Do the rich get richer in Basel?

Author

The R Bootcamp

Published

June 23, 2024

Inequalities in income and wealth are a growing social issue 1. This analysis seeks to quantify inequality in Basel, Switzerland, by analyzing the widening of wealth and income gaps between the city’s quarters.

Income and wealth

The data provided by Open Data Basel contains information on the wealth and income of the inhabitants of the 21 quarters of Basel based on tax-return documents. Figure 1 presents a schematic overview of the data.

flowchart LR
  A{Basel} --> B[Altstadt Grossbasel]
  A{Basel} --> C[...]
  A{Basel} --> D[Wettstein]
  B --> E[2001]
  B --> F[...]
  B --> G[2017]
  E --> H[Number of tax returns]
  E --> I[Mean income]
  E --> J[Mean Wealth]
Figure 1: Schematic overview of the data

Quantifying inequality

Figure 2 shows the development of income (panel A) and wealth (panel B) in Basel’s quarters in the years 2001 to 2017. It can be observed that the incomes in poorer quarters in 2001 declined with time, whereas those of richer quarters rose. Similarly, wealth in poorer quarters rose less strongly than wealth in quarters that started out wealthier. These results suggest a widening of income and wealth inequality in Basel.

Figure 2: Inequality in Basel. The figure shows the development of income and walth from 2001 to 2017, revealing a declining development for poorer quarters (darker shades) and an inclining development for richer quarters (lighter colors). The data was kindly provided by Open Data Basel-Stadt

Limitations and outlook

The presented analysis of income and wealth inequalities based on Basel’s quarters comes with several limitations. Most importantly, the analysis does not account for mobility, implying that some of the temporal differences could driven by changes in the quarters’ inhabitants. More detailed analyses which track inhabited across time will be needed to demonstrate conclusively a widening of inequality in Basel.

Appendix

Table 1 shows excerpt of the data for quarter Alstadt Grossbasel.

Table 1: Data excerpt for Altstadt Grossbasel
Quarter Year N Mean income Mean Wealth
Altstadt Grossbasel 2001 1673 87776 1014720
Altstadt Grossbasel 2002 1586 89525 1119065
Altstadt Grossbasel 2003 1568 83892 1029143
Altstadt Grossbasel 2004 1520 74973 515646
Altstadt Grossbasel 2005 1573 80261 657556
Altstadt Grossbasel 2006 1539 85263 1043716
Altstadt Grossbasel 2007 1571 90597 1032455
Altstadt Grossbasel 2008 1558 98148 799849
Altstadt Grossbasel 2009 1549 98185 1011185
Altstadt Grossbasel 2010 1596 94993 949972
Altstadt Grossbasel 2011 1603 93154 766231
Altstadt Grossbasel 2012 1644 95708 887314
Altstadt Grossbasel 2013 1628 101943 1011559
Altstadt Grossbasel 2014 1652 99494 1018173
Altstadt Grossbasel 2015 1675 98117 1015165
Altstadt Grossbasel 2016 1676 99020 1042452
Altstadt Grossbasel 2017 1694 97111 1060205

Footnotes

  1. See https://www.un.org/en/un75/inequality-bridging-divide.↩︎