Using Value-Added Models to Measure Teacher Effects on Students’ Motivation and Achievement
Open accessAbstract
Value-added (VA) models measure teacher contributions to student learning and are increasingly employed in educational reform efforts. Using data from 35 seventh-grade teachers and 2,026 students across seven schools, we employ VA methods to measure teacher contributions to students’ motivational orientations (mastery and performance achievement goals) and their mathematics performance. The analysis suggests less variation in teachers’ contributions to students’ achievement goals than mathematics achievement. However, during a time when most students’ mastery motivation is declining sharply, a one standard deviation increase in teacher contributions to student mastery orientation is associated with a 40% smaller decline in student mastery goals. Teacher mastery contributions are also associated with gains in a student’s seventh-grade mathematics achievement ( d = .11). In addition to using VA measures to focus on improving student achievement, these measures can be used to orient teachers, schools, and districts on the enhancement of students’ motivation to learn.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Ruzek et al. (2015) estimated a correlation of 0.50 between teacher effects on achievement versus effects on students' motivation in math class.
“Ruzek et al. (2015) estimated a correlation of 0.50 between teacher effects on achievement versus effects on students’ motivation in math class.”
From Teacher and Teaching Effects on Students’ Attitudes and Behaviors (2017) · cites this paper as Ruzek et al. (2015)
In Changes in Student Motivation (Research Question 2), the paper reports a correlation of r = .50 between teacher contributions to seventh-grade mathematics achievement and to students’ mastery goals. The claim calls this an effect on students’ motivation generally, but the .50 estimate applies specifically to mastery goals, not the other motivation measures reported in Table 4. (LLM, conf=0.85)
Experimental — accuracy not yet measuredOur findings align with previous studies that identify teacher effects on students' attitudes and behaviors and weak relationships between different measures of teacher effectiveness.
“In many ways, our findings align with conclusions drawn from previous studies that also identify teacher effects on students’ attitudes and behaviors (Jennings & DiPrete, 2010; Kraft & Grace, 2016; Ruzek et al., 2015), as well as weak relationships between different measures of teacher effectiveness (Gershenson, 2016; Jackson, 2012; Kane & Staiger, 2012).”
From Teacher and Teaching Effects on Students’ Attitudes and Behaviors (2017) · cites this paper as Ruzek et al., 2015
The Present Study and Changes in Student Motivation sections report teacher-associated changes in seventh-graders’ achievement goals, supporting the point about students’ attitudes or motivation. The paper does not establish teacher effects on students’ behaviors; it describes achievement goals as associated with learning behaviors. The sentence cites other papers, not Ruzek et al., for weak relationships between measures of teacher effectiveness. Page numbers are unavailable in our copy. (LLM, conf=0.82)
Experimental — accuracy not yet measuredRuzek et al. (2015) found small but meaningful teacher effects on students' motivation between 0.03 sd and 0.08 sd among seventh graders.
“In a study of 35 middle school math teachers, Ruzek et al. (2015) found small but meaningful teacher effects on students’ motivation between 0.03 sd and 0.08 sd among seventh graders.”
From Teacher and Teaching Effects on Students’ Attitudes and Behaviors (2017) · cites this paper as Ruzek et al. (2015)
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Grit: perseverance and passion for long-term goals
Duckworth, A. L., Peterson, C., Matthews, M. D., & Kelly, D. R. (2007) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.92.6.1087 · Cited by 6,911 · see citing works
The Effect of High School Courses on Earnings
Rose, H., & Betts, J. R. (2004) · Review of Economics and Statistics · doi:10.1162/003465304323031076 · Cited by 317 · see citing works
Flagged first, then by citations
Research works printed but not linked: 63
- Aaronson, D., Barrow, L., & Sander, W. (2007). Teachers and student achievement in the Chicago public high schools. Journal of Labor Economics, 25, 95-135. doi:10.1086/508733 · DOI
- Ames, C. (1992). Classrooms: Goals, structures, and student motivation. Journal of Educational Psychology, 84, 261-271. doi:10.1037//0022-0663.84.3.261 · DOI · Paper page
- Ames, C., & Ames, R. (1984). Systems of student and teacher motivation: Toward a qualitative definition. Journal of Educational Psychology, 76, 535-556. doi:10.1037//0022-0663.76.4.535 · DOI
- Ames, C., & Archer, J. (1988). Achievement goals in the classroom: Students' learn- ing strategies and motivation processes. Journal of Educational Psychology, 80, 260-267. doi:10.1037//0022-0663.80.3.260 · DOI
- Anderman, E. M., & Maehr, M. L. (1994). Motivation and schooling in the middle grades. Review of Educational Research, 64, 287-309. doi:10.3102/00346543064002287 · DOI
- Anderman, E. M., Maehr, M. L., & Midgley, C. (1999). Declining motivation after the transition to middle school: Schools can make a difference. Journal of Research and Development in Education, 32, 131-147.
- Anderman, E. M., & Midgley, C. (1997). Changes in achievement goal orientations, perceived academic competence, and grades across the transition to middle-level schools. Contemporary Educational Psychology, 22, 269-298. doi:10.1006/ ceps.1996.0926 · DOI
- Anderman, E. M., & Young, A. J. (1994). Motivation and strategy use in science: Individual differences and classroom effects. Journal of Research in Science Teaching, 31, 811-831. doi:10.1002/tea.3660310805 · DOI
- Anderman, L. H., & Anderman, E. M. (1999). Social predictors of changes in stu- dents' achievement goal orientations. Contemporary Educational Psychology 25, 21-37. doi:10.1006/ceps.1998.0978 · DOI
- Blyth, D. A., Simmons, R. G., & Carlton-Ford, S. (1983). The adjustment of early adolescents to school transitions. Journal of Early Adolescence, 3, 105-120. doi:10.1177/027243168331008 · DOI
- Bong, M. (2005). Within-grade changes in Korean girls' motivation and perceptions of the learning environment across domains and achievement levels. Journal of Educational Psychology, 97, 656-672. doi:10.1037/0022-0663.97.4.656 · DOI
- Bowen, W. G., Chingos, M. M., & McPherson, M. S. (2009). Crossing the finish line: Completing college at America's public universities. Princeton, NJ: Princeton University Press.
- Boyd, D. J., Grossman, P. L., Lankford, H., Loeb, S., & Wyckoff, J. (2009). Teacher preparation and student achievement. Education Evaluation and Policy Analysis, 31, 416-440. doi:10.3102/0162373709353129 · DOI · Paper page
- Braun, H., Chudowsky, N., & Koenig, J. (2010). Getting value out of value-added: Report of a workshop. Washington, DC: National Academies Press.
- Brophy, J. (2005). Goal theorists should move on from performance goals. Educational Psychologist, 40, 167-176. doi:10.1207/s15326985ep4003_3 · DOI
- Buddin, R., & Zamarro, G. (2009). Teacher qualifications and student achieve- ment in urban elementary schools. Journal of Urban Economics, 66, 103-115. doi:10.1016/j.jue.2009.05.001 · DOI
- Byrnes, V., & Ruby, A. (2007). Comparing achievement between K-8 and middle schools: A large-scale empirical study. American Journal of Education, 114, 101-135. doi:10.1086/520693 · DOI
- Carolan, B. V., Weiss, C. C., & Matthews, J. S. (2013). Which middle school model works best? Evidence from the Early Childhood Longitudinal Study. Youth & Society. doi:10.1177/0044118X13478625 · DOI
- Conley, A. M. (2012). Patterns of motivation beliefs: Combining achievement goal and expectancy-value perspectives. Journal of Educational Psychology, 104, 32- 47. doi:10.1037/a0026042 · DOI
- Duncan, G. J., Dowsett, C. J., Claessens, A., Magnuson, K., Huston, A. C., Klebanov, P., . . .Japel, C. (2007). School readiness and later achievement. Developmental Psychology, 43, 1428-1446. doi:10.1037/0012-1649.43.6.1428 · DOI · Paper page
- Dweck, C. S., & Leggett, E. L. (1988). A social-cognitive approach to motiva- tion and personality. Psychological Review, 95, 256-273. doi:10.1037//0033- 295X.95.2.256 · DOI · Paper page
- Eccles, J. S., & Midgley, C. (1989). Stage-environment fit: Developmentally appro- priate classrooms for young adolescents. In C. Ames & R. Ames (Eds.), Research on motivation in education: Goals and cognitions (Vol. 3, pp. 139-186). New York, NY: Academic Press.
- Eccles, J. S., Midgley, C., Wigfield, A., Buchanan, C. M., Reuman, D., Flanagan, C., & Mac Iver, D. (1993). Development during adolescence: The impact of stage-environment fit on young adolescents' experiences in schools and families. American Psychologist, 48, 90-101. doi:10.1037//0003-066X.48.2.90 · DOI
- Elliot, A. J., & Harackiewicz, J. M. (1996). Approach and avoidance achievement goals and intrinsic motivation: A mediational analysis. Journal of Personality and Social Psychology, 70, 461-475. doi:10.1037/0022-3514.70.3.461 · DOI
- Farrington, C. A., Roderick, M., Allensworth, E., Nagaoka, J., Keyes, T. S., Johnson, D. W., & Beechum, N. O. (2012). Teaching adolescents to become learners. The role of noncognitive factors in shaping school performance: A critical litera- ture review. Chicago, IL: University of Chicago Consortium on Chicago School Research.
- Gottfried, A. E., Fleming, J. S., & Gottfried, A. W. (2001). Continuity of academic intrinsic motivation from childhood through late adolescence: A longitudinal study. Journal of Educational Psychology, 93, 3-13.
- Gottfried, A. E., Marcoulides, G. A., Gottfried, A. W., Oliver, P. H., & Guerin, D. W. (2007). Multivariate latent change modeling of developmental decline in academic intrinsic math motivation and achievement: Childhood through adolescence. International Journal of Behavioral Development, 31, 317-327. doi:10.1177/0165025407077752 · DOI
- Grossman, P., Loeb, S., Cohen, J., Hammerness, K., Wyckoff, J., Boyd, D., & Lankford, H. (2010). Measure for measure: The relationship between measures of instructional practice in middle school English language arts and teach- ers' value-added scores (NBER Working Paper No. 16015). Cambridge, MA: National Bureau of Economic Research.
- Harackiewicz, J. M., Barron, K. E., Pintrich, P. R., Elliot, A. J., & Thrash, T. M. (2002). Revision of achievement goal theory: Necessary and illuminating. Journal of Educational Psychology, 94, 638-645. doi:10.1037//0022-0663.94.3.638 · DOI
- Harris, D. N., & Sass, T. R. (2011). Teacher training, teacher quality and student achievement. Journal of Public Economics, 95(7-8), 798-812. doi:10.1016/j. jpubeco.2010.11.009 at UNIV CALIFORNIA IRVINE on August 4, 2015 jea.sagepub.com Downloaded from · DOI
- Hill, H. C., Kapitula, L., & Umland, K. (2010). A validity argument approach to evaluating teacher value-added scores. American Educational Research Journal, 48, 1-38. doi:10.3102/0002831210387916 · DOI
- Jacob, B. A., & Lefgren, L. (2008). Can principals identify effective teachers? Evidence on subjective performance evaluation in education. Journal of Labor Economics, 26, 101-136. doi:10.1086/522974 · DOI · Paper page
- Jennings, J. L., & DiPrete, T. A. (2010). Teacher effects on social and behav- ioral skills in early elementary school. Sociology of Education, 83, 135-159. doi:10.1177/0038040710368011 · DOI · Paper page
- Kaplan, A., & Maehr, M. L. (2007). The contributions and prospects of goal orienta- tion theory. Educational Psychology Review, 19, 141-184. doi:10.1007/s10648- 006-9012-5 · DOI
- Karabenick, S. A. (2003). Seeking help in large college classes: A person-centered approach. Contemporary Educational Psychology, 28, 37-58. doi:10.1016/ S0361-476X(02)00012-7 · DOI · Paper page
- Keys, T. D., Conley, A. M., Duncan, G. J., & Domina, T. D. (2012). The role of goal o orientations for adolescent mathematics achievement. Contemporary Educational Psychology, 37, 47-54. doi:10.1016/j.cedpsych.2011.09.002. · DOI
- Larson, R. (2000). Toward a psychology of positive youth development. American Psychologist, 55, 170-183. doi:10.1037//0003-066X.55.1.170 · DOI
- Lau, S., & Nie, Y. (2008). Interplay between personal goals and classroom goal struc- tures in predicting student outcomes: A multilevel analysis of person-context interactions. Journal of Educational Psychology, 100, 15-29. doi:10.1037/0022- 0663.100.1.15 · DOI
- Linnenbrink, E. A. (2005). The dilemma of performance-approach goals: The use of multiple goal contexts to promote students' motivation and learning. Journal of Educational Psychology, 97, 197-213. doi:10.1037/0022-0663.97.2.197 · DOI
- Linnenbrink, E. A., & Pintrich, P. R. (2002). Motivation as an enabler for academic success. School Psychology Review, 31, 313-327.
- Meece, J. L., Anderman, E. M., & Anderman, L. H. (2006). Classroom goal structure, student motivation, and academic achievement. Annual Review of Psychology, 57, 487-503. doi:10.1146/annurev.psych.56.091103.070258 · DOI · Paper page
- Midgley, C., Kaplan, A., & Middleton, M. (2001). Performance-approach goals: Good for what, for whom, under what circumstances, and at what cost? Journal of Educational Psychology, 93, 77-86. doi:10.1037//0022-0663.93.1.77 · DOI
- Murayama, K., & Elliot, A. J. (2009). The joint influence of personal achievement goals and classroom goal structures on achievement-related outcomes. Journal of Instructional Psychology, 101, 432-447. doi:10.1037/a0014221 · DOI
- Nicholls, J. G. (1984). Achievement motivation: Conceptions of ability, subjective experience, task choice, and performance. Psychological Review, 91, 328-346. doi:10.1037//0033-295X.91.3.328 · DOI · Paper page
- Nye, B., Konstantopoulos, S., & Hedges, L. V. (2004). How large are teacher effects? Educational Evaluation and Policy Analysis, 26, 237-257. doi:10.3102/01623737026003237 · DOI
- Pastor, D. A., Barron, K. E., Miller, B. J., & Davis, S. L. (2007). A latent profile analy- sis of college students' achievement goal orientation. Contemporary Educational Psychology, 32, 8-47. doi:10.1016/j.cedpsych.2006.10.003 · DOI
- Patrick, H. (2004). Re-examining classroom mastery goal structure. In P. R. Pintrich & M. L. Maehr (Eds.), Advances in motivation: Vol. 13. Motivating students, improving schools: The legacy of Carol Midgley (pp. 233-263). Amsterdam, The Netherlands: Elsevier.
- Patrick, H., Ryan, A. M., & Kaplan, A. (2007). Early adolescents' perceptions of the classroom social environment, motivational beliefs, and engagement. Journal of Educational Psychology, 99, 83-98. doi:10.1037/0022-0663.99.1.83 · DOI
- In M. Shinn (Ed.), Toward positive youth development: Transforming schools and community programs (pp. 21-39). New York, NY: Oxford University Press.
- Pintrich, P. R. (2003). A motivational science perspective on the role of student moti- vation in learning and teaching contexts. Journal of Educational Psychology, 95, 667-686. doi:10.1037/0022-0663.95.4.667 · DOI
- Rabe-Hesketh, S., & Skrondal, A. (2008). Multilevel and longitudinal modeling using Stata. Austin, TX: Stata Press.
- Raphael, L. M., Pressley, M., & Mohan, L. (2008). Engaging instruction in middle school classrooms: An observational study of nine teachers. The Elementary School Journal, 109, 61-81. doi:10.1086/592367 · DOI
- Rockoff, J. E. (2004). The impact of individual teachers on student achieve- ment: Evidence from panel data. American Economic Review, 94, 247-252. doi:10.1257/0002828041302244 · DOI · Paper page
- Rockoff, J. E., & Lockwood, B. B. (2010). Stuck in the middle: Impacts of grade configuration in public schools. Journal of Public Economics, 94, 1051-1061. doi:10.1016/j.jpubeco.2010.06.017 · DOI
- Roeser, R. W., Eccles, J. S., & Sameroff, A. J. (1998). Academic and emotional func- tioning in early adolescence: Longitudinal relations, patterns, and prediction by experience in middle school. Development and Psychopathology, 10, 321-352. doi:10.1017/S0954579498001631 · DOI
- Roeser, R. W., Midgley, C., & Urdan, T. C. (1996). Perceptions of the school psy- chological environment and early adolescents' psychological and behavioral functioning in school: The mediating role of goals and belonging. Journal of Educational Psychology, 88, 408-422. doi:10.1037//0022-0663.88.3.408 · DOI
- Rothstein, J. (2010). Teacher quality in educational production: Tracking, decay, and student achievement. The Quarterly Journal of Economics, 125, 175-214. doi:10.1162/qjec.2010.125.1.175 · DOI · Paper page
- Ryan, A. M., & Patrick, H. (2001). The classroom social environment and changes in adolescent motivation and engagement during middle school. American Educational Research Journal, 38, 437-460. doi:10.3102/00028312038002437 · DOI · Paper page
- Schwartz, A. E., Stiefel, L., Rubenstein, R., & Zabel, J. (2011). The path not taken: How does school organization affect eighth-grade achievement? Educational Evaluation and Policy Analysis, 33, 293-317. doi:10.3102/0162373711407062 · DOI
- Senko, C., Hulleman, C. S., & Harackiewicz, J. M. (2011). Achievement goal the- ory at the crossroads: Old controversies, current challenges, and new directions. Educational Psychologist, 46, 26-47. doi:10.1080/00461520.2012.538646 · DOI
- Shim, S. S., Ryan, A. M., & Anderson, C. J. (2008). Achievement goals and achieve- ment during early adolescence: Examining time-varying predictor and outcome variables in growth-curve analysis. Journal of Educational Psychology, 100(3), 655-671. doi: 10.1037/0022-0663.100.3.65 · DOI
- Weiss, C. C., & Kipnes, L. (2006). Reexamining middle school effects: A comparison of middle grades students in middle schools and K-8 schools. American Journal of Education, 112, 239-272. doi:10.1086/498996 · DOI
- Wolters, C. A. (2004). Advancing achievement goal theory: Using goal structures and goal orientations to predict students' motivation, cognition, and achieve- ment. Journal of Educational Psychology, 96, 236-250. doi:10.1037/0022- 0663.96.2.236 · DOI
Cited by
Sorted by citations
Teacher and Teaching Effects on Students’ Attitudes and Behaviors
Blazar, D., & Kraft, M. A. (2017) · Educational Evaluation and Policy Analysis · doi:10.3102/0162373716670260 · Cited by 591 · see citing works
Value-Added Modeling and Educational Accountability: Are We Answering the Real Questions?
Everson, K. C. (2017) · Review of Educational Research · doi:10.3102/0034654316637199 · Cited by 68 · see citing works
Teaching to support students with diverse academic needs
Blazar, D., & Archer, C. (2020) · Educational Researcher · doi:10.3102/0013189x20931226 · Cited by 23 · see citing works
- Authors
- Ruzek, E. A., Domina, T., Conley, A. M., Duncan, G. J., & Karabenick, S. A.
- Affiliations
- University of Virginia (US)
- University of California, Irvine (US)
- University of Michigan (US)
- Venue
- The Journal of Early Adolescence
- Publisher
- SAGE Publications
- Published
- 2014-03-12
- Volume
- 35
- Issue
- 5-6
- Pages
- 852-882
- ISSN
- 0272-4316 (ISSN-L)
- 1552-5449
- OpenAlex
- W2164537090
- Cited by
- 57
- References
- 2
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 3 · 2023: 3 · 2022: 6 · 2021: 7 · 2020: 7 · 2019: 12 · 2018: 1 · 2017: 5 · 2016: 7 · 2015: 2
- FWCI
- 24.00
- Type
- journal article
- Language
- en
- Open access
- green
- escholarship.org
- Locations
- The Journal of Early Adolescence (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Science Foundation (0335369, 0928103)
- Topics
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Education, Achievement, and Giftedness
- Social Sciences › Decision Sciences › Information Systems and Management › Educational Assessment and Improvement
- Keywords
- value-added models, teacher effects, student motivation, mastery goals, performance goals, mathematics achievement, seventh grade students, early adolescence, educational reform
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review