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+---
+title: Frankfurt is Investing in Education, and Your City Should Too
+date: 06/12/2023
+authors: ['Michael Polidori']
+---
+
+_Note: The currency in this post has been converted to USD using an average exchange rate of 1 EUR = 1.20 USD._
+
+Between 2008 and 2016, the population of Frankfurt, Germany grew from approximately 670k to 740k[^1], while
+its spending on education climbed from \$465 million to a staggering \$814 million, a 75% increase. That's a
+significant surge, bumping education to around 20% of the total budget, only second to social issues.
+
+The stacked bar chart below (using the [City of Frankfurt Expenditure dataset](https://www.openspending.org/@os-data/city-of-frankfurt-expenditure))
+helps to bring this data to life. It maps out the city's annual spending across various areas. As you can see,
+the education slice has grown noticeably over the years, indicating Frankfurt's intention to prioritize this space.
+The city's commitment to education is abundantly clear.
+
+<VegaLite
+  spec={{
+    $schema: 'https://vega.github.io/schema/vega-lite/v5.json',
+    data: {
+      url: 'https://storage.openspending.org/city-of-frankfurt-expenditure/frankfurt-sums.csv',
+    },
+    transform: [
+      {
+        calculate: "format(datum.amount / 1e6 * 1.20, '$,.1f') + 'M'",
+        as: 'formattedAmountMillion',
+      },
+      { calculate: 'datum.amount / 1e9 * 1.20', as: 'amountBillion' },
+    ],
+    mark: 'bar',
+    width: 350,
+    height: 400,
+    encoding: {
+      x: {
+        field: 'date',
+        type: 'ordinal',
+        title: 'Year',
+      },
+      y: {
+        field: 'amount',
+        type: 'quantitative',
+        title: 'Spending (USD in billions)',
+        axis: {
+          format: '~s',
+          labelExpr: "format(datum.value / 1e9 * 1.20, '$,.0f') + 'B'",
+        },
+      },
+      color: {
+        field: 'label',
+        type: 'nominal',
+        title: 'Area',
+        scale: {
+          domain: [
+            'Building supervision and monument protection',
+            'Business development agency',
+            'Central finance economy',
+            'Central services',
+            'Culture, leisure and sport',
+            'Education',
+            'Elections and superordinate matters',
+            'Environment',
+            'Finance',
+            'Fire protection and emergency services',
+            'Geoinformation and property regulations',
+            'Head of the city administration',
+            'Health',
+            'Local transport and public transport',
+            'Order and security',
+            'Personnel and organization',
+            'Property and building management',
+            'Reside',
+            'Revision and law',
+            'Social issue',
+            'Town planning',
+          ],
+          range: [
+            '#EF5350',
+            '#F06292',
+            '#BA68C8',
+            '#9575CD',
+            '#7986CB',
+            '#64B5F6',
+            '#4FC3F7',
+            '#4DD0E1',
+            '#4DB6AC',
+            '#81C784',
+            '#AED581',
+            '#DCE775',
+            '#FFF176',
+            '#FFD54F',
+            '#FFB74D',
+            '#FF8A65',
+            '#A1887F',
+            '#90A4AE',
+            '#78909C',
+            '#546E7A',
+            '#455A64',
+          ],
+        },
+      },
+      tooltip: [
+        { field: 'label', type: 'nominal', title: 'Area' },
+        {
+          field: 'formattedAmountMillion',
+          type: 'ordinal',
+          title: 'Spending (USD in millions)',
+        },
+        { field: 'date', type: 'ordinal', title: 'Year' },
+      ],
+    },
+  }}
+/>
+
+Now, let's look at a line chart that traces only the trajectory of education spending through these eight
+years (using the same dataset). It's not just a line; it's a testament to Frankfurt's growing conviction that investing in education is
+the key to a prosperous future.
+
+<VegaLite
+  spec={{
+    $schema: 'https://vega.github.io/schema/vega-lite/v5.json',
+    description: 'Frankfurt Education Spending.',
+    data: {
+      url: 'https://storage.openspending.org/city-of-frankfurt-expenditure/frankfurt-sums.csv',
+    },
+    transform: [
+      { filter: "datum.label==='Education'" },
+      {
+        calculate: "format(datum.amount / 1e6 * 1.20, '$,.1f') + 'M'",
+        as: 'formattedAmountMillion',
+      },
+    ],
+    mark: {
+      type: 'area',
+      line: true,
+      point: true,
+    },
+    width: 400,
+    height: 400,
+    encoding: {
+      x: {
+        field: 'date',
+        type: 'ordinal',
+        title: 'Year',
+      },
+      y: {
+        field: 'amount',
+        type: 'quantitative',
+        title: 'Spending (USD in millions)',
+        axis: {
+          format: '~s',
+          labelExpr: "format(datum.value / 1e6 * 1.20, '$,.0f') + 'M'",
+        },
+      },
+      color: {
+        title: '',
+        field: 'label',
+        scale: {
+          domain: ["Education"],
+          range: ['#64b5f6']
+        },
+      },
+      tooltip: [
+        { field: 'label', type: 'nominal', title: 'Area' },
+        {
+          field: 'formattedAmountMillion',
+          type: 'ordinal',
+          title: 'Spending (USD in millions)',
+        },
+        { field: 'date', type: 'ordinal', title: 'Year' },
+      ],
+    },
+  }}
+/>
+
+Despite Frankfurt's population experiencing an increase of less than 100k during this period, the significant
+investment in education tells a different story. It sends a clear message: education isn't merely a line item
+in their budget—it's their future.
+
+During this period, it's likely that schools underwent major overhauls, more teachers got hired, new educational
+programs launched, etc., to give every child in Frankfurt a chance to have an impactful and quality education.
+
+The beauty of good data is that it's not just numbers—it's narratives. And the narrative here is that Frankfurt
+is leveraging the power of long-term investment in education for a better, brighter future. This investment in
+education is not just about the dollars and cents. It's about recognizing the value of quality education to drive
+social and economic progress.
+
+Frankfurt is a city that's recognized the power of education, and it's using that power to redefine its future.
+One can only hope that more cities follow suit.
+
+[^1]: https://worldpopulationreview.com/world-cities/frankfurt-population
+