A Path Analytic Study: Effect of Affective Characteristics on Learning Outcomes


  • Serhat Kocakaya Yüzüncü Yıl University
  • Selahattin Gönen Dicle University


Field education, path analysis, affective characteristics, achievement


Primary purpose of this study is to examine affective characteristics affecting the student’s achievement and influences of the relationships between these characteristics on the achievement with path analysis. With this purpose, students’ self efficacy perceptions and their attitudes towards physics and computer were taken in account as affective characteristics. Each of these characteristics is independent variables and their effects examining on the basis of learning approaches of Computer Aided Cooperative Learning (CACL) and Computer Aided 7E model (CA7E). As a result of these examinations, conducted with the path analysis; it has been determined that the affective characteristics such as attitudes towards the computer and physics courses and self-efficacy perceptions are not an effective factor on the students’ achievements considering both in the concept and physics course. Setting out from these findings, it has been concluded that the self-efficacy perception and attitude towards the physics course may not have that much big of an influence on achievement as it has been stated in literature.


Alsop, S., &Watts, S. (2003). Science education and affect. International Journal of Science Education, 25, 1043–1047.

Aşkar, P. & Erdem, M., (1987) Attitude scale towards teacher job. Contemporary Education Journal, 121, 8-11.

Bandura, A. (1995), Exercise of personal and collective efficacy in changing societies. In A. Bandura (Ed.), Self-efficacy in Changing Societies. (pp. 1-45). New York: Cambridge University Pres.

Bandura, A. (1982), Self-efficacy mechanism in human agency. American Psychologist, 37(2), 122-147.

Bandura. A. (1977), Self-efficacy: toward a unifying theory of behavioral change. Psychological Review, 84, 191-215.

Bloom, B.S., (1976). Human Characteristics and School Learning. New York: McGraw Hill.

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), 1-23.

Deniz, L., (1995). An Attitude Scale towards Computer (in Turkish). Unpublished Doctorate Thesis, Marmara University, Institute of Science, Istanbul, TURKEY.

Germann, P.J. (1988). Development of the attitudes toward science in school assessment and its use to investigate the relationship between science achievement and attitude toward science in school. Journal of Research in Science Teaching, 25(8), 689-703.

Gibson, S. & Dembo, M.H. (1984), Teacher efficacy: A construct validation. Journal of Educational Psychology, 76(4), 569-582.

Gönen, S. & Kocakaya, S. (2008). Instructional technologies and its effects on affective characteristics. II. International Computer and Instructional Technologies Symposium, Ege University, Turkey.

Gönen, S., Kocakaya, S. & İnan, C. (2006) “The effect of the computer assisted teaching and 7e model of the constructivist learning methods on the achievements and attitudes of high school students. The Turkish Online Journal of Educational Technology, 5(4), Article 11.

Gönen, S. & Kocakaya, S. (2006). An investigation of the effect of the instruction methods difference on the lycee-i students' physics achievements and computer attitudes based on the gender. 6th International Educational Technology Conference. Proceedings, Vol.II, 740-754. Eastern Mediterranean University, Famagusta, North Cyprus.

Gönen, S. & Kocakaya, S. (2005). The comparison of physics achievements and computer attitudes of the first year students of a high school according to two different instruction methods. Pamukkale University Journal of Education Faculty, 17(1), 14-22.

Güngör, A., Eryılmaz, A. & Fakioğlu, T. (2007). The relationship of freshmen’s physics achievement and their related affective characteristics. Journal of Research in Science Teaching, 44(8), 1036-1056.

Hough, L.W. & Piper, M.K. (1982). The relationship between attitudes toward science and science achievement. Journal of Research in Science Teaching, 19(1), 33-38.

Kobala, T.R., (1988). Attitude and related concepts in science education. Science Education, 72(2), 115-126.

Kocakaya, S. (2008). Analyzing the Relationships between the Factors that Affect the Achievements of Students in Physics Course with the Path Analysis Technique, (in Turkish) Unpublished Doctorate Thesis, Institute of Science, Dicle University, Turkey.

Martin, M.O., Mullis, I.V.S., Gonzales, E.J., Gregory, K.D., Smith, T.A., Chrostowski, S.J., Garden, R.A. & O’Connor, K.M. (2000). TIMSS 1999 - International science report: Findings from IEA’s repeat of the third international mathematics and science study at the eighth grade. Retrieved date: April 18, 2012 from http://timss.bc.edu/timss1999i/publications.html

Maskan, A.K. & Güler, G. (2004), Effect of the concept maps on the physics student teachers’ electrostatic concept achievement and attitudes towards physics. Contemporary Education Journal, 309, 34-41.

Maskan, A. (2006). An Investigation of Evaluations of Students’ Educated at Physics Program Self-efficacy Perceptions towards Physics (in Turkish). 7th National Congress of Science and Mathematic Education, Gazi University, Ankara/TURKEY.

Mattern, N. & Schau, C. (2002). Gender differences in science attitude–achievement relationships over time among white middle-school students. Journal of Research in Science Teaching, 39, 324–340.

McGinnis, J.R., Kramer, S., Shama, G., Graeber, A., Parker, C. & Watanabe, T. (2002). Undergraduates’ attitudes and beliefs of subject matter and pedagogy measured periodically in a reform-based mathematics and science teacher preparation program. Journal of Research in Science Teaching, 39, 713–737.

Multon, K.D., Brown, S.D. & Lent, R.W. (1991). Relation of self-efficacy beliefs to academic outcomes: a meta-analytic investigation. Journal of Counseling Psychology, 38, 30-38.

Oliver, J.S. & Simpson, R.D. (1988). Influences of attitude toward science, achievement motivation, and science self concept on achievement in science: a longitudinal study. Science Education, 72(2), 143-155.

Osborne, J., Simon, S. & Collins, S. (2003). Attitudes towards Science: A review of the literature and its implications. International Journal of Science Education, 25, 1049-1079.

Özyürek, A. & Eryılmaz, A. (2001). Factors affecting students’ attitudes towards physics. Education and Science, 26(120), 21-28.

Pajares, F. (1997), Current directions in self-efficacy research. In M. Maehr & P.R. Pintrich (Eds.), Advances in Motivation and Achievement. (Vol.10,p 1-49). Greenwich, CT: JAI Press.

Payne, D.A. (1977). The Assessment of Learning: Cognitive and Affective. Lexington, MA: D.C. Heath and Co.

Redford, E.G. (1976). Attitudes toward physics in the high school curriculum. American Journal of Physics, 44(4), 337-339.

Robbins, S.B., Lauver, K., Le, H., Davis, D., Langley, R. & Carlstrom, A. (2004). Do psychosocial and study skills factors predict college outcomes? A meta-analysis. Psychological Bulletin, 130, 261–288.

Schibeci, R.A. (1983). Selecting appropriate attitudinal objectives for school science. Science Education, 67, 595–603.

Schibeci, R.A. & Riley, J.P. (1986). Influence of students’ background and perceptions on science attitudes and achievement. Journal of Research in Science Teaching, 23, 177-187.

Schunk, D.H. (1994). Self-Regulation of Self-Efficacy and Attributions in Academic Settings. In D.H. Schunk & B.J. Zimmerman (Eds.), Self-Regulation of Learning and Performance. Hillsdale, NJ: Lawrence Erlbaum Associates.

Schunk, D.H. & Pajares, F. (2002). The Development of Academic Self-Efficacy. In A. Wigfield & J.S. Eccles (Eds.), Development of Achievement Motivation (pp. 15-32). San Diego: Academic Press.

Shell, D.F., Colvin, C. & Bruning, R.H. (1995). Self-efficacy, attribution, and outcome expectancy mechanisms in reading and writing achievement: grade-level and achievement-level differences. Journal of Educational Psychology, 87, 386-398.

Shrigley, R.L., Koballa, T.R. & Simpson, R.D. (1988). Defining attitude for science educators. Journal of Research in Science Teaching, 25, 659–678.

Simpson, R., Koballa, T., Oliver, J. & Crawley, F. (1994). Research on the Affective Dimensions of Science Learning. In: D. Gabel (Ed.), Handbook of Research on Science Teaching and Learning (pp. 211–250). New York: Macmillian.

Talton, E.L. & Simpson, R.D. (1986). Relationships of attitudes toward self, family, and school with attitude toward science among adolescents. Science Education, 70, 365–374.

Tamir, P., Arzi, A. & Zloto, D. (1974). Attitudes of Israeli high school students towards physics. Science Education, 58(1), 75-86.

Tschannen-Moran, M. & Woolfolk Hoy, A. (2001). Teacher efficacy: Capturing an elusive construct. Teaching and Teacher Education, 17, 783-805.

TIMSS (1999). “http://www.timss.com” Retrieved date: 15.11.2007.

URL-1., (2006). w3.gazi.edu.tr/~bgunes/files/kavramyanilgilari/fizikte%20sik%20 rastlanilan%20 kavram %20yanilgilari.html Retrieved date: 15.11.2007.

URL-2., (2006). phys.udallas.edu/C3P/Preconceptions.pdf Retrieved date: 15.11.2007.

Valentine, J.C., DuBois, D.L. & Cooper, H. (2004). The relation between self-beliefs and academic achievement: A meta-analytic review. Educational Psychologist, 39, 111-133.

Weinburg, M. (1995). Gender differences in student attitudes toward science: a meta-analysis of the literature from 1970 to 1991. Journal of Research in Science Teaching, 32, 387-398.

Willson, V.L. (1983). A meta-analysis of the relationship between science achievement and science attitude: Kindergarten through college. Journal of Research in Science Teaching, 20, 839–850.

Zeegers P., (2004). Student learning in higher education: A path analysis of academic achievement in science. Higher Education Research & Development, 23:1, 35 – 56.

Zimmerman, B.J. & Martinez-Pons, M. (1990). Student differences in delf-regulated learning: Relating grade, sex, and giftedness to self-efficacy and strategy use. Journal of Educational Psychology, 82, 51-59.




How to Cite

Kocakaya, S., & Gönen, S. (2013). A Path Analytic Study: Effect of Affective Characteristics on Learning Outcomes. International Journal of Physics &Amp; Chemistry Education, 5(1), 11–38. Retrieved from https://www.ijpce.org/index.php/IJPCE/article/view/72