Exploratory Analysis of K-12 Education Data in Massachusetts

Author

Ana Vasconcelos

Published

June 1, 2024

Introduction

Massachusetts consistently ranks as the top state for education in the United States. At the same time, the state struggles with widespread systemic disparities in student outcomes among Black and Latinx students, low-income groups, students with disabilities, and English language learners (Massachusetts Education Equity Partnerships, 2018). This report aims to provide an overview of the state’s changing demographics, the persistent education disparities, and possible avenues for policy interventions. Data come from the Department of Elementary & Secondary Education (DESE).

Section 1 covers the demographic of the student population and its distribution. Section 2 discusses areas of disparities in school quality and student outcome. Section 3 highlights school funding and spending.

Key Takeaways

Demographic changes and distribution

  • Massachusetts has experienced significant changes in its student demographics. The number of white students has declined by more than 20%, while the Hispanic student population and English learners have more than doubled. English language learners (ELL) is the fastest-growing student groups.

  • Growth of low-income and ELL has not been evenly distributed across the state. The continued concentration of Black, Hispanic, and English learner students in fewer districts highlights a persistent issue of school segregation.

Disparities and challenges

  • Despite progress, clear disparities exist in graduation rates, MCAS (the state standardized exam) scores, and chronic absenteeism among Black, Hispanic, ELL, and low-income students

  • Low-income students, ELL, Black and Hispanic students are more likely to attend schools with less experienced teachers and poorer access to the recommended curriculum.

  • Although funding for Chapter 70 (the state aid program) funding has increased, funding ‘high-need’ districts spend less per pupil than the state median. This disparity raises questions about the efficiency of fund allocation and the persistence of structural inequalities within the education system.

Note: DESE defines “high-need” as students who are either current or former (within the last four school years) English language learners, low-income students (defined as participating in a means-tested program), or students with disabilities (defined as having an Individualized Education Plan). (MA DESE 2024)

Proposed Solutions

  • This provides support for advocates’ call to expand the METCO program, which allows Boston students to attend schools in participating suburban districts. This voluntary program has shown positive results (Jung, 2024).

  • DESE should expand its targeted interventions to address persistent disparities, including data tracking, family engagement, and out-of-school learning recovery. These strategies have shown progress towards reducing chronic absenteeism (Kane, 2024).

  • DESE should considering other measures of school quality and student learning that do not rely on the MCAS, the state standardized exam.

  • Education Resource Strategies organization provides actionable recommendations for effectively utilizing the recent increase in Chapter 70 funding, including targeted salary increases, reduced class sizes, and increased investments in professional development.

Section 1. Demographics

There has been a notable decline in the proportion of White students and substantial growth in the populations of English learners and Hispanic students. Since 2003, the white student population in Massachusetts decreased by over 20%. In contrast, the population of English learners and Hispanic students in Massachusetts has more than doubled since 2003.

While the distribution of Black, Hispanic, and English learner students has broadened over the past twenty years, the narrower distribution on the chart suggests these groups are still concentrated in fewer districts relative to white students. One analysis commissioned by DESE showed that 60% of students in Massachusetts attend racially segregated schools, a significant concern (Scharfenbeg 2020; Quintero & Hansen 2021; Jung 2024).

The plot displays the growth of English learners (EL) since 1993 across the ten most populous districts, which collectively account for about 20% of all student enrollment in 2023. Over the past three decades, all districts (and, to a lesser extent, Newton and Springfield) experienced significant growth in their EL population. There is substantial variation in the growth of this population. For example, Brockton’s EL population increased steadily with occasional lulls, while New Bedford saw little to no growth until a significant spike around 2015. Other districts, like Lowell and Lawrence, experience significant fluctuations in their EL populations. This dashboard allows users to select a student group to view the trends over time.

English learners are concentrated in a few districts. The districts with the largest EL populations are predominantly located in the Greater Boston region, with additional notable concentrations in a few southern and western Massachusetts districts. The dashboard shared above allows users to look at the spatial distribution of other student groups in the state.

This graph shows substantial progress towards increasing graduation rates for all and reducing the gap. Between 2006 and 2021, graduation rates for all students increased by about 10%. While white students experienced an 8.1% increase, students of color (Black students: 20%; Hispanic: 23.1%), and those with higher needs (17.2%) saw growth nearly double that. However, even as graduation rates increase, notable disparities remain. The gap between the overall population’s graduation rates and other student groups ranges from 5.4% for African-American students (84.4%) to 21.4% for English learner students (71.8%).

About the MCAS

The Massachusetts Comprehensive Assessment System (MCAS) is a series of mandatory standardized state exams that 10th graders must take. Scores range from 560 to 440, with the state categorizing 530-560 as “Exceeding Expectations,” 500-529 as “Meeting Expectations,” 470-499 as “Partially Meeting Expectations,” and 440-469 as “Not Meeting Expectations.”

About the graph

The graph above shows the percentage of students categorized as “Exceeding or Meeting Expectations” relative to the state’s 50% of students meeting this criteria. Clear disparities are apparent among students of color and those with greater learning needs, such as English Learners and students with disabilities. The percentage of students “Exceeding or Meeting Expectations” ranges from 66% for non-low-income students to 5% for English learners.

This graph shows the distribution of chronic absenteeism (defined as missing ten or more school days or at least 10% of the school year) for all students and English learners across Massachusetts school districts from 2020 to 2023. Across all three years, English learners have higher median absenteeism rates and wider distributions than the overall student population. This indicates that chronic absenteeism is more prevalent and more variable among English learners, though the degree of absenteeism varies considerably across districts. The graph also highlights that chronic absenteeism remains elevated after the pandemic, with 2023 levels higher than in 2020 for both groups.

Section 2. Teacher and School Quality Disparities

High-need students (a group used to group low-income students, special education students, and English-language learners together) are taught by more inexperienced and lower-paid teachers. Most students located in districts below or close to the high-need median line typically attend schools where at least 85% of teachers have three or more years of experience. This finding mirrors nationwide patterns showing that districts serving low-income students and English learners struggle to hire and retain experienced teachers and offer higher salaries (Hojung Lee 2022). This shiny app provides an expanded version of this graph, allowing users to select student groups to plot against the teacher experience or the percentage of educators licensed to teach in the field they teach in.

MassCore is a state-recommended curriculum that ensures high school education meets the demands of higher education and the job market. Since 2009, there has been an upward trend in MassCore completion for all student groups. Low-income students have seen the most growth since 2009, increasing 5% more than the overall student population . However, one out of three English learners still do not complete MassCore, compared to about one out of six students statewide. Additionally, since 2009, the gap between English learners and the general student population widened from 15% to 18%, while the gap for students with disabilities grew from 6% to 8%.

Section 3. School Funding and Spending

The graph above shows that school districts educating lower-income and English language learners receive the most Chapter 70 aid (the state aid program), with approximately eleven districts receiving more than $100 million each. Springfield, which serves 88% of low-income students and is the second largest district, serving over 28,000 students, received the most aid ($505,531,986). In contrast, Rowe, a district with 43 students, received $147,000.

The dashboard shared earlier allows users to select student groups to explore how they correlate with the distribution of state aid. It shows that students designated as high-need, low-income, English learners, and Latinx are among the most strongly and positively correlated with school districts receiving state aid. There is little correlation between special education students and state funding because special education students are more evenly distributed across the state.

The median per-pupil expenditure was calculated for three groups: the entire state, districts with high-need student populations above the state’s median, and districts below this median. The graph shows that median spending per pupil has increased over time, with districts serving high-need students spending more per pupil than those with fewer. At the same time, high-need districts spend about the same as the state median, with the state median surpassing high-need districts in 2021. This finding calls attention to the need for a more efficient and equitable allocation of education funds.

Citations

  1. Hojung Lee, Kenneth Shores & Elinor Williams. 2022. “The Distribution of School Resources in the United States: A Comparative Analysis Across Levels of Governance, StudentSubgroups, and Educational Resources.” Peabody Journal of Education 97(4): 395–411.

  2. Jung, Carrie. 2024. “Report notes segregation patterns in Massachusetts schools”. WBUR News. https://www.wbur.org/news/2024/06/11/racial-segregation-massachusetts-schools

  3. Kane, Danielle. 2024. Reducing chronic absenteeism in our schools.” Massachusetts Education to Career Data Hub. https://educationtocareer.data.mass.gov/stories/s/Reducing-chronic-absenteeism-in-our-schools/vuut-f46x/

  4. Massachusetts Department of Elementary and Secondary Education. 2024. “Profiles Help - About the Data.” https://profiles.doe.mass.edu/help/data.aspx?section=general.

  5. Massachusetts Education Equity Partnerships. 2018. No. 1 for Some: Opportunity and Achievement in Massachusetts. https://masseduequity.org/number-one-for-some/

  6. Pendharkar, Eesha. 2023. “3 Reasons Why More Students Are in Special Education.Education Week.” https://www.edweek.org/teaching-learning/3-reasons-why-more-students-are-in-special-education/2023/10

  1. Quintero, D., & Hansen, M. (2021). As we tackle school segregation, don’t forget about English Learner students. Brookings Institution. https://www.brookings.edu/articles/as-we-tackle-school-segregation-dont-forget-about-english-learner-students/

  2. Scharfenbeg, David. 2020. “Massachusetts’ public schools are highly segregated. It’s time we treated that like the crisis it is.” Boston Globe. https://www.bostonglobe.com/2020/12/11/opinion/massachusetts-public-schools-are-highly-segregated-its-time-we-treated-that-like-crisis-it-is/