School Business Insider – Episode Summary
Episode Title: Adequacy, Equity, and Effort: Breaking Down School Finance
Host: John Brucato
Guest: Dr. Bruce Baker
Date: March 31, 2026

Episode Theme Overview

This episode explores the complexities of school finance in the United States, focusing on three primary concepts: adequacy, equity, and fiscal effort. Host John Brucato welcomes Dr. Bruce Baker, a renowned education finance expert, who provides insights from his latest co-authored report, "The Adequacy and Fairness of State School Finance Systems." Together, they discuss why funding levels matter, how states differ in their approaches, the systemic challenges facing high-need districts, and what can be done to improve the fairness and effectiveness of school finance policy.

Key Discussion Points and Insights

Major Takeaways from Dr. Baker’s Research

The Great Divergence Across States

• Since the Great Recession, states have diverged dramatically in their commitment to K-12 funding. Some have consistently increased support, while others have reduced effort and driven systems into decline.
• “Some states are trying, some states aren't trying, some states are trying much harder than others...some have really driven their education systems into the ground.” —Dr. Baker (01:37)

Constitutional Obligations and Court Enforcement

• All states have constitutional mandates to provide adequate and equitable education funding, but enforcement varies.
• Florida has some of the nation’s strongest constitutional requirements but courts have ruled these unenforceable. Contrastingly, Kansas courts have upheld legislative obligations, maintaining school finance as an active annual concern (03:00–05:07).

Funding and Student Outcomes

Money Matters, But Context Matters More

• There is a clear relationship between adequate funding and student outcomes, but the link emerges only when accounting for differences in cost, student needs, and local economic factors.
• “If you have more adequate funding, your outcomes are more adequate, you have less adequate funding, your outcomes are less adequate. It costs more to achieve more, costs less to achieve less.” —Dr. Baker (07:28)
• Studies show that added dollars improve student achievement, especially in low-income settings. This is evidenced by documented declines in outcomes following funding cuts during economic downturns (05:30–09:54).

Importance of Labor Costs and Recruitment

• New funding often flows into teacher wages and hiring, both critical for attracting and retaining quality staff. Districts serving high-need populations must frequently pay more for similarly qualified teachers to remain competitive (10:18–12:31).

Teacher Labor Market Scarcity and Inequity

• The shrinking pool of qualified teachers creates fierce competition among districts, with affluent districts typically able to outbid more impoverished ones.
• “The pool has become thinner and thinner...affluent suburban districts are going to be the ones that benefit. The higher poverty settings...are going to have the hardest time recruiting teachers into their settings.” —Dr. Baker (13:15–15:37)

Adequacy and Equity: Definitions and Policy Application

Moving Beyond Raw Spending

• Baker distinguishes between “adequacy” (having enough resources to achieve agreed-upon student outcomes) and “equity” (distributing resources so that students with the greatest needs receive the most support).
• “Adequacy...is the money enough to achieve a given outcome target? And then the equity part...[is it] more enough in the higher poverty settings so that the children...have equal opportunity to achieve that same outcome goal?” (17:26–20:15)

Shortcomings of Traditional Models

• Old models fail to link spending to actual educational goals or to quantify how much more high-need districts require to achieve parity. Baker champions a “cost modeling approach” anchored in real-world student outcome targets (15:50–20:15).

Restrictions on School Funding

Categorical Grants and Local Flexibility

• High-need districts rely heavily on state and federal funds, often restricted to specific uses. These “categorical grants” can create inefficiency and limit district autonomy.
• “It does handcuff you. . . in how you organize your budget to deliver programs and services. . . it induces inefficiency to use categoricals. I definitely support granting local control.” —Dr. Baker (21:09–24:02)

Guidance vs. Mandates

• Evidence-based analytical guidance can help districts allocate resources more effectively, but Baker warns against one-size-fits-all mandates due to the nuances of local contexts (24:05–25:28).

Data Challenges and State-Specific Issues

• National school finance comparisons are complicated by variable data quality and reporting inconsistencies. For example, New York’s spending is overstated, and outcomes understated in federal data, making cross-state analysis difficult (26:34–28:44).

Political and Historical Context

• The overall decline in school funding post-2008 is partly ideological, reinforced by bipartisan support for alternatives like charter schools and market-based reforms as substitutes for adequate funding.
• “[There] was a bipartisan view that school choice was a substitute for funding adequacy… That was the phrase coined by Arne Duncan at the time: 'the new normal.'” —Dr. Baker (29:20–31:07)

Racial and Demographic Funding Disparities

• “The typical African American student is twice as likely as a white student to be in an underfunded district and 3.5 times more likely to be in a chronically underfunded district.” —Dr. Baker (32:59)
• Systematic underfunding is even stronger for majority-Latino districts in certain Northeastern states, underscoring persistent racial disparities (32:49–34:46).

What True Equal Opportunity Looks Like

• Formulas must set base funding high enough for even the lowest-need districts to be successful, with robust “weights” for high-needs populations. Many states fail by setting a low base or insufficient weights—New York exemplifies the former, New Jersey the latter (34:46–38:50).

Calls to Action and Professional Solidarity

• Real change can only be achieved at the state legislative level, requiring unified advocacy by school business officials—not just for their own districts, but for all students statewide.
• “There needs to be unified messaging...collective effort across entities...especially in an era where we see such divergence across states.” —Dr. Baker (39:17–43:15)

Notable Quotes and Memorable Moments

• “Money matters, and there is in our analyses a relationship between the dollar spent and the outcomes achieved, when you use a model that addresses all those different costs.” — Dr. Baker (07:22)
• “The pool of applicants to teaching, just as a function of the competitiveness of wages dropping dramatically over the last three decades...is going to limit who chooses to go into teaching.” — Dr. Baker (13:36)
• “We’re telling you ‘achieve these outcomes’—we are not going to bother to figure out whether the money we’ve given you is appropriate to achieve those outcomes, or appropriate for the student population you serve, or the setting...We’re just going to penalize you after the fact when you don’t achieve those things.” —Dr. Baker (18:55)
• “I definitely support granting local control, but I also accept that some localities might do better or worse than others in efficient budgetary planning.” —Dr. Baker (23:55)
• “California provides a pretty good example of the gains that can be made from reforms implemented about 10 years ago...California is a model of moving the right direction.” —Dr. Baker (41:48, 43:34)
• “Things do tend to be cyclical...we reached our high point...2008 was kind of the overall high point...We can get back there.” —Dr. Baker (43:34)

Important Timestamps

• 01:37 – Dr. Baker highlights state-by-state divergence in school funding since the Great Recession.
• 03:00–05:07 – How constitutional mandates and court enforcement impact funding.
• 05:30–09:54 – Detailed discussion on how spending relates to student achievement and the importance of context.
• 10:18–12:31 – How additional funds typically go toward teacher pay and recruitment.
• 13:15–15:37 – The impact of a shrinking teacher labor pool on equity.
• 15:50–20:15 – Defining “adequacy” and “equity” in modern school finance models.
• 21:09–24:02 – Discussion of categorical grants, restrictions, and the need for local flexibility.
• 26:34–28:44 – Challenges in cross-state data comparisons using New York as an example.
• 29:20–31:07 – The ideological history behind decreased funding effort post-2008.
• 32:59 – Racial disparities in access to adequate school funding.
• 34:46–38:50 – What true equal educational opportunity would require in formula design.
• 39:17–43:15 – Recommendations for actionable advocacy and building professional solidarity.
• 43:34–45:33 – Ending on a note of optimism and real-world examples of progress.

Conclusion & Takeaways for School Business Officials

• School funding systems must be re-envisioned to address both adequacy (are outcomes achievable?) and equity (are resources distributed to meet diverse needs?).
• Funding matters greatly, and the greatest impact comes when dollars are directed to the highest-need students and districts.
• Collective advocacy at the state level, grounded in a shared commitment to fairness for all students, holds the most potential for meaningful reform.
• There are reasons for optimism, as some states have made progress, and there’s growing interest in evidence-based resource allocation.

For additional resources, Dr. Baker recommends schoolfinancedata.org and related reports at the Shanker Institute.