dw-data / sanctions_belarus

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Sanctions on Belarus

Idea: Sandra Petersmann
Research: Sandra Petersmann, Michel Penke
Data analysis and data visualization: Michel Penke
Writing: Sandra Petersmann, Michel Penke

Read the full articles on DW.com:

Modern sanctions have been a tool in international relationships since WWII. While their number has increased dramatically, their design has changed. Instead of attacking the whole economy special vulnerabilities are in the focus of politics.

DW analyzed how often and under which circumstances sanctions succed and why current sanctions against Belarus might fail.

The following text will explain the process behind this story: Which data sources were used, how the analysis was conducted and how the data was visualized.

Source data

Data Source Link
Dataset about sanctions (1949-2020) Global Sanction Database Global Sanction Database
Dataset Democracy Score Julians-Maximilians-Universität Würzburg Democracy Matrix

Analysis

Success of sanctions

The first part of the analysis calculated the success rate of so-called targeted and non-targeted sanctions, meaning very specific travel and financial sanctions against politicians or companies vs. broader embargoes that hurt the whole nation like trade, arms, military and more aggressive financial sanctions.

Since targeted sanctions became a thing after the Iraqi humanitarian sanction crises only sanctions starting in 1995 have been counted. All sanctions that were totally and partially successful have been summarized as "successful".

Caveats: The classification as successful is disputed. Many sanctions do not clearly state their goal, nor is there any evaluation process done by the sanctioning nations. Furthermore, it is difficult to decide whether a sanction has really caused a political change or had no impact on it while other factors have actually caused the success. As a matter of fact, the Global Sanction Database does not check whether a sanction actually has been the reason for a political success but marks it as succesful as soon as the goal has been achieved (read more: The Global Sanctions Database, 2.3 Success of Sanctions). This may result in a false positive distortion and an overvaluation of sanctions. Nevertheless, there is no better-known approach to classify the sanctions' outcome since the "real" impact of sanctions on political change is nearly impossible to measure. Most times, it is very unlikely that those, who give in on the sanction's pressure and who are, by nature, the only ones who could surely rate the sanction's influence, may admit that they did so forced by others. This could most often result in a loss of political reputation. Additionally, the database of the Institut für Weltwirtschaft is widely accepted in the academic community.

Comparing sanction's success rate with democracy score

The database has been merged with the Democracy Matrix of the Julius-Miximilians-Universität Würzburg which quantifies the democratic constitution of every country for a long time periode between 0 (total ************) and 1 (total democracy). The researcher from Würzburg mark all nations as followed:

Score Label
0 - 0.25 hard autocracy
0.25 - 0.5 moderate autocracy
0.5 - 0.75 deficient democracy
0.75 - 1 functioning democracy

Based on this classification the expected values of success have been calculated for each group. To point out the decrease of success rate for "hard autocracy" their values got compared to the weighted average of all other groups.

Belarus' sanctions history

To visualize the history of Belarus and the sanctions aimed at it the Democracy Matrix Score was visualized as a line chart with additional time periode bars. Sanctions that may overlap each other have not been marked as different ones.

About

License:MIT License