What countries with high human development can teach us
The welfare state, prosperity and public debt. What seven countries did, how they did it and what Brazil can learn.
7 countries · 24 chapters
Read the full studyGood practices from other countries: how they work, what they deliver and where their limits lie.
The welfare state, prosperity and public debt. What seven countries did, how they did it and what Brazil can learn.
7 countries · 24 chapters
Read the full studyAn applied Brazilian case
How can municipal learning outcomes improve without turning a single indicator into automatic policy?
Ceará offers a useful case because it combines a fiscal incentive rule, technical assistance, learning assessment and municipal autonomy. The aim here is not to copy a formula, but to reconstruct the mechanism, the evidence, the costs that still need to be established and the conditions that could change the decision.
A study of an existing policy. This is neither a ready-made OpenGov3 proposal nor a recommendation to reproduce the rule in another state.
2007–2009
Law No. 14.023/2007 linked part of the distribution of ICMS revenue to municipalities to educational quality; the financial effects began in 2009. The formula was changed later.
From 2007 onwards
PAIC organised cooperation between the state and municipalities, with training, materials, assessment and support for school systems.
Expansion
The initial focus on literacy was extended to other stages, and SPAECE began supporting monitoring in the 2nd, 5th and 9th grades.
Today
The policy continues to evolve. IPECE publishes indices and legal changes, so the historical rule should not be presented as the current formula.
The historical design redistributed part of existing municipal revenue according to educational outcomes. This changes incentives among municipalities, but does not automatically create a new state education allocation.
The state provided technical support, training, materials and cooperation structures. Incentivising an outcome without providing the means to achieve it can widen capacity gaps.
SPAECE and diagnostic assessments help identify learning outcomes and guide interventions. Testing serves management only if participation, comparability and distributional consequences are examined.
The provision of basic education remains strongly municipal. The case combines local autonomy with state-level coordination, rather than replacing all municipal decisions with a central operation.
Source 1: Ceará: Law No. 14.023/2007 (opens in a new tab)Source 2: IPECE: municipal share of ICMS (opens in a new tab)Source 3: SEDUC Ceará: PAIC Integral (opens in a new tab)Source 4: SEDUC Ceará: SPAECE (opens in a new tab)
An evaluation summarised by the World Bank associates the results-based financing mechanism with a gain of around 0.15 standard deviations in Portuguese and Mathematics in the 9th grade for pupils exposed to the incentive. The report also points to larger effects when incentives and pedagogical support are combined.
Limit: The design identifies effects at specific margins and in specific periods. It does not show that any reward formula would produce the same result elsewhere.
Ponne (2023) finds results consistent with an increase of around 12% in Portuguese in the early years of basic education and 6.5% in its later years when incentives and technical assistance are considered together. In Mathematics, the estimated increases were not statistically significant.
Limit: Test percentages and standard deviations are different metrics. They should not be added together or converted into a single “effect score”.
Costa and Carnoy (2015) use triple differences and find a positive effect of PAIC on Portuguese and Mathematics, but no reduction in the gap associated with prior attendance in early childhood education.
Limit: A positive average effect can coexist with persistent inequalities. The analysis needs to track who improves less.
Source 1: World Bank: results-based financing and Ceará (opens in a new tab)Source 2: Ponne (2023): Better Incentives, Better Marks (opens in a new tab)Source 3: Costa & Carnoy (2015): early grades literacy intervention (opens in a new tab)Source 4: World Bank: From Bad to Best / Ceará education reforms (opens in a new tab)
This can create focus and accountability, but municipalities with lower capacity may fall behind. The Ceará case suggests that incentives without technical support are an incomplete version of the mechanism.
This can strengthen capacity, but the evidence here does not provide a clean test of “technical support alone” that would establish this alternative's superiority.
This is the architecture closest to the observed case. It still requires weights, equity safeguards, costs, data quality and a way to revise the rule when perverse incentives emerge to be defined.
The historical incentive changes how part of the municipal share of ICMS is distributed. It is incorrect to treat it alone as either new state expenditure or fiscal savings.
Training, regional teams, assessments, materials, systems, visits and support have recurring costs. The sources consulted do not provide a current consolidated account of the arrangement's total cost.
Another state would incur costs for data, legal design, training, implementation and corrections. Importing Ceará's percentages or weights without that calculation would be a hypothesis, not a budget.
If learning gains are not broadly distributed, participation falls, inequality increases, operating costs exceed plausible alternatives or the formula starts rewarding behaviour that does not match the desired outcome, the design needs to be revised. The goal is learning with equity; the indicator is a tool.
The case provides a concrete basis for OpenGov3's next step: comparing how different institutional rules would select, fund, implement and challenge an intervention of this kind.
Historical rule linking 18% of the discretionary portion of the municipal ICMS share to the Municipal Educational Quality Index, with financial effects from 2009.
Index series, legislation and methodological notes. The formula changed over time; the case does not treat the 2007 rule as the current formula.
Programme of cooperation with the 184 municipalities, training, management and monitoring of learning outcomes.
Large-scale external assessment covering the whole relevant pupil population, including literacy and the 5th and 9th grades of basic education.
Overview of reforms, state–municipal cooperation and the complementary roles of incentives, technical assistance, assessment and autonomy.
Summarises an impact evaluation using the state boundary and effects associated with incentives and technical support.
Synthetic-control evaluation of fiscal incentive and technical assistance policies in Ceará.
Triple-difference impact evaluation of PAIC, comparing Ceará, neighbouring states, grades and participating/non-participating schools.
Social democracy is a political tradition; the welfare state is a set of institutions; the HDI measures health, education and income. They are not synonyms. The cases presented show different choices and trajectories, not proof of the superiority of a single school of thought.
What the HDI measures (opens in a new tab) · Social democracy and political cooperation in Norway (opens in a new tab)
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