Expanding Policy Priorities Through Data Integration and Extreme Case Analysis: Evidence From a School Finance Study

Abstract

This multistage mixed methods study investigated the outcomes of a state’s new K-12 weighted student funding formula, which aimed to better support students with additional needs: English Learners and students experiencing poverty. Intentional data integration throughout the study produced new areas for hypothesis testing and data analysis. Our initial quantitative strand deductively relied on education production function models to determine the efficacy of the weighted funding formula. Qualitative analyses explored the consequences of the funding model from the perspectives of school and district administrators, identifying an extreme case among rural participants. Further quantitative analyses compared outcomes in urban and rural schools. Using a mixed methods approach, we uncovered unforeseen policy priorities for the state and enhanced a study of education production.

Keywords

mixed methods school finance education production data integration extreme case

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References

Alatinga

K. A.

Williams

J. J.

(2019). Mixed methods research for health policy development in Africa: The case of identifying very poor households for health insurance premium exemptions in Ghana. Journal of Mixed Methods Research, 13(1), 69–84. https://doi.org/10.1177/1558689816665056

Alwashmi

M. F.

Hawboldt

Davis

Fetters

M. D.

(2019). The iterative convergent design for mobile health usability testing: Mixed methods approach. JMIR mHealth and uHealth, 7(4), Article e11656. https://doi.org/10.2196/11656

Austin

P. C.

(2011). An introduction to propensity score methods for reducing the effects of confounding in observational studies. Multivariate Behavioral Research, 46(3), 399–424. https://doi.org/10.1080/00273171.2011.568786

Baker

B. D.

Elmer

D. R.

(2009). The politics of off-the-shelf school finance reform. Educational Policy, 23(1), 66–105. https://doi.org/10.1177/0895904808328512

Baker

B. D.

Green

P. C.

(2008). Politics, empirical evidence, and policy design: The case of school finance and the costs of educational adequacy. In Handbook of education politics and policy (pp. 311–337). Routledge.

Baškarada

(2014). Qualitative case studies guidelines. The Qualitative Report, 19(40), 1-25.

Bazeley

(2008). Mixed methods in management research (pp. 133–136). The Sage dictionary of qualitative management research.

Bazeley

(2009). Integrating data analyses in mixed methods research. Journal of Mixed Methods Research, 3(3), 203–207. https://doi.org/10.1177/1558689809334443

Berne

Stiefel

(1978). The equity of school finance systems over time: The value judgments inherent in evaluation. Educational Administration Quarterly, 15(2), 14–34. https://doi.org/10.1177/0013161x7901500205

10.

Berne

Stiefel

(1979). Concepts of equity and their relationship to state school finance plans. Journal of Education Finance, 5(2), 109–132.

11.

Braun

Clarke

(2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa

12.

Brewer

D. J.

Hentschke

G. C.

Eide

E. R.

(2010). Theoretical concepts in the economics of education. Economics of Education, 2(1), 3–8.

13.

Bryman

(2006). Integrating quantitative and qualitative research: How is it done? Qualitative Research, 6(1), 97–113. https://doi.org/10.1177/1468794106058877

14.

Caliendo

Kopeinig

(2008). Some practical guidance for the implementation of propensity score matching. Journal of Economic Surveys, 22(1), 31–72. https://doi.org/10.1111/j.1467-6419.2007.00527.x

15.

Caracelli

V. J.

Greene

J. C.

(1993). Data analysis strategies for mixed-method evaluation designs. Educational Evaluation and Policy Analysis, 15(2), 195–207. https://doi.org/10.3102/01623737015002195

16.

Carey

Roza

(2008). School Funding's Tragic Flaw. Center on Reinventing Public Education.

17.

Chambers

J. G.

Levin

J. D.

Shambaugh

(2010). Exploring weighted student formulas as a policy for improving equity for distributing resources to schools: A case study of two California school districts. Economics of Education Review, 29(2), 283–300. https://doi.org/10.1016/j.econedurev.2009.09.005

18.

Condron

D. J.

(2017). The waning impact of school finance litigation on inequality in per student revenue during the adequacy era. Journal of Education Finance, 43(1), 1–20.

19.

Corcoran

Evans

W. N.

Godwin

Murray

S. E.

Schwab

R. M.

(2004). The changing distribution of education finance, 1972–1997 (pp. 433–465). Social inequality.

20.

Corden

Hirst

(2008). Implementing a mixed methods approach to explore the financial implications of death of a life partner. Journal of Mixed Methods Research, 2(3), 208–220. https://doi.org/10.1177/1558689808316808

21.

Cornman

S. Q.

Ampadu

Wheeler

Zhou

(2018). Revenues and expenditures for public elementary and secondary school districts: School year 2014-15 (fiscal year 2015). National Center for Education Statistics. First Look. NCES 2018-303.

22.

Creswell

J. W.

(2013). Steps in conducting a scholarly mixed methods study.

23.

Creswell

J. W.

Clark

V. L. P.

(2018). Designing and conducting mixed methods research. Sage publications.

24.

Creswell

J. W.

Tashakkori

(2008). How do research manuscripts contribute to the literature on mixed methods? Journal of Mixed Methods Research, 2(2), 115–120. https://doi.org/10.1177/1558689808315361

25.

Eddles-Hirsch

(2015). Phenomenology and educational research. International Journal of Advanced Research, 3(8).Frost,

P. J.

Stablein

R. E.

(Eds.). (1992). Doing exemplary research. Sage.

26.

Fetters

M. D.

Curry

L. A.

Creswell

J. W.

(2013). Achieving integration in mixed methods designs: Principles and practices. Health Services Research, 48(6 Pt. 2), 2134–2156. https://doi.org/10.1111/1475-6773.12117

27.

Fetters

M. D.

Freshwater

(2015). Editorial: The 1 + 1 = 3 integration challenge. Journal of Mixed Methods Research, 9(2), 115–117. https://doi.org/10.1177/1558689815581222

28.

Flyvbjerg

(2006). Five misunderstandings about case-study research. Qualitative Inquiry, 12(2), 219–245. https://doi.org/10.1177/1077800405284363

29.

Flyvbjerg

(2011). Case study. In Denzin

N. K.

Lincoln

Y. S.

(Eds.), The Sage handbook of qualitative research (4th edition, pp. 301–316). Sage.

30.

Frost

P. J.

Stablein

R. E.

(Eds.). (1992). Doing exemplary research. Sage.

31.

Gándara

Orfield

(2010). A return to the “Mexican room”: The segregation of Arizona's English learners. The Civil Rights Project at UCLA. https://escholarship.org/uc/item/7m67q3b9

32.

Gándara

Rumberger

Maxwell-Jolly

Callahan

(2003). English learners in California schools: Unequal resources,’unequal outcomes. Education Policy Analysis Archives, 11(1), 36.

33.

Hanushek

(1987). Educational production functions. In Psacharopoulos

(Ed.), Economics of education (pp. 33–42). Pergamon.

34.

Giddings

L. S.

(2006). Mixed-methods research: Positivism dressed in drag? Journal of research in nursing, 11(3), 195–203.

35.

Guest

MacQueen

K. M.

Namey

E. E.

(2011). Applied thematic analysis. Sage Publications.

36.

Hanushek

E. A.

(1979). Conceptual and empirical issues in the estimation of educational production functions. The Journal of Human Resources, 14(3), 351–388. https://doi.org/10.2307/145575

37.

Harvey-Jordan

Long

(2001). The process and the pitfalls of semi-structured interviews. Community practitioner, 74(6), 219.

38.

Hollway

Jefferson

(2013). Doing qualitative research differently: A psychosocial approach (2nd ed.). Sage.

39.

Houck

(2015). Understanding school finance laws and practices. In English

F. W.

(Ed.), SAGE guide to educational leadership and finance (pp. 239–255). Sage Publications, Inc.

40.

Hsieh

H. F.

Shannon

S. E.

(2005). Three approaches to qualitative content analysis. Qualitative Health Research, 15(9), 1277–1288. https://doi.org/10.1177/1049732305276687

41.

Jackson

C. K.

(2020). Does school spending matter? The new literature on an old question. American Psychological Association.

42.

Jackson

S. L.

(2008). Research methods and statistics: A critical thinking approach. Wadsworth Cengage Learning.

43.

Jacob

Ludwig

(2008). Improving educational outcomes for poor children. National Bureau of Economic Research. https://www.nber.org/papers/w14550

44.

Johnson

R. B.

Onwuegbuzie

A. J.

(2004). Mixed methods research: A research paradigm whose time has come. Educational Researcher, 33(7), 14–26. https://doi.org/10.3102/0013189x033007014

45.

Ladd

H. F.

(2008). Reflections on equity, adequacy, and weighted student funding. Education Finance and Policy, 3(4), 402–423. https://doi.org/10.1162/edfp.2008.3.4.402

46.

Las Vegas Review Journal . (2020). Bernie sanders endorsed by clark county teachers’ union. https://www.reviewjournal.com/news/politics-and-government/bernie-sanders-endorsed-by-clark-county-teachers-union-1935554/

47.

Lee

J. H.

Fuller

(2022). Does progressive finance alter school organizations and raise achievement? The case of Los Angeles. Educational Policy, 36(3), 587–623. https://doi.org/10.1177/0895904820901472

48.

Legislative Counsel Bureau . (2019). The NEVADA PLAN for school finance: An overview. https://www.leg.state.nv.us/division/fiscal/K-12Education/NevadaPlan/NevadaPlan2019.pdf

49.

Legislative Counsel Bureau . (2023). An overview of the Nevada pupil-centered funding plan for school finance. https://www.leg.state.nv.us/division/fiscal/K-12Education/PupilCentered/PupilCentered2022.pdf

50.

Legislative Counsel Bureau . (2025). An overview of the Nevada pupil-centered funding plan for school finance: Fiscal years 2023-24 and 2024-25. https://www.leg.state.nv.us/division/fiscal/K-12Education/PupilCentered/PupilCentered2025.pdf

51.

Levin

H. M.

(1974). Measuring efficiency in educational production. Public Finance Quarterly, 2(1), 3–24. https://doi.org/10.1177/109114217400200101

52.

Levin

Chambers

Epstein

Mills

Archer

Wang

Lane

(2013) Evaluation of Hawaii’s weighted student formula (144, pp. 131–145). American Institutes for Research.

53.

Levin

Manship

Hurlburt

Atchison

Yamaguchi

Hall

Stullich

(2019). Districts' use of weighted student funding systems to increase school autonomy and equity: Findings from a national study. Volume 1--Final report. Office of Planning, Evaluation and Policy Development, US Department of Education.

54.

Lucero

Wallerstein

Duran

Alegria

Greene-Moton

Israel

Magarati

Oetzel

Pearson

Schulz

Villegas

White Hat

E. R.

(2018). Development of a mixed methods investigation of process and outcomes of community-based participatory research. Journal of Mixed Methods Research, 12(1), 55–74. https://doi.org/10.1177/1558689816633309

55.

Maxwell

J. A.

Chmiel

Rogers

S. E.

(2015). Designing integration in multimethod and mixed methods research. In Hesse-Biber

S. N.

Burke-Johnson

(Eds.), The Oxford handbook of multimethod and mixed methods research inquiry (pp. 223–239). Oxford University Press.

56.

Miles

K. H.

Roza

(2006). Understanding student-weighted allocation as a means to greater school resource equity. Peabody Journal of Education, 81(3), 39–62. https://doi.org/10.1207/s15327930pje8103_2

57.

Miller

Bustamante

(2016). Drawing mixed methods procedural diagrams. In Moeller

A. J.

Creswell

J. W.

Saville

(Eds.), Second language assessment and mixed methods research (pp. 84–118). Cambridge University Press.

58.

Monk

D. H.

(1992). Education productivity research: An update and assessment of its role in education finance reform. Educational Evaluation and Policy Analysis, 14(4), 307–332. https://doi.org/10.3102/01623737014004307

59.

Morse

J. M.

(2003). Principles of mixed methods. In Tashakkori

Teddlie

(Eds.), Handbook of mixed methods in social & behavioral research (pp. 189–208). Sage.

60.

Morse

J. M.

(2016). Mixed method design: Principles and procedures. Routledge.

61.

Nevada Report Card . (2023). 2022-23 state public charter school authority at a glance. Nevada Department of Education. https://nevadareportcard.nv.gov/DI/nv/state_public_charter_school_authority/2023

62.

NSEA . (2024). About NSEA. https://www.nsea-nv.org/about-nsea

63.

O’Connor

Joffe

(2020). Intercoder reliability in qualitative research: Debates and practical guidelines. International Journal of Qualitative Methods, 19(2020), Article 1609406919899220.

64.

Onwuegbuzie

A. J.

Leech

N. L.

(2007). Validity and qualitative research: An oxymoron? Quality & Quantity, 41(2), 233–249. https://doi.org/10.1007/s11135-006-9000-3

65.

Patton

M. Q.

(2014). Qualitative research & evaluation methods: Integrating theory and practice. Sage Publications.

66.

Picus

L. O.

Goertz

Odden

(2012). Intergovernmental aid formulas and case studies. In Handbook of research in education finance and policy (pp. 279–297). Routledge.

67.

Plano Clark

V. L.

(2019). Meaningful integration within mixed methods studies: Identifying why, what, when, and how. Contemporary Educational Psychology, 57(2019), 106–111. https://doi.org/10.1016/j.cedpsych.2019.01.007

68.

Pritchett

Filmer

(1999). What education production functions really show: A positive theory of education expenditures. Economics of Education Review, 18(2), 223–239. https://doi.org/10.1016/s0272-7757(98)00034-x

69.

Qutoshi

S. B.

(2018). Phenomenology: A philosophy and method of inquiry. Journal of Education and Educational Development, 5(1), 215. https://doi.org/10.22555/joeed.v5i1.2154

70.

Roaché

(2017). Intercoder reliability techniques: Percent agreement. The SAGE Encyclopedia of Communication Research Methods, 2(2017), 752.

71.

Roza

Hagan

Anderson

(2020). Variation is the norm: A landscape analysis of weighted student funding implementation. Public Budgeting & Finance, 41(1), 3–25. https://doi.org/10.1111/pbaf.12276

72.

Sosu

E. M.

McWilliam

Gray

D. S.

(2008). The complexities of teachers' commitment to environmental education: A mixed methods approach. Journal of Mixed Methods Research, 2(2), 169–189. https://doi.org/10.1177/1558689807313163

73.

Strauss

Corbin

(1994). Grounded theory methodology. In Denzin

N. K.

Lincoln

Y. S.

(Eds.), Handbook of qualitative research (pp. 273–286). Sage.

74.

Tuchman

Gross

Chu

(2022). Weighted student funding and outcomes: Implementation in 18 school districts. Peabody Journal of Education, 97(4), 1–18. https://doi.org/10.1080/0161956x.2022.2109917

75.

Yin

R. K.

(2009). Case study research: Design and methods, (Vol. 5). sage.

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