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Published in: Educational Assessment, Evaluation and Accountability 3/2018

15-05-2018

A complex adaptive system approach to evaluation: application to a pay-for-performance program in the USA

Authors: Rick Mintrop, Laura Pryor, Miguel Ordenes

Published in: Educational Assessment, Evaluation and Accountability | Issue 3/2018

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Abstract

Evaluators frequently confront situations in which local programs struggle to meet the expectations and requirements specified by the external program funder. How can evaluators meaningfully evaluate programs (for both the funder and grantee) in situations in which the external program logic clashes with local complexities? This paper discusses complex adaptive system (CAS) evaluations as one method that addresses this question. To exemplify a CAS evaluation approach, we use the case of a pay-for-performance program, the Teacher Incentive Fund (TIF) program, a United States federal program implemented in numerous jurisdictions. Evaluation findings generated through a complex adaptive system approach have the potential to inform policy as well as assist the local program with ongoing improvements.

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Appendix
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Footnotes
1
In other disciplines, causal diagrams refer to apriori-specified diagrams that inform quantitative analyses. The “causal diagram” term used in this paper refers to an evaluation tool that changes as a result of a program’s evolution. Despite differences in defining causal diagrams, both interpretations of causal diagrams are means of reflecting on complexity.
 
2
Value-added scores are a way to link student test scores to teacher/school effectiveness. The term refers to student growth or academic gain attributed to a teacher or school, as opposed to using unadjusted mean levels of achievement or percent of proficient students.
 
Literature
go back to reference Barnes, M., Sullivan, H., & Matke, E. (2004). The development of collaborative capacity in health action zones: a final report from the national evaluation. Birmingham, U.K.: University of Birmingham. Barnes, M., Sullivan, H., & Matke, E. (2004). The development of collaborative capacity in health action zones: a final report from the national evaluation. Birmingham, U.K.: University of Birmingham.
go back to reference Blase, J., & Kirby, P. (2008). Bringing out the best in teachers: what effective principals do. Thousand Oaks, CA: Corwin Press. Blase, J., & Kirby, P. (2008). Bringing out the best in teachers: what effective principals do. Thousand Oaks, CA: Corwin Press.
go back to reference Bill and Melinda Gates Foundation. (2013). Ensuring fair and reliable measures of effective teaching. Seattle, WA: Bill and Melinda Gates Foundation. Bill and Melinda Gates Foundation. (2013). Ensuring fair and reliable measures of effective teaching. Seattle, WA: Bill and Melinda Gates Foundation.
go back to reference Chiang, H., Wellington, A., Hallgren, K., Speroni, C., Herrmann, M., Glazerman, S., & Constantine, J. (2015). Evaluation of the Teacher Incentive Fund: implementation and impacts of pay-for-performance after two years. Washington, DC: Mathematica Policy Research. Chiang, H., Wellington, A., Hallgren, K., Speroni, C., Herrmann, M., Glazerman, S., & Constantine, J. (2015). Evaluation of the Teacher Incentive Fund: implementation and impacts of pay-for-performance after two years. Washington, DC: Mathematica Policy Research.
go back to reference Chiang, H., Speroni, C., Herrmann, M., Hallgren, K., Burkander, P., & Wellington, A. (2017). Evaluation of the teacher incentive fund: final report on implementation and impacts of pay-for-performance across four years. NCEE 2018–4004. Washington, DC: National Center for Education Evaluation and Regional Assistance, Institute of Education Sciences, US Department of Education. Chiang, H., Speroni, C., Herrmann, M., Hallgren, K., Burkander, P., & Wellington, A. (2017). Evaluation of the teacher incentive fund: final report on implementation and impacts of pay-for-performance across four years. NCEE 2018–4004. Washington, DC: National Center for Education Evaluation and Regional Assistance, Institute of Education Sciences, US Department of Education.
go back to reference Cook, T., Campbell, D., & Shadish, W. (2002). Experimental and quasi-experimental designs for generalized causal inference. Boston: Houghton Mifflin. Cook, T., Campbell, D., & Shadish, W. (2002). Experimental and quasi-experimental designs for generalized causal inference. Boston: Houghton Mifflin.
go back to reference Cooperrider, D., & Srivastva, S. (1987). Appreciative inquiry in organizational life. Research in Organizational Change and Development, 1, 129–169. Cooperrider, D., & Srivastva, S. (1987). Appreciative inquiry in organizational life. Research in Organizational Change and Development, 1, 129–169.
go back to reference Darling-Hammond, L. (2013). Getting teacher evaluation right. New York, NY: Teachers College Press. Darling-Hammond, L. (2013). Getting teacher evaluation right. New York, NY: Teachers College Press.
go back to reference Eoyang, G., & Berkas, T. (1999). Evaluation in a complex adaptive system: a view in many directions. In M. Lissack & H. Gunz, Managing complexity in organizations. Westport: Quorum. Eoyang, G., & Berkas, T. (1999). Evaluation in a complex adaptive system: a view in many directions. In M. Lissack & H. Gunz, Managing complexity in organizations. Westport: Quorum.
go back to reference Fetterman, D., Kaftarian, S., & Wandersman, A. (1996). Empowerment evaluation: knowledge and tools for self-assessment and accountability. Thousand Oaks, CA: Sage. Fetterman, D., Kaftarian, S., & Wandersman, A. (1996). Empowerment evaluation: knowledge and tools for self-assessment and accountability. Thousand Oaks, CA: Sage.
go back to reference Glazerman, S., McKie, A., & Carey, N. (2009). An evaluation of the Teacher Advancement Program (TAP) in Chicago: year one impact report. Final report. Washington, DC: Mathematica Policy Research, Inc. Glazerman, S., McKie, A., & Carey, N. (2009). An evaluation of the Teacher Advancement Program (TAP) in Chicago: year one impact report. Final report. Washington, DC: Mathematica Policy Research, Inc.
go back to reference Glazerman, S., Chiang, H., Wellington, A., Constantine, J., & Player, D. (2011). Impacts of performance pay under the Teacher Incentive Fund: study design report. Washington, DC: Mathematica Policy Research. Glazerman, S., Chiang, H., Wellington, A., Constantine, J., & Player, D. (2011). Impacts of performance pay under the Teacher Incentive Fund: study design report. Washington, DC: Mathematica Policy Research.
go back to reference Guba, E., & Lincoln, Y. (1989). Fourth generation evaluation. Newbury Park, California: SAGE Publications. Guba, E., & Lincoln, Y. (1989). Fourth generation evaluation. Newbury Park, California: SAGE Publications.
go back to reference Hawe, P., Bond, L., & Butler, H. (2009). Knowledge theories can inform evaluation practice: what can a complexity lens add? New Directions in Evaluation, 2009(124), 89–100.CrossRef Hawe, P., Bond, L., & Butler, H. (2009). Knowledge theories can inform evaluation practice: what can a complexity lens add? New Directions in Evaluation, 2009(124), 89–100.CrossRef
go back to reference Ingersoll, R. M. (2009). Who controls teachers’ work?: power and accountability in America’s schools. Harvard University Press. Ingersoll, R. M. (2009). Who controls teachers’ work?: power and accountability in America’s schools. Harvard University Press.
go back to reference Liket, K. C., Rey-Garcia, M., & Maas, K. E. (2014). Why aren’t evaluations working and what to do about it: a framework for negotiating meaningful evaluation in nonprofits. American Journal of Evaluation, 35(2), 171–188.CrossRef Liket, K. C., Rey-Garcia, M., & Maas, K. E. (2014). Why aren’t evaluations working and what to do about it: a framework for negotiating meaningful evaluation in nonprofits. American Journal of Evaluation, 35(2), 171–188.CrossRef
go back to reference Marsh, J., Springer, M., McCaffrey, F., Yuan, K., Epstein, S., Koppich, J., et al. (2011). A big apple for educators New York City’s experiment with schoolwide performance bonuses. Santa Monica, CA: RAND Corporation. Marsh, J., Springer, M., McCaffrey, F., Yuan, K., Epstein, S., Koppich, J., et al. (2011). A big apple for educators New York City’s experiment with schoolwide performance bonuses. Santa Monica, CA: RAND Corporation.
go back to reference Max, K., Constantine, J., Wellington, A., Halgren, K., Glazeman, S., Chiang, S., & Speroni, C. (2014). Evaluation of the Teacher Incentive Fund: implementation and early impacts of pay-for-performance after one year. Washington, DC: National Center for Education Evaluation and Regional Assistance, Institute of Education Sciences, US Department of Education. Max, K., Constantine, J., Wellington, A., Halgren, K., Glazeman, S., Chiang, S., & Speroni, C. (2014). Evaluation of the Teacher Incentive Fund: implementation and early impacts of pay-for-performance after one year. Washington, DC: National Center for Education Evaluation and Regional Assistance, Institute of Education Sciences, US Department of Education.
go back to reference McDonnell, L. M., & Elmore, R. F. (1987). Getting the job done: alternative policy instruments. Educational Evaluation and Policy Analysis, 9(2), 133–152.CrossRef McDonnell, L. M., & Elmore, R. F. (1987). Getting the job done: alternative policy instruments. Educational Evaluation and Policy Analysis, 9(2), 133–152.CrossRef
go back to reference Miles, M. B., Huberman, A. M., & Saldaña, J. (2013). Qualitative data analysis: a methods sourcebook (2nd ed.). Thousand Oaks, CA: Sage. Miles, M. B., Huberman, A. M., & Saldaña, J. (2013). Qualitative data analysis: a methods sourcebook (2nd ed.). Thousand Oaks, CA: Sage.
go back to reference Morell, J. A. (2010). Evaluation in the face of uncertainty: anticipating surprise and responding to the inevitable. New York, NY: Guilford Press. Morell, J. A. (2010). Evaluation in the face of uncertainty: anticipating surprise and responding to the inevitable. New York, NY: Guilford Press.
go back to reference Murnane, R. J., & Cohen, D. K. (1986). Merit pay and the evaluation problem: understanding why most merit pay plans fail and a few survive. Harvard Education Review, 56(1), 1–17.CrossRef Murnane, R. J., & Cohen, D. K. (1986). Merit pay and the evaluation problem: understanding why most merit pay plans fail and a few survive. Harvard Education Review, 56(1), 1–17.CrossRef
go back to reference Ostrower, F. (2004). Attitudes and practices concerning effective philanthropy: survey report. Washington, DC: Urban Institute. Ostrower, F. (2004). Attitudes and practices concerning effective philanthropy: survey report. Washington, DC: Urban Institute.
go back to reference Patton, M. (2011). Essentials of utilization-focused evaluation. Thousand Oaks, CA: Sage. Patton, M. (2011). Essentials of utilization-focused evaluation. Thousand Oaks, CA: Sage.
go back to reference Rice, J. K., Malen, B., Baumann, P., Chen, E., Dougherty, A., Hyde, L., & McKithen, C. (2012). The persistent problems and confounding challenges of educator incentives the case of TIF in Prince George’s County, Maryland. Educational Policy, 26(6), 892–933.CrossRef Rice, J. K., Malen, B., Baumann, P., Chen, E., Dougherty, A., Hyde, L., & McKithen, C. (2012). The persistent problems and confounding challenges of educator incentives the case of TIF in Prince George’s County, Maryland. Educational Policy, 26(6), 892–933.CrossRef
go back to reference Rogers, P. (2008). Using programme theory to evaluate complicated and complex aspects of interventions. Evaluation, 14(1), 29–48.CrossRef Rogers, P. (2008). Using programme theory to evaluate complicated and complex aspects of interventions. Evaluation, 14(1), 29–48.CrossRef
go back to reference Springer, M. G., Pane, J. F., Le, V.-N., McCaffrey, D. F., Burns, S. F., Hamilton, L. S., & Stecher, B. (2012). Team pay for performance: experimental evidence from the Round Rock pilot project on team incentives. Educational Evaluation and Policy Analysis., 34, 367–390.CrossRef Springer, M. G., Pane, J. F., Le, V.-N., McCaffrey, D. F., Burns, S. F., Hamilton, L. S., & Stecher, B. (2012). Team pay for performance: experimental evidence from the Round Rock pilot project on team incentives. Educational Evaluation and Policy Analysis., 34, 367–390.CrossRef
go back to reference Stufflebeam, D. (1983). The CIPP model for program evaluation. In G. Madaus, M. Scriven, & D. Stufflebeam (Eds.), Evaluation Models (pp. 117–141). Boston, MA: Kluwer-Nihjoff. Stufflebeam, D. (1983). The CIPP model for program evaluation. In G. Madaus, M. Scriven, & D. Stufflebeam (Eds.), Evaluation Models (pp. 117–141). Boston, MA: Kluwer-Nihjoff.
go back to reference Weisberg, D., Sexton, S., Mulhern, J., Keeling, D., Schunck, J., Palcisco, A., & Morgan, K. (2009). The widget effect: our national failure to acknowledge and act on differences in teacher effectiveness. Brooklyn: New Teacher Project. Weisberg, D., Sexton, S., Mulhern, J., Keeling, D., Schunck, J., Palcisco, A., & Morgan, K. (2009). The widget effect: our national failure to acknowledge and act on differences in teacher effectiveness. Brooklyn: New Teacher Project.
go back to reference Yuan, K., Le, V.-N., McCaffrey, D. F., Marsh, J. A., Hamilton, L. S., Stecher, B. M., & Springer, M. G. (2012). Incentive pay programs do not affect teacher motivation or reported practices: results from three randomized studies. Educational Evaluation and Policy Analysis, 35(1), 3–22.CrossRef Yuan, K., Le, V.-N., McCaffrey, D. F., Marsh, J. A., Hamilton, L. S., Stecher, B. M., & Springer, M. G. (2012). Incentive pay programs do not affect teacher motivation or reported practices: results from three randomized studies. Educational Evaluation and Policy Analysis, 35(1), 3–22.CrossRef
Metadata
Title
A complex adaptive system approach to evaluation: application to a pay-for-performance program in the USA
Authors
Rick Mintrop
Laura Pryor
Miguel Ordenes
Publication date
15-05-2018
Publisher
Springer Netherlands
Published in
Educational Assessment, Evaluation and Accountability / Issue 3/2018
Print ISSN: 1874-8597
Electronic ISSN: 1874-8600
DOI
https://doi.org/10.1007/s11092-018-9276-6

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