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Determining factors influencing middle school teachers in demonstrating test score inflation

Year 2026, Volume: 13 Issue: 1, 45 - 65, 02.01.2026
https://doi.org/10.21449/ijate.1580050

Abstract

This study examines the determinants of test score inflation among middle school teachers within Türkiye’s exam-driven education system. Test score inflation -defined as increasing students’ scores beyond actual performance due to internal or external pressures- poses challenges for fairness, validity, and instructional integrity. To investigate its underlying factors, the researchers developed and validated the Test Score Inflation Scale following DeVellis’s (2012) framework. The 20-item, three-factor instrument (Avoidance of Pressure, Student Support, Fairness) demonstrated strong psychometric properties (α = .81–.89; ω = .97; KMO = .855). Data were collected from 507 teachers of Turkish, Mathematics, Science, and Social Studies across public and private schools. Multivariate analyses (MANOVA, multiple regression) revealed significant effects of gender and school type: female teachers and those in private institutions exhibited higher inflation tendencies across all subscales. Conversely, seniority, postgraduate education, managerial role, and subject area showed no significant influence. Regression models indicated that individual (gender, school type) and contextual (physical and sociological characteristics of schools) factors jointly explained 38% of total variance (R² = .25-.31 across subscales). Findings suggest that inflation behaviors may reflect adaptive responses to institutional pressures rather than deliberate misconduct. The results underscore the need for policies that promote process-oriented assessment, ethical grading dialogue among teachers, and improved resource conditions that reduce pressure to inflate scores. Future research should validate the scale across contexts and employ longitudinal or mixed-method designs to explore how institutional dynamics and professional norms shape teachers’ assessment integrity.

Ethical Statement

Ankara University, 22/12/2021-387.

References

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  • Au, W. (2011). Teaching under the new Taylorism: high‐stakes testing and the standardization of the 21st century curriculum. Journal of Curriculum Studies, 43(1), 25 45. https://doi.org/10.1080/00220272.2010.521261
  • Barksdale, M.A., & Thomas, K.F. (2000). What’s at stake in High-Stakes testing. Journal of Teacher Education, 51(5), 384-397. https://doi.org/10.1177/0022487100051005006
  • Bennett, S.K. (1982). Student perceptions of and expectations for male and female instructors: Evidence relating to the question of gender bias in teaching evaluation. Journal of Educational Psychology, 74(2), 170-179. https://doi.org/10.1037/0022-0663.74.2.170
  • Berliner, D.C. (2011). Rational responses to high stakes testing: the case of curriculum narrowing and the harm that follows. Cambridge Journal of Education, 41(3), 287 302. https://doi.org/10.1080/0305764x.2011.607151
  • Bangert-Drowns, R.L., Kulik, C.C., Kulik, J.A., & Morgan, M. (1991). The instructional effect of feedback in Test Like events. Review of Educational Research, 61(2), 213 238. https://doi.org/10.3102/00346543061002213
  • Black, P., & Wiliam, D. (1998). Assessment and classroom learning. Assessment in Education Principles Policy and Practice, 5(1), 7-74. https://doi.org/10.1080/0969595980050102
  • Blatchford, P., Bassett, P., Goldstein, H., & Martin, C. (2003). Are class size differences related to pupils’ educational progress and classroom processes? Findings from the institute of education class size study of children aged 5 7 years. British Educational Research Journal, 29(5), 709 730. https://doi.org/10.1080/0141192032000133668
  • Caruth, D.L., & Caruth, G.D. (2013). Grade inflation: An issue for higher education? Turkish Online Journal of Distance Education, 14(1), 102 110. https://dergipark.org.tr/tr/pub/tojde/issue/16895/176017
  • Chan, W., Li, H., & Suen, W. (2007). A signaling theory of grade inflation. International Economic Review, 48(3), 1065-1090. https://doi.org/10.1111/j.1468-2354.2007.00454.x
  • Cizek, G.J., Robert, R., & Fitzgerald, S. (1995, April 18-22). Further investigation of teachers’ assessment practices [Paper presentation]. The Annual Meeting of the American Educational Research Association, San Francisco, CA, United States.
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  • Germaine, R., Pacis, D., Bustillos, T., Keough, P., Wheeler, D., & Weegar, M.A. (2011). Lessons learned through a review of grade appeal data. Journal of Research in Innovative Teaching, 4(1), 39-46. https://www.nu.edu/wp content/uploads/2018/11/journal of research in innovative teaching volume-4.pdf
  • Glover, S.H., Bumpus, M.A., Sharp, G.F., & Munchus, G.A. (2002). Gender differences in ethical decision making. Women in Management Review, 17(5), 217 227. https://doi.org/10.1108/09649420210433175
  • Griffith, A.L., & Sovero, V. (2021). Under pressure: How faculty gender and contract uncertainty impact students’ grades. Economics of Education Review, 83, 102 126. https://doi.org/10.1016/j.econedurev.2021.102126
  • Grove, W.A., & Wasserman, T. (2004). The life-cycle pattern of collegiate GPA: Longitudinal cohort analysis and grade inflation. The Journal of Economic Education, 35(2), 162 174. https://doi.org/10.3200/jece.35.2.162-174
  • Groves, J. (2003). Perceptions of extra credit by hospitality and tourism faculty. Journal of Hospitality & Tourism Education, 15(3), 38-43. https://doi.org/10.1080/10963758.2003.10697026
  • Haladyna, T.M., Nolen, S.B., & Haas, N.S. (1991). Raising standardized achievement test scores and the origins of test score pollution. Educational Researcher, 20(5), 2-7. https://doi.org/10.2307/1176395
  • Howard, J.R., & Henney, A.L. (1998). Student participation and instructor gendering the Mixed Age College classroom. The Journal of Higher Education, 69(4), 384 405. https://doi.org/10.1080/00221546.1998.11775141
  • Howell, D.C. (2007). Statistical methods for Psychology. Thomson.
  • Jewell, R.T., & McPherson, M. (2012). Instructor- Specific grade inflation: Incentives, gender, and ethnicity. Social Science Quarterly, 93(1), 95 109. https://doi.org/10.1111/j.1540 6237.2011.00827.x
  • Jewell, R.T., McPherson, M., & Tieslau, M. (2013). Whose fault is it? Assigning blame for grade inflition in higher education. Applied Economics, 45(9), 1185 1200. https://doi.org/10.1080/00036846.2011.621884
  • Kaya, A.B., & Nartgün S.S. (2016). Özel okul velilerinin beklentileri doğrultusunda okul imajı oluşturma [Creating a school image in line with the expectations of private school parents]. Journal of Research in Education and Teaching, 5(2), 153 167. http://www.jret.org/FileUpload/ks281142/File/17.senay_nartgun.pdf
  • Kezim, B., Pariseau, S.E., & Quinn, F. (2005). Is grade inflation related to faculty status? Journal of Education for Business, 80(6), 358-364. https://doi.org/10.3200/joeb.80.6.358-364
  • Kolevzon, M.S. (1981). Grade inflation in higher education: A comparative study. Research in Higher Education, 15(3), 195-212. https://doi.org/10.1007/bf00976416
  • Koretz, D. (2005). Alignment, high stakes, and the inflation of test scores. Yearbook of The National Society for The Study of Education, 104(2), 99 118. https://doi.org/10.1111/j.1744 7984.2005.00027.x
  • Kulas, J.T., Stachowski, A.A., & Haynes, B.A. (2008). Middle response functioning in Likert responses to personality items. Journal of Business and Psychology, 22(3), 251 259. https://doi.org/10.1007/s10869-008-9064-2
  • Kulik, J.A., Kulik, C.C., & Bangert, R.L. (1984). Effects of practice on aptitude and achievement test scores. American Educational Research Journal, 21(2), 435 447. https://doi.org/10.3102/00028312021002435
  • Lavy, V. (2008). Do gender stereotypes reduce girls’ or boys’ human capital outcomes? Evidence from a natural experiment. Journal of Public Economics, 92(10 11), 2083 2105. https://doi.org/10.1016/j.jpubeco.2008.02.009
  • Lipnevich, A.A., Guskey, T.R., Murano, D.M., & Smith, J.K. (2020). What do grades mean? Variation in grading criteria in American college and university courses. Assessment in Education: Principles, Policy & Practice, 27(5), 1-21. https://doi.org/10.1080/0969594X.2020.1799190
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  • McDaniel, M.A., Anderson, J.L., Derbish, M.H., & Morrisette, N. (2007). Testing the testing effect in the classroom. The European Journal of Cognitive Psychology, 19(4 5), 494 513. https://doi.org/10.1080/09541440701326154
  • McMillan, J.H. (2001). Secondary teachers’ classroom assessment and grading practices. Educational Measurement Issues and Practice, 20(1), 20 32. https://doi.org/10.1111/j.1745 3992.2001.tb00055.x
  • Milovanska-Farrington, S. (2022). Do parents expect too much or is it all about grades? The discrepancy between parents’ aspirations and child’s academic performance, and parental satisfaction with the school. Cogent Economics & Finance, 10(1). https://doi.org/10.1080/23322039.2022.2079178
  • Ministry of National Education [MoNE]. (2018). 2018 Liselere Geçiş Sistemi (LGS) [2018 High School Transition System]. https://www.meb.gov.tr/meb_iys_dosyalar/2018_12/17094056_2018_lgs_rapor.pdf
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Determining factors influencing middle school teachers in demonstrating test score inflation

Year 2026, Volume: 13 Issue: 1, 45 - 65, 02.01.2026
https://doi.org/10.21449/ijate.1580050

Abstract

This study examines the determinants of test score inflation among middle school teachers within Türkiye’s exam-driven education system. Test score inflation -defined as increasing students’ scores beyond actual performance due to internal or external pressures- poses challenges for fairness, validity, and instructional integrity. To investigate its underlying factors, the researchers developed and validated the Test Score Inflation Scale following DeVellis’s (2012) framework. The 20-item, three-factor instrument (Avoidance of Pressure, Student Support, Fairness) demonstrated strong psychometric properties (α = .81–.89; ω = .97; KMO = .855). Data were collected from 507 teachers of Turkish, Mathematics, Science, and Social Studies across public and private schools. Multivariate analyses (MANOVA, multiple regression) revealed significant effects of gender and school type: female teachers and those in private institutions exhibited higher inflation tendencies across all subscales. Conversely, seniority, postgraduate education, managerial role, and subject area showed no significant influence. Regression models indicated that individual (gender, school type) and contextual (physical and sociological characteristics of schools) factors jointly explained 38% of total variance (R² = .25-.31 across subscales). Findings suggest that inflation behaviors may reflect adaptive responses to institutional pressures rather than deliberate misconduct. The results underscore the need for policies that promote process-oriented assessment, ethical grading dialogue among teachers, and improved resource conditions that reduce pressure to inflate scores. Future research should validate the scale across contexts and employ longitudinal or mixed-method designs to explore how institutional dynamics and professional norms shape teachers’ assessment integrity.

Ethical Statement

Ankara University, 22/12/2021-387.

References

  • Alderson, J.C., & Hamp‐Lyons, L. (1996). TOEFL preparation courses: a study of washback. Language Testing, 13(3), 280-297. https://doi.org/10.1177/026553229601300304
  • Au, W. (2011). Teaching under the new Taylorism: high‐stakes testing and the standardization of the 21st century curriculum. Journal of Curriculum Studies, 43(1), 25 45. https://doi.org/10.1080/00220272.2010.521261
  • Barksdale, M.A., & Thomas, K.F. (2000). What’s at stake in High-Stakes testing. Journal of Teacher Education, 51(5), 384-397. https://doi.org/10.1177/0022487100051005006
  • Bennett, S.K. (1982). Student perceptions of and expectations for male and female instructors: Evidence relating to the question of gender bias in teaching evaluation. Journal of Educational Psychology, 74(2), 170-179. https://doi.org/10.1037/0022-0663.74.2.170
  • Berliner, D.C. (2011). Rational responses to high stakes testing: the case of curriculum narrowing and the harm that follows. Cambridge Journal of Education, 41(3), 287 302. https://doi.org/10.1080/0305764x.2011.607151
  • Bangert-Drowns, R.L., Kulik, C.C., Kulik, J.A., & Morgan, M. (1991). The instructional effect of feedback in Test Like events. Review of Educational Research, 61(2), 213 238. https://doi.org/10.3102/00346543061002213
  • Black, P., & Wiliam, D. (1998). Assessment and classroom learning. Assessment in Education Principles Policy and Practice, 5(1), 7-74. https://doi.org/10.1080/0969595980050102
  • Blatchford, P., Bassett, P., Goldstein, H., & Martin, C. (2003). Are class size differences related to pupils’ educational progress and classroom processes? Findings from the institute of education class size study of children aged 5 7 years. British Educational Research Journal, 29(5), 709 730. https://doi.org/10.1080/0141192032000133668
  • Caruth, D.L., & Caruth, G.D. (2013). Grade inflation: An issue for higher education? Turkish Online Journal of Distance Education, 14(1), 102 110. https://dergipark.org.tr/tr/pub/tojde/issue/16895/176017
  • Chan, W., Li, H., & Suen, W. (2007). A signaling theory of grade inflation. International Economic Review, 48(3), 1065-1090. https://doi.org/10.1111/j.1468-2354.2007.00454.x
  • Cizek, G.J., Robert, R., & Fitzgerald, S. (1995, April 18-22). Further investigation of teachers’ assessment practices [Paper presentation]. The Annual Meeting of the American Educational Research Association, San Francisco, CA, United States.
  • Couch, J.F., Shughart, W.F., & Williams, A.L. (1993). Private school enrollment and public school performance. Public Choice, 76(4), 301-312. https://doi.org/10.1007/bf01053301
  • Creswell, J.W. (2012). Educational research: Planning, conducting, and evaluating quantitative and qualitative research. Pearson Education.
  • Darling Hammond, L., & Wise, A.E. (1985). Beyond standardization: state standards and school improvement. Elementary School Journal, 85(3), 315-336. https://doi.org/10.1086/461408
  • Deci, E.L., Koestner, R., & Ryan, R.M. (1999). A meta analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation. Psychological Bulletin, 125(6), 627 668. https://doi.org/10.1037/0033-2909.125.6.627
  • Devellis, R. (2012). Scale development theory and applications. Sage Publications.
  • Dhuey, E., & Smith, J. (2017). How school principals influence student learning. Empirical Economics, 54(2), 851-882. https://doi.org/10.1007/s00181-017-1259-9
  • Field, A. (2013). Discovering statistics using IBM SPSS Statistics. SAGE.
  • Fraenkel, J.R., & Wallen, N.E. (2006). How to design and Evaluate research in Education. McGraw-Hill Companies.
  • Frisch, V.V. (2018). Do pop quizzes have a positive effect on exam grades? [Master’s thesis, Otterbein University]. Digital Commons @ Otterbein. https://digitalcommons.otterbein.edu/stu_master/16/
  • Gehringer, E.F. (2001). Assignment and quality control of peer reviewers. In Proceedings of the 2001 American society for engineering education annual conference & exposition (pp. 6.224.1-6.224.8). https://doi.org/10.18260/1-2%2D%2D8941
  • Germaine, R., Pacis, D., Bustillos, T., Keough, P., Wheeler, D., & Weegar, M.A. (2011). Lessons learned through a review of grade appeal data. Journal of Research in Innovative Teaching, 4(1), 39-46. https://www.nu.edu/wp content/uploads/2018/11/journal of research in innovative teaching volume-4.pdf
  • Glover, S.H., Bumpus, M.A., Sharp, G.F., & Munchus, G.A. (2002). Gender differences in ethical decision making. Women in Management Review, 17(5), 217 227. https://doi.org/10.1108/09649420210433175
  • Griffith, A.L., & Sovero, V. (2021). Under pressure: How faculty gender and contract uncertainty impact students’ grades. Economics of Education Review, 83, 102 126. https://doi.org/10.1016/j.econedurev.2021.102126
  • Grove, W.A., & Wasserman, T. (2004). The life-cycle pattern of collegiate GPA: Longitudinal cohort analysis and grade inflation. The Journal of Economic Education, 35(2), 162 174. https://doi.org/10.3200/jece.35.2.162-174
  • Groves, J. (2003). Perceptions of extra credit by hospitality and tourism faculty. Journal of Hospitality & Tourism Education, 15(3), 38-43. https://doi.org/10.1080/10963758.2003.10697026
  • Haladyna, T.M., Nolen, S.B., & Haas, N.S. (1991). Raising standardized achievement test scores and the origins of test score pollution. Educational Researcher, 20(5), 2-7. https://doi.org/10.2307/1176395
  • Howard, J.R., & Henney, A.L. (1998). Student participation and instructor gendering the Mixed Age College classroom. The Journal of Higher Education, 69(4), 384 405. https://doi.org/10.1080/00221546.1998.11775141
  • Howell, D.C. (2007). Statistical methods for Psychology. Thomson.
  • Jewell, R.T., & McPherson, M. (2012). Instructor- Specific grade inflation: Incentives, gender, and ethnicity. Social Science Quarterly, 93(1), 95 109. https://doi.org/10.1111/j.1540 6237.2011.00827.x
  • Jewell, R.T., McPherson, M., & Tieslau, M. (2013). Whose fault is it? Assigning blame for grade inflition in higher education. Applied Economics, 45(9), 1185 1200. https://doi.org/10.1080/00036846.2011.621884
  • Kaya, A.B., & Nartgün S.S. (2016). Özel okul velilerinin beklentileri doğrultusunda okul imajı oluşturma [Creating a school image in line with the expectations of private school parents]. Journal of Research in Education and Teaching, 5(2), 153 167. http://www.jret.org/FileUpload/ks281142/File/17.senay_nartgun.pdf
  • Kezim, B., Pariseau, S.E., & Quinn, F. (2005). Is grade inflation related to faculty status? Journal of Education for Business, 80(6), 358-364. https://doi.org/10.3200/joeb.80.6.358-364
  • Kolevzon, M.S. (1981). Grade inflation in higher education: A comparative study. Research in Higher Education, 15(3), 195-212. https://doi.org/10.1007/bf00976416
  • Koretz, D. (2005). Alignment, high stakes, and the inflation of test scores. Yearbook of The National Society for The Study of Education, 104(2), 99 118. https://doi.org/10.1111/j.1744 7984.2005.00027.x
  • Kulas, J.T., Stachowski, A.A., & Haynes, B.A. (2008). Middle response functioning in Likert responses to personality items. Journal of Business and Psychology, 22(3), 251 259. https://doi.org/10.1007/s10869-008-9064-2
  • Kulik, J.A., Kulik, C.C., & Bangert, R.L. (1984). Effects of practice on aptitude and achievement test scores. American Educational Research Journal, 21(2), 435 447. https://doi.org/10.3102/00028312021002435
  • Lavy, V. (2008). Do gender stereotypes reduce girls’ or boys’ human capital outcomes? Evidence from a natural experiment. Journal of Public Economics, 92(10 11), 2083 2105. https://doi.org/10.1016/j.jpubeco.2008.02.009
  • Lipnevich, A.A., Guskey, T.R., Murano, D.M., & Smith, J.K. (2020). What do grades mean? Variation in grading criteria in American college and university courses. Assessment in Education: Principles, Policy & Practice, 27(5), 1-21. https://doi.org/10.1080/0969594X.2020.1799190
  • Marshall, K. (2003, October 1). Test Prep The Junk Food of Education. Education Week. https://www.edweek.org/teaching-learning/opinion-test-prep-the-junk-food-of-education/2003/10
  • McDaniel, M.A., Anderson, J.L., Derbish, M.H., & Morrisette, N. (2007). Testing the testing effect in the classroom. The European Journal of Cognitive Psychology, 19(4 5), 494 513. https://doi.org/10.1080/09541440701326154
  • McMillan, J.H. (2001). Secondary teachers’ classroom assessment and grading practices. Educational Measurement Issues and Practice, 20(1), 20 32. https://doi.org/10.1111/j.1745 3992.2001.tb00055.x
  • Milovanska-Farrington, S. (2022). Do parents expect too much or is it all about grades? The discrepancy between parents’ aspirations and child’s academic performance, and parental satisfaction with the school. Cogent Economics & Finance, 10(1). https://doi.org/10.1080/23322039.2022.2079178
  • Ministry of National Education [MoNE]. (2018). 2018 Liselere Geçiş Sistemi (LGS) [2018 High School Transition System]. https://www.meb.gov.tr/meb_iys_dosyalar/2018_12/17094056_2018_lgs_rapor.pdf
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There are 69 citations in total.

Details

Primary Language English
Subjects Classroom Measurement Practices, Measurement and Evaluation in Education (Other)
Journal Section Research Article
Authors

Deniz Gökçe Güngör 0000-0002-3783-9243

Ömer Kutlu 0000-0003-4364-5629

Submission Date November 5, 2024
Acceptance Date September 26, 2025
Publication Date January 2, 2026
Published in Issue Year 2026 Volume: 13 Issue: 1

Cite

APA Güngör, D. G., & Kutlu, Ö. (2026). Determining factors influencing middle school teachers in demonstrating test score inflation. International Journal of Assessment Tools in Education, 13(1), 45-65. https://doi.org/10.21449/ijate.1580050

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