinary Studies, 2(14), 1888-1896.
• Jain, D., Tiwari, G. K., & Awasthi, I. (2018). Average level of socioeconomic status is conducive for metacognitive awareness and academic success. Madhya Bharti, 74, 207-221.
• Jaleel, S., & Premachandran, P. (2016). A study on the metacognitive awareness of secondary school students. Universal Journal of Educational Research, 4(1), 165-172. https://doi.org/10.13189/ujer.2016.040121. Kalemkuş, J. (2021). Bilmeyi bilme: Üstbiliş [Knowing about knowing: Metacognition]. Journal of Kazım Karabekir Education Faculty, 42, 471-495. https://doi.org/10.33418/ataunikkefd.795640.
• Karaduman, G. B., & Erbaş, A. A. (2017). Investigation of primary school teacher candidates' metacognitive awareness level. Journal for the Education of Gifted Young Scientists, 5(4), 31-48. https://doi.org/10.17478/JEGYS.2017.68.
• Karaoğlu, B., & Pepe, O. (2020). Beden eğitimi öğretmen adaylarının akademik öz düzenleme becerilerinin bazı değişkenlere göre incelenmesi [Examination of teacher candidates' academic selfregulation skills according to some variables]. Physical Education and Sport Sciences Journal, 14(2), 214-224.
• Karasar, N. (1999). Bilimsel araştırma yöntemi: Kavramlar, ilkeler, teknikler [Scientific research method: Concepts, principles, techniques]. Nobel Publications.
• Kaya, D. (2019). Yedinci sınıf öğrencilerinin matematik başarılarının yordanması: Motivasyon, öz-düzenleyici öğrenme stratejileri ve üst bilişsel farkındalığın rolü [Predicting seventh grade students’ mathematics achievements: the role of metacognitive awareness, motivation and, self-regulated learning strategies]. Ondokuz Mayis University Journal of Education Faculty, 38(1), 1-18.
• Kayri, M. (2009). Araştırmalarda gruplar arası farkın belirlenmesine yönelik çoklu karşılaştırma (post-hoc) teknikleri [The Multiple Comparison (Post-Hoc) Techniques to Determine the Difference Between Groups in Researches]. Fırat University Journal of Social Science, 19(1), 51-64.
• Kiremit, H. (2006). Fen bilgisi öğretmenliği öğrencilerinin biyoloji ile ilgili öz- yeterlik inançlarının karşılaştırılması [Preservice science teachers’ self-efficacy beliefs in teaching biology] (Doctoral Thesis). Dokuz Eylul University Institute of Educational Sciences, İzmir.
• Korkut, K., & Babaoğlan, E. (2012). Sınıf öğretmenlerinin öz yeterlik inançları [Primary school teachers’ self efficacy]. Int. Journal of Management Economics and Business, 8(16), 269-281. https://dergipark.org.tr/en/download/article-file/1144050.
• Kumar, R., & Lal, R. (2006). The role of self-efficacy and gender difference among the adolescents. Journal of the Indian Academy of Applied Psychology, 32(3), 345–350.
• Kurtuluş, A., & Öztürk, B. (2017). Ortaokul öğrencilerinin üstbilişsel farkındalık düzeyi ile matematik öz yeterlik algısının matematik başarısına etkisi [The analysis of the effect of metacognitive awareness and mathematics self-efficacy perceptions on mathematics achievement of middle school students]. Dicle University Journal of Ziya Gökalp Faculty of Education, (31), 762-778. https://doi.org/10.14582/DUZGEF.1840.
• Lindner, R. W., & Harris, B. (1993). Teaching self – regulated learning strategies. Proceedings of selected research and development presentations at the Convention of the association for Educational Communications and Technology (pp. 641–654) New Orleans, LA, Ames, IA: AECT.
• Maqsud, M. (1997). Effects of metacognitive skills and nonverbal ability on academic achievement of high school pupils. Educational Psychology, 17(4), 387-397. https://doi.org/10.1080/0144341970170402.
• Mert, M., & Baş, F. (2019). Ortaokul öğrencilerinin matematiğe yönelik kaygı, üstbilişsel farkındalık düzeyleri ve ilgili değişkenlerin matematik başarılarındaki etkisi [The anxiety and metacognitive awareness levels of secondary school students towards mathematics and the effect of related variables on their mathematics achievements]. Turkish Journal of Computer and Mathematics Education, 10(3), 732-756.
• Nosratinia, M., Saveiy, M., & Zaker, A. (2014). EFL learners' self-efficacy, metacognitive awareness, and use of language learning strategies: How are they associated. Theory and Practice in Language Studies, 4(5), 1080-1092.
• Özsoy, G., & Günindi, Y. (2011). Okulöncesi öğretmen adaylarının üstbilişsel farkındalık düzeyleri [Prospective preschool teachers’ metacognitive awareness]. Elementary Education Online, 10(2), 430-440.
• Özturan Sağırlı, M., Baş, F., & Bekdemir, M. (2020). Eğitim fakültesi öğrencilerinin akademik başarıları, bölümleri, sınıf düzeyleri ve üstbilişsel farkındalık düzeyleri arasındaki ilişkiler [The relationship between teacher candidates’ metacognitive awareness levels and achievements]. Journal of Bayburt Education Faculty, 15(29), 1-22. https://doi.org/10.35675/befdergi.464806
• Özturan Sağırlı, M., Çiltaş, A., Azapağası, E. ve Zehir, K. (2010). Yüksek öğretimin öz-düzenlemeyi öğrenme becerilerine etkisi Atatürk üniversitesi örneği [The effect of higher education on self-regulation learning skills atatürk university example]. Kastamonu Education Journal, 18(2), 587-596.
• Öztürk, A., & Açıl, F. B. (2020). Sosyal bilgiler öğretmen adaylarının üst bilişsel farkındalıklarının bazı değişkenlere göre incelenmesi [Investigation of social studies teacher candidates’ metacognitive awareness according to some variables]. Journal of Innovative Research in Social Studies, 3(1), 54-69.
• Öztürk, S., & Serin, M. K. (2020). Sınıf öğretmeni adaylarının üstbilişsel farkındalıkları ile matematik öğretmeye yönelik kaygılarının incelenmesi [Examination of pre-service primary school teachers’ metacognitive awareness with anxiety towards mathematics teaching]. Kastamonu Education Journal, 28(2), 1013-1025. https://doi.org/10.24106/kefdergi.705074.
• Pajares, F. (2002). Gender and perceived self-efficacy in self-regulated learning. Theory Into Practice, 41(2), 116-125. https://doi.org/10.1207/s15430421tip4102_8.
• Palavan, Ö., & Açar, D. (2015). Aday sınıf öğretmenlerinin akademik öz-yeterliklerinin çeşitli değişkenler açısından incelenmesi [Investıgation of academic self-efficacy of university students in terms of various variables]. Trakya University Journal of Education, 6(1), 14-27.
• Pintrich, P. R. (2000). The role of goal orientation in self-regulated learning. In M. Boekaerts, M.,Pintrich, P.R., Zeidner, M. (Eds.), Handbook of self-regulation, Academic, San Diego. 451-502.
• Pintrich, P. R. (2004). A conceptual framework for assessing motivation and self-regulated learning in college students. Educational Psychology Review, 16(4), 385-407.
• Rahman, F. ur, Jumani, N. B., Chaudry, M. A., Chisti, S. ul H., & Abbasi, F. (2010). Impact of metacognitive awareness on performance of students in chemistry. Contemporary Issues in Education Research (CIER), 3(10), 39–44. https://doi.org/10.19030/cier.v3i10.237.
• Ross, J. A. (1992). Teacher efficacy an the effect of coaching on student achievement. Canadian Journal of Education, 17(1), 51-65.
• Saban, A. İ. (2008). Sınıf öğretmenliği öğrencilerinin bilişsel farkındalıkları ile güdülerinin bazı sosyo demografik değişkenlere göre incelenmesi [An investigation of elementary school teaching department students’ metacognition awareness and motivation in terms of some socio-demographic variables]. Ege Journal of Education, 9(1), 35-58.
• Sakız, G. (2013). Başarıda anahtar kelime: Öz-yeterlik [Key word in success: Self-efficacy]. Journal of Uludag University Faculty of Education, 26(1), 185-210.
• Saracaloğlu, A. S., Karademir, Ç. A., Dursun, F., Altın, M., & Üstündağ, N. (2017). Sınıf öğretmeni adaylarının öz-düzenleyici öğrenme becerilerinin, akademik öz-yeterlik, akademik kontrol odağı ve akademik başarıları ile ilişkisi [The relationship between self-regulation learning skills, academic self-efficacy, focus of academic control and academic achievement of prospective primary school teachers]. Turkish Studies, 12(33), 379-402. https://doi.org/10.7827/TurkishStudies.12705.
• Sarpkaya, G., Arık, G., & Kaplan, H. A. (2011). İlköğretim matematik öğretmen adaylarının üstbiliş stratejilerini kullanma farkındalıkları ile matematiğe karşı tutumları arasındaki ilişki [The relationship between elementary mathematics teacher candidates' awareness of using the metacognitive strategies and their attitudes towards mathematics]. The Journal of Social Sciences Research, 6(2), 107-122.
• Sezer, F., İşgör, İ. Y., Özpolat, A. R., & Sezer, M. (2006). Lise öğrencilerinin öz yeterlilik düzeylerinin bazı değişkenler açısından incelenmesi [Examination of high school students' self-efficacy levels in terms of some variables]. Atatürk University Journal of Kazım Karabekir Education Faculty, (13), 129-137.
• Sezgin Memnun, D., & Akkaya, R. (2009). The levels of metacognitive awareness of primary teacher trainees. Procedia-Social and Behavioral Sciences, 1(1), 1919-1923. https://doi.org/0.1016/j.sbspro.2009.01.337.
• Sharp, C. (2002). Study support and the development of self-regulated learner. Educational Research, 44(1), 29-42. https://doi.org/10.1080/00131880110107333.
• Taşkapı, C. (2015). Öğretmen adaylarının öğrenme stillerinin çeşitli değişkenler açısından incelenmesi ve öz düzenleme becerileri ile olan ilişkisi [Examination of prospective teachers' learning styles in terms of various variables and their relationship with self-regulation skills] (Master Thesis). Eastern Mediterranean University, Teaching and Research Institute, Gazimağusa, Kuzey Kıbrıs.
• Tømte, C., & Hatlevik, O. E. (2011). Gender-differences in self-efficacy ICT related to various ICT-user profiles in Finland and Norway. How do self-efficacy, gender and ICT-user profiles relate to findings from PISA 2006. Computers & Education, 57(1), 1416-1424. https://doi.org/10.1016/j.compedu.2010.12.011.
• Tschannen-Moran, M., Woolfolk-Hoy,A.& . Hoy, W. K. (1998). Teacher efficacy: Its meaning and measure. Review of Educational Research, 68(2), 202-248.
• Tunca, N., & Alkın-Şahin, S. (2014). Öğretmen adaylarının biliş ötesi (üst biliş) öğrenme stratejileri ile akademik öz yeterlik inançları arasındaki ilişki [The relationship between pre-service teachers’ metacognitive learning strategies and academic self-efficacy]. Anadolu Journal of Educational Sciences International, 4(1), 47-48. https://doi.org/10.18039/ajesi.89592.
• Turan, M. B., Karaoğlu, B., Kaynak, K., & Pepe, O. (2016). Özel yetenek sınavlarına giren adayların genel öz yeterlilik düzeylerinin bazı değişkenlere göre incelenmesi [Examination of the general self-efficacy of candidates who took the special ability exam according to some variables]. Journal of Sport Sciences Researches, 1(1), 17-26. https://doi.org/10.25307/jssr.274319.
• Turan, S. (2009). Probleme dayalı öğrenmeye ilişkin tutumlar, öğrenme becerileri ve başarı arasındaki ilişkiler [The relationship between attitudes to problem-based learning, learning skills and achievement] (Doktora Tezi). Hacettepe University, Institute of Social Sciences, Ankara.
• Turan, S., & Demirel, Ö. (2010). Öz-düzenleyici öğrenme becerilerinin akademik başarı ile ilişkisi: Hacettepe üniversitesi tıp fakültesi örneği [The relationship between self-regulated learning skills and achievement: a case from hacettepe university medical school]. Hacettepe University Journal of Education, 38(38), 279-291.
• Ülker, M. (2019). Öz düzenleme ve yansıtıcı düşünmenin matematik başarısına etkisinin incelenmesi [Investigation of the effect of self regulation and reflective thinking on mathematics achievement] (Master Thesis). Balikesir University Institute of Science, Balıkesir.
• Ünlü, İ., Kaşkaya, A., & Kızılkaya, M. F. (2017). Sosyal bilgiler öğretmen adaylarinin öz-yeterlik inançlarinin çeşitli değişkenler açisindan incelenmesi [Examining the self-efficacy beliefs of social studies teacher candidates in terms of some variables]. Ahi Evran University Journal of Education Faculty, 18(2), 651-668.
• Üredi, İ., & Üredi, L. (2005). İlköğretim 8. sınıf öğrencilerinin öz-düzenleme stratejileri ve motivasyonel inançlarının matematik başarısını yordama gücü [The predictive power of self-regulation strategies and motivational beliefs on mathematics achievement of primary school 8th grade students]. Mersin University Journal of the Faculty of Education, 1(2), 250-260.
• Vatandaş, C. (2007). Toplumsal cinsiyet ve cinsiyet rollerinin algılanışı [Perception of gender and gender roles]. İstanbul Journal of Sociological Studies, (35), 29-56.
• Victor, A.M. (2004). The effects of metacognitive instruction on the planning and academic achievement of first and second grade children (Doctoral Dissertation). II Graduate College of the Illinois Institute of Technology, Chicago.
• Yıldırım, A., & Şimşek, H. (2008). Sosyal bilimlerde nitel araştırma yöntemleri [Qualitative research methods in the social sciences]. Seçkin.
• Yılmaz, H. (2016). Okul öncesi öğretmenlerinin öz-düzenleme düzeyleri ile kullandıkları öğretim uygulamaları düzeyleri arasındaki ilişkinin incelenmesi [Analyzing the relationship between preschool teachers' levels of self-regulation and levels of teaching practices they use] (Master Thesis). Marmara University, Institute of Educational Sciences, İstanbul
• Zakaria, E., Yazid, Z, & Ahmad, S. (2009). Exploring matriculation students’ metacognitive awareness and achievement in a mathematics course. International Journal of Learning, 16(2), 333-347.
• Zimmerman, B. J. (1989). A social cognitive view of self-regulated academic learning. Journal of educational psychology, 81(3), 329-339.
• Zimmerman, B. J., & Martinez-Pons, M. (1990). Student differences in self-regulated learning: Relating grade, sex, and giftedness to self-efficacy and strategy use. Journal of Educational Psychology, 82(1), 51. https://doi.org/10.1037/0022-0663.82.1.51.
• Zulkiply, N., Kabit, M., & Ghani, K. (2008). Metacognition: What roles does it play in students’ academic performance. The International Journal of Learning, 75(11), 97-105. https://doi.org/10.18848/1447-9494/CGP/v15i11/45997. .