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Policies to Increase Teacher Diversity

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Figure 1.

Severity of gap in teachers of color compared to students of color, by state

 

Every state and the District of Columbia has a higher percentage of students of color than teachers of color in public K-12 schools. In the above map, we show the relative gap (or percent difference) between teachers of color and students of color in each state, compared to the population of students of color, with darker blue colors indicating larger gaps. For example, in Maine, 4% of public school teachers identify as people of color and 13% of Maine’s public K-12 students identify as people of color. While the percentage point gap is -9 percentage points, the relative gap is 66.2%, showing that Maine has three times more students of color than teachers of color. States with a larger relative gap often have a less diverse teacher workforce to start with and so may face greater challenges in building a more representative workforce, indicated by a darker blue color in the map. For more details on each state’s overall gap between the average percent of students of color and percent of teachers of color see Appendix A.

Figure 2.

2010-2020: Change in the share of enrollees of color into teacher preparation programs

The figure above shows changes in the diversity of enrollment in traditional teacher preparation programs over the last 10 years. Darker red indicates greater declines in the diversity of enrollment while darker blue indicates greater increases in the diversity of enrollment. In this time, enrollment appears to have increased across most states, with dramatic exceptions in several states, where enrollment has dropped precipitously.

Figure 3.

Do states fund teacher retention initiatives?

Figure 4.

State has specific teacher diversity goals and collects teacher diversity data

Figure 5.

Does the state publish teacher preparation enrollment and completion data disaggregated by race and ethnicity?

Actions for state policymakers

  • State
    Relative gap (as percent of students of color)
    Percent students of color
    Percent teachers of color
    Student-teacher racial gap 
    (percentage points)
    Alabama
    -51.6%
    47%
    23%
    -24
    Alaska
    -74.8%
    53%
    13%
    -40
    Arizona
    -60.9%
    64%
    25%
    -39
    Arkansas
    -70.2%
    41%
    12%
    -29
    California
    -50.5%
    79%
    39%
    -40
    Colorado
    -71.0%
    48%
    14%
    -34
    Connecticut
    -79.0%
    51%
    11%
    -40
    Delaware
    -69.2%
    58%
    18%
    -40
    District of Columbia
    -18.3%
    87%
    71%
    -16
    Florida
    -46.2%
    64%
    34%
    -30
    Georgia
    -49.1%
    63%
    32%
    -31
    Hawaii
    -15.6%
    89%
    75%
    -14
    Idaho
    -83.7%
    26%
    4%
    -22
    Illinois
    -65.1%
    54%
    19%
    -35
    Indiana
    -79.1
    35%
    7%
    -28
    Iowa
    -88.8%
    27%
    3%
    -24
    Kansas
    -74.0%
    37%
    10%
    -27
    Kentucky
    -81.6%
    26%
    5%
    -21
    Louisiana
    -49.1%
    57%
    29%
    -28
    Maine
    -64.8%
    13%
    4%
    -9
    Maryland
    -55.5%
    66%
    29%
    -37
    Massachusetts
    -71.0%
    44%
    13%
    -31
    Michigan
    -72.0%
    36%
    10%
    -26
    Minnesota
    -84.1%
    37%
    6%
    -31
    Mississippi
    -51.3%
    57%
    28%
    -29
    Missouri
    -78.2%
    31%
    7%
    -24
    Montana
    -65.9%
    22%
    8%
    -14
    Nebraska
    -85.6%
    36%
    5%
    -31
    Nevada
    -67.6%
    71%
    23%
    -48
    New Hampshire
    -88.0%
    17%
    2%
    -15
    New Jersey
    -71.2%
    60%
    17%
    -43
    New Mexico
    -46.7%
    79%
    42%
    -37
    New York
    -68.9%
    59%
    18%
    -41
    North Carolina
    -54.3%
    55%
    25%
    -30
    North Dakota
    -89.1%
    26%
    3%
    -23
    Ohio
    -81.5%
    33%
    6%
    -27
    Oklahoma
    -68.7%
    54%
    17%
    -37
    Oregon
    -62.1%
    40%
    15%
    -25
    Pennsylvania
    -83.0%
    38%
    6%
    -32
    Rhode Island
    -83.7%
    47%
    8%
    -39
    South Carolina
    -61.0%
    52%
    20%
    -32
    South Dakota
    -83.9%
    29%
    5%
    -24
    Tennessee
    -60.1%
    40%
    16%
    -24
    Texas
    -40.8%
    74%
    44%
    -30
    Utah
    -74.7%
    28%
    7%
    -21
    Vermont
    -77.0%
    11%
    3%
    -8
    Virginia
    -63.1%
    54%
    20%
    -34
    Washington
    -73.2%
    50%
    13%
    -37
    West Virginia
    -82.7%
    11%
    2%
    -9
    Wisconsin
    -81.3%
    32%
    6%
    -26
    Wyoming
    -77.1%
    23%
    5%
    -18

    Figure A.

    CTE Concentrators of Color in the "Education and Training" Pathway

    Source: United States Department of Education

    Figure B.

    CTE Concentrator Diversity Relative to Overall Student Diversity

    • Author

      Abigail Swisher
      Director, Policy and Programs

    • Data Visualization & Additional Analysis

      Patricia Saenz-Armstrong
      Senior Economist

    • Data Collection

      Kelli Lakis and Lisa Staresina
      Senior Analysts

    • Policy Team

      Shannon Holston, Chief of Policy and Programs
      Patricia Saenz-Armstrong, Senior Economist
      Hannah Putman, Managing Director of Research
      Jamie Ekatomatis, Senior Analyst

    • NCTQ Leadership

      Dr. Heather Peske
      NCTQ President

    • Communications and Advocacy

      Nicole Gerber, Lane Wright, and Ashley Kincaid

    • Reviewers & Advisory Group

      Special thanks to the following individuals for providing review and feedback on this project. Inclusion does not imply endorsement.

      Sharif El Mekki & Mimi Woldeyohannes
      Center for Black Educator Development

      Tiffany McDole & Ben Erwin
      The Education Commission of the States

      Eric Duncan & Nathan Kriha
      The Education Trust

      Paula Cole
      Educators for Excellence, Minnesota

      Simone Hardeman-Jones
      Greenlight Fund, Twin Cities

      Dr. Ashlee Canty
      The Hunt Institute

      David Donaldson
      National Center for Grow Your Own

      Amaya Garcia
      New America

      Evonie Rash
      Simmons Junior-Senior High School, Hollandale, Mississippi and TeachPlus Mississippi Fellow

      Roxanne Garza
      UnidosUS

    • Project Funders

      This report is based on research funded by the following foundations. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the project funders.

      The Belk Foundation
      The Joyce Foundation

    Endnotes
    1. Egalite, A., Kisida, B., & Winters, M. (2015). Representation in the classroom: The effect of own-race teachers on student achievement. Economics on Education Review, 45, 44-52; Goldhaber, D., & Hansen, M. (2010). Race, gender and teacher testing: How informative a tool is teacher licensure testing and how does it impact student achievement? American Educational Research Journal, 47(1), 218-51; and Dee, T.S. (2004). Teachers, race, and student achievement in a randomized experiment. The Review of Economics and Statistics, 86(1), 195-210. Lindsay, C., Monarrez, T., & Luetmer, G. (2021). The effects of teacher diversity on Hispanic student achievement in Texas. Policy brief. Texas Education Research Center. Gottfried, M., Kirksey, J. J., & Fletcher, T. L. (2022). Do high school students with a same-race teacher attend class more often? Educational Evaluation and Policy Analysis, 44(1), 149-169. Gershenson, S., Hart, C. M., Hyman, J., Lindsay, C., & Papageorge, N. W. (2018). The long-run impacts of same-race teachers (No. w25254). National Bureau of Economic Research. Grissom, J. A., Kabourek, S. E., & Kramer, J. W. (2020). Exposure to same-race or same-ethnicity teachers and advanced math course-taking in high school: Evidence from a diverse urban district. Teachers College Record, 122(7), 1-42.; Lindsay, C. A., & Cassandra M. D. Hart. (2018). Exposure to same-race teachers and student disciplinary outcomes for Black students in North Carolina. Educational Evaluation and Policy Analysis, 39(3), 485-510. Scherer, E., & Cleveland, C. (2022). The effects of teacher-student demographic matching on social-emotional learning. Annenberg Institute at Brown University.
    2. Blazar, D. (2021). Teachers of color, culturally responsive teaching, and student outcomes: Experimental evidence from the random assignment of teachers to classes. EdWorkingPaper No. 21-501. Annenberg Institute for School Reform at Brown University; Cherng, H. Y. S., & Halpin, P. F. (2016). The importance of minority teachers: Student perceptions of minority versus white teachers. Educational Researcher, 45(7), 407-420.
    3. National Center for Education Statistics. (2023). Racial/Ethnic Enrollment in Public Schools. U.S. Department of Education, Institute of Education Sciences. Retrieved from https://nces.ed.gov/programs/coe/indicator/cge/racial-ethnic-enrollment; National Center for Education Statistics. (2020) Race and Ethnicity of Public School Teachers and Their Students. U.S. Department of Education, Institute of Education Sciences. Retrieved from https://nces.ed.gov/pubs2020/2020103/index.asp#:~:text=The%20majority%20of%20teachers%20were,as%20the%20majority%20of%20students
    4. National Center for Education Statistics. (2023). English learners in public schools. Condition of education. U.S. Department of Education, Institute of Education Sciences. Retrieved from https://nces.ed.gov/programs/coe/indicator/cgf; Quintero, D., & Hansen, M. (2017). English learners and the growing need for qualified teachers. Retrieved from https://www.brookings.edu/blog/brown-center-chalkboard/2017/06/02/english-learners-and-the-growing-need-for-qualified-teachers/
    5. Institute of Education Sciences. (2023). School pulse panel. U.S. Department of Education, Institute of Education Sciences. Retrieved from https://ies.ed.gov/schoolsurvey/spp/
    6. The relative gap is calculated by: (percent teachers of color minus percent students of color) divided by percent students of color.
    7. Putman, H., Hansen, M., Walsh, K., & Quintero, D. (2016). High hopes and harsh realities: The real challenges to building a diverse workforce. Brookings Institution; Carver-Thomas, D. (2018a). Diversifying the teaching profession: How to recruit and retain teachers of color. Learning Policy Institute. Olson, L. (2023). Teachers like us: Strategies for increasing educator diversity in public schools. FutureEd. https://www.future-ed.org/teachers-like-us-strategies-for-increasing-teacher-diversity-in-public-schools/
    8. Race and Ethnicity of Public School Teachers and Their Students. (2020). National Center for Education Statistics. https://nces.ed.gov/pubs2020/2020103/index.asp; Racial/Ethnic Enrollment in Public Schools. (2023). National Center for Education Statistics. https://nces.ed.gov/programs/coe/indicator/cge/racial-ethnic-enrollment National Center for Education Statistics. (2023). English Learners in Public Schools. Condition of Education. U.S. Department of Education, Institute of Education Sciences. Retrieved from https://nces.ed.gov/programs/coe/indicator/cgf
    9. National Center for Education Statistics. (2023); Quintero, D., & Hansen, M. (2017).
    10. Garcia, A. (2020). Grow Your Own teachers: A 50-state scan of policies and programs. New America.
    11. Marrun, N. A., Rodriguez-Campo, M., Plachowski, T. J., & Clark, C. (2021). Divergent values: A family critical race theory analysis of families of color and their perceptions of teachers and teaching as a profession. Taboo: The Journal of Culture and Education, 20(3), 2. Marrun, N. A., Plachowski, T. J., Mauldin, D. A. R., & Clark, C. (2021). Teachers don’t really encourage it: A critical race theory analysis of high school students’ of color perceptions of the teaching profession. Multicultural Education Review, 13(1), 3-24. Goings, R. B., & Bianco, M. (2016). It’s hard to be who you don’t see: An exploration of Black male high school students’ perspectives on becoming teachers. The Urban Review, 48(4), 628-646.
    12. Of note, some of the high school pipeline initiatives captured here also fit into the Grow Your Own model and were counted under both sections.
    13. Of note, several studies of individual programs do appear to show positive impact, both on student participants’ overall outcomes and their likelihood of entering the classroom. See: Monto, C. (2021). Increasing diversity in teacher candidates: An Oregon model using a community college pathway into teacher education, Community College Journal of Research and Practice, 45(1), 54-64, DOI: 10.1080/10668926.2019.1640144; Perkins, B. (2016). Growing the next generation: A program encourages students of color to become teachers. American Educator, 40(3), 12-16.
    14. Kemple, J. J., & Snipes, J. C. (2000). Career academies: Impacts on students’ engagement and performance in high school. MRDC; American Institutes for Research. (n.d.). Project evaluating the impact of early college high schools. American Institutes for Research. https://www.air.org/project/evaluating-impact-early-college-high-schools; Henneberger, A. K., Witzen, H., & Preston, A. M. (2022). A longitudinal study examining dual enrollment as a strategy for easing the transition to college and career for emerging adults. Emerging Adulthood, 10(1), 225-236; What Works Clearinghouse. (2017). Evidence snapshot: Dual enrollment. U.S. Department of Education, Institute of Education Sciences. https://ies.ed.gov/ncee/wwc/EvidenceSnapshot/671; Karp, M. M., Calcagno, J. C., Hughes, K. L., Jeong, D. W., & Bailey, T. R. (2007). The postsecondary achievement of participants in dual enrollment: An analysis of student outcomes in two states. Community College Research Center, Columbia University; Karp, M. M., & Hughes, K. L. (2008). Study: Dual enrollment can benefit a broad range of students. Techniques: Connecting education and careers (J1), 83(7), 14-17.
    15. Steiger, J., Fink, J., & Jenkins, P. D. (2023). Assessing college-credit-in-high-school programs as on-ramps to postsecondary career pathways for underrepresented students. Community College Research Center, Columbia University.
    16. Somewhat unusually, in this model, students participating in the model’s fifth and sixth year experience do not receive their high school diploma when they complete the 12th grade year. As the state has noted publicly, this has created some drawbacks for students. Students participating in higher education coursework during their fifth and sixth years may be unable to live on their college campus due to rules. They are also unable to access state or federal financial aid to pay for cost of living or any additional coursework they might take outside of their TREP courses. Districts are not required under the law to cover the cost of housing or books during a student’s experience, though Colorado Department of Education staff note that many have. Without this requirement, students may struggle to pay for housing during the program. Banghart, K. (Host). (2023, January 31). TREP Program (Season 4 Episode 4) [Video podcast episode]. In Redefining Rural. https://www.youtube.com/watch?v=GTWimYhggzg
    17. Bilingual Educators Initiative grants. (n.d.). Washington State Professional Educator Standards Board. https://www.pesb.wa.gov/innovation-policy/grants-pilots/bilingual-educators-initiative/
    18. As part of our analysis, we included any Grow Your Own program that supported a given population (such as paraprofessionals, students, etc.) to earn their teacher certification and then remain in the state to teach. Of note, there is overlap between programs defined as Grow Your Own and those classified by our analysis as high school pipeline programs.
    19. Of note, this figure includes only direct state spending, by states whose programs explicitly included a focus on diversity. It does not include spending by non-state entities, or allocations of federal or private grant money by the state. Some states, like Michigan, have allocated significant grant money toward Grow Your Own. In 2022, Michigan allocated $175 million in federal grant funds to expand Grow Your Own programming.
    20. Illinois Public Act 101-0122. https://www.ilga.gov/legislation/publicacts/fulltext.asp?Name=101-0122
    21. Gist, C. D., Bianco, M., & Lynn, M. (2019). Examining Grow Your Own programs across the teacher development continuum: Mining research on teachers of color and nontraditional educator pipelines. Journal of Teacher Education, 70(1), 13-25.
    22. Our analysis was limited to analyzing state policies, and therefore did not include review of program-level policies requiring candidates to fulfill service obligations to receive loan forgiveness or conditional scholarships.
    23. Worley, L., & Zerbino, N. (2023, May 22). Teacher residencies offer compelling solution to staffing shortages, although at a large investment. Brown Center Chalkboard. https://www.brookings.edu/blog/brown-center-chalkboard/2023/05/22/teacher-residencies-offer-compelling-solution-to-staffing-shortages-although-at-a-large-cost/
    24. Lambert, D. (2023, February 24). California sinks millions into teacher residency programs, but many can’t afford to enroll. EdSource. https://edsource.org/2023/california-sunk-millions-into-teacher-residency-program-but-many-cant-afford-to-enroll/685984; Hirschboeck, K., Eller White, M., Brannegan , A., & Reade, F. (2022). Teacher residency programs in California: Financial sustainability challenges and opportunities. WestEd. www.wested.org/wp-content/uploads/2022/01/Teacher-Residency-Programs-in-California_Brief.pdf
    25. Year-long residencies are often key components of undergraduate teacher preparation; however, we do not include these in our current review.
    26. Guha, R., Hyler, M. E., & Darling-Hammond, L. (2017). The teacher residency: A practical path to recruitment and retention. American Educator, 41(1), 31.
    27. Gasman, M., Castro Samayoa, A., & Ginsberg, A. (2016). A rich source for teachers of color and learning: Minority serving institutions. Philadelphia, PA: Penn Center for Minority Serving Institutions.
    28. Gasman, M., Castro Samayoa, A., & Ginsberg, A. (2016).
    29. Minor, J.T. (2008). Contemporary HBCUs: Considering institutional capacity and state priorities. A research report. East Lansing, MI: Michigan State University, College of Education, Department of Educational Administration. Boland, W.C. & Gasman, M. (2014). America’s public HBCUs: A four state comparison considering institutional capacity and state funding priorities. Philadelphia, PA: Penn Center for Minority Serving Institutions, University of Pennsylvania Graduate School of Education.
    30. Of note, MSIs do tend to have lower pass rates on teacher licensure tests. While not enough is known to make causal statements about why this is the case, historic inequities in both support for MSIs and the student populations they serve may play a role. For this reason, states could consider targeting funds to MSIs with the specific goal of improving support to students to pass licensure exams. See: Putman, H. (2022). Digging deeper: Which types of institutions achieve excellence and equity for aspiring teachers of color? Washington, D.C.: National Council on Teacher Quality.
    31. U.S. Department of Education announces first-ever Augustus F. Hawkins Centers of Excellence program grants to strengthen teachers of color pipeline and address teacher shortage. (2023, February 15). U.S. Department of Education. https://www.ed.gov/news/press-releases/us-department-education-announces-first-ever-augustus-f-hawkins-centers-excellence-program-grants-strengthen-teachers-color-pipeline-and-address-teacher-shortage#:~:text=A%20priority%20in%20President%20Biden%27s
    32. This same benefit is open to graduates of any Connecticut Educational Reform District, a designation that currently includes districts with the state’s lowest accountability index scores.
    33. Carver-Thomas, D. (2018b). Diversifying the teaching profession through high-retention pathways. Learning Policy Institute.
    34. Fiddiman, B., Campbell, C., & Partelow, L. (2019). Student debt: An overlooked barrier to increasing teacher diversity. Center for American Progress.
    35. Rothstein, J., & Rouse, C. E. (2011). Constrained after college: Student loans and early-career occupational choices. Journal of Public Economics, 95(1-2), 149-163.
    36. Baum, S., & O’Malley, M. (2003). College on credit: How borrowers perceive their education debt. Journal of Student Financial Aid, 33(3): 7-19.
    37. Saenz-Armstrong, P. (2023) Teacher Salaries, Cost of Rent, and Home Prices: Can teachers afford to liveSaenz-Armstrong, P. (2023). Teacher salaries, cost of rent, and home prices: Can teachers afford to live where they teach? Washington, D.C.: National Council on Teacher Quality. Retrieved from https://www.nctq.org/blog/Teacher-salaries,-cost-of-rent,-and-home-prices:-Can-teachers-afford-to-live-where-they-teach
    38. Bärnighausen, T., & Bloom, D. E. (2009). Financial incentives for return of service in underserved areas: A systematic review. BMC Health Services Research, 9, 1-17. Pathman, D. E., Konrad, T. R., King, T. S., Taylor Jr, D. H., & Koch, G. G. (2004). Outcomes of states’ scholarship, loan repayment, and related programs for physicians. Medical Care, 560-568.
    39. Field, E. (2009). Educational debt burden and career choice: Evidence from a financial aid experiment at NYU Law School. American Economic Journal: Applied Economics, 1(1), 1-21.
    40. Of note, it is relatively unusual for elementary certification to be considered a critical or shortage area; therefore, states looking to follow this approach should look carefully at their own data to determine what is appropriate.
    41. Feng, L., & Sass, T. R. (2015). The impact of incentives to recruit and retain teachers in “hard-to-staff” subjects: An analysis of the Florida critical teacher shortage program. Working Paper 141. National Center for Analysis of Longitudinal Data in Education Research (CALDER).
    42. Wisconsin Statutes 39.40; Wisconsin Minority Teacher Loan Program Information. (n.d.). Higher Education Aids Board, State of Wisconsin.https://heab.state.wi.us/files/programs/mtl-flyer.pdf
    43. Achinstein, B., Ogawa, R. T., Sexton, D., & Freitas, C. (2010). Retaining teachers of color: A pressing problem and a potential strategy for “hard-to-staff” schools. Review of Educational Research, 80(1), 71–107. https://doi.org/10.3102/0034654309355994
    44. Kirby, S. N., Berends, M., & Naftel, S. (1999). Supply and demand of minority teachers in Texas: Problems and prospects. Educational Evaluation and Policy Analysis, 21(1), 47-66. A more recent meta-analysis also suggests that additional compensation helps retain teachers, though that retention effect tends to end when the bonus ends: Pham, L. D., Nguyen, T. D., & Springer, M. G. (2021). Teacher merit pay: A meta-analysis. American Educational Research Journal, 58(3), 527-566.
    45. Morgan, A., Nguyen, M, Hanushek, E., Ost, B., & Rivkin, S. (2023). Attracting and retaining highly effective educators in hard-to-staff schools. CALDER Working Paper No. 280-0323.
    46. Our data collection did not define “hard to staff” but followed states’ definitions of and parameters for identifying a hard-to-staff school.
    47. Of note, Colorado is the only state that includes an incentive as large as $10,000, which candidates can put toward preparation costs if they commit to teach in a rural school for three years. Excluding Colorado’s incentive, direct salary incentives range from $3,000-$6,000.
    48. Billingsley, B., Bettini, E., & Williams, T. (2019). Teacher diversity in special and general education: Composition and distribution of teachers of color across schools. Remedial and Special Education, 40, 199-212. McLeskey, J., Tyler, N. C., & Flippin, S. S. (2004). The supply of and demand for special education teachers: A review of research regarding the chronic shortage of special education teachers. The Journal of Special Education, 38(1), 5-21.
    49. Carver-Thomas, D. (2018b).
    50. Swisher, A. (2022). Building a school climate that makes teachers want to stay. National Council on Teacher Quality. Retrieved from https://www.nctq.org/blog/Building-a-school-climate-that-makes-teachers-want-to-stay
    51. TNTP & Educators for Excellence (2023). So all students thrive: Rethinking layoff policies to protect teacher diversity. Retrieved from https://soallstudentsthrive.org/wp-content/uploads/2023/03/So-All-Students-Thrive-Rethinking-Layoff-Policy-to-Protect-Teacher-Diversity-v2.pdf
    52. This figure is adapted from “So all students thrive,” with numbers updated to reflect a recent change in Alabama state law.
    53. Kraft, M. A., & Bleiberg, J. F. (2022). The inequitable effects of teacher layoffs: What we know and can do. Education Finance and Policy, 17(2), 367-377.
    54. Teacher and Administrator Recruitment and Retention Plan. (n.d.). Division of Elementary and Secondary Education; State of Arkansas. https://dese.ade.arkansas.gov/Offices/legal/equity-assistance-center/teacher-and-administrator-recruitment-and-retention-plan; Conversation with Arkansas Department of Education, May 2023.
    55. Of note, this district-reported data is not currently aggregated and published at the state level, and for this reason, Arkansas is not currently counted in the nine states that publish retention data at the state level.
    56. Of note, other states do set goals around teacher diversity that may not be numeric, or are not published, and thus are not reflected here.
    57. The Hunt Institute & Office of Governor Roy Cooper. (2021). Developing a representative & inclusive vision for education (DRIVE) final report and recommendations. Retrieved from https://files.nc.gov/governor/documents/files/HI-DRIVE-Final-Report.pdf
    58. Connecticut State Department of Education. (2022, March 16). 11 WAYS CSDE is leading educator recruitment & diversification efforts. State of Connecticut.  https://portal.ct.gov/-/media/SDE/Talent_Office/11WaysEducatorDiversification.pdf
    59. For some of this data, we were able to ascertain it was collected by states during our state verification process, when some shared with us that they collect certain data that has not been subsequently published. Some states, like Utah, shared with us that they are currently collecting data that is not published now but will be in the future.
    60. Carver-Thomas, D. (2018a).
    61. Putman, H., & Walsh, K. (2021). Driven by Data: Using licensure tests to build a strong, diverse teacher workforce. Washington, D.C.: National Council on Teacher Quality. Retrieved from https://www.nctq.org/publications/Driven-by-Data:-Using-Licensure-Tests-to-Build-a-Strong,-Diverse-Teacher-Workforce
    62. National Council on Teacher Quality. (2021). Teacher licensure pass rates: State data dashboards. https://passrates.nctq.org/
    63. On their own, collecting certification data and teacher demographic data separately may present a limited picture of the linguistic diversity of a state’s teacher workforce. Certification data alone will not reflect the full linguistic diversity of the teacher workforce; similarly, data on languages that teachers are fluent in will not necessarily reflect whether that language skill is used in the classroom.
    64. Rosenberg, M., & Sowders, S. (2019). Recruiting Washington teachers: 2018–19 annual report. Washington State Professional Educator Standards Board, cited in Garcia, A. (2020).
    65. Teacher and Administrator Recruitment and Retention Plan. (n.d.).
    66. Putman, H., Hansen, M., Walsh, K., & Quintero, D. (2016). CALDER. (n.d.). Understanding How Diversity in the Teacher Preparation Pipeline Contributes to Diversity Gaps in the Classroom. CALDER Center at American Institutes for Research. Retrieved June 16, 2023, from https://caldercenter.org/data-visualizations/understanding-how-diversity-teacher-preparation-pipeline-contributes-diversity
    67. MN HF2 2021, Special Session. https://www.revisor.mn.gov/bills/bill.php?b=house&f=hf2&ssn=1&y=2021
    68. New survey targets educators who change positions. (n.d.). Delaware Department of Education. Retrieved June 16, 2023 from https://www.doe.k12.de.us/site/Default.aspx?PageType=3&DomainID=4&PageID=1&ViewID=6446ee88-d30c-497e-9316-3f8874b3e108&FlexDataID=23880
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