Socioeconomic correlation

Each bubble a municipality. Size = number of schools, colour = independent school share.

Demographics explain more than pedagogy. That is the uncomfortable truth in Swedish school data. Municipalities with high median income and high education levels almost always have better school results — regardless of how the school is organised. Does that mean school does not matter? No. But it means we underestimate the power of what children bring from home.

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The impact of socioeconomic factors on school results

The strongest relationship in Swedish school statistics is not between teacher certification and results, or between school size and results — it is between parents' socioeconomic background and children's merit values.

The bubble chart shows municipalities as circles, where position is determined by median income and merit value. The pattern is clear: municipalities with high incomes tend to have high merit values. The correlation is not perfect, but it is stronger than most other relationships in the data.

The colour shows the independent school share in each municipality. Municipalities with a high independent school share tend to be those with high median income — independent schools establish themselves where purchasing power is strongest.

The uncomfortable aspect of this relationship is that it limits the school's ability to compensate for inequality. An excellent school in a socioeconomically disadvantaged area can make a significant difference for individual pupils, but statistically the municipality's merit value will be dominated by its demographic profile. That does not mean pedagogy is irrelevant — it means that expectations of schools as societal equalisers must be realistic.

Statistics: academic year 2023/24. Source: Skolverket open data, Kolada and SCB. Processed by Skolkoll. Glossary · About the data.

Primary sources in this visualization

Jump directly to the definitions and source notes for the measures used in this chart.

About the measures in this visualisation

Merit value year 9 (municipality)(Kolada)Economic standard(SCB)
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