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Forecasting Social Unrest: A Machine Learning Approach

Author/Editor: Chris Redl, Sandile Hlatshwayo.

Release Date:November, 2021

We produce a social unrest risk index for 125 countries covering a period of 1996 to 2020. The risk of social unrest is based on the probability of unrest in the following year derived from a machine more...



Price: $5.00
A Sentiment-Enhanced Corruption Perception Index

Author/Editor: Yongquan Cao, Yingjie Fan, Sandile Hlatshwayo, Monica Petrescu, Zaijin Zhan.

Release Date:July, 2021

Direct measurement of corruption is difficult due to its hidden nature, and measuring the perceptions of corruption via survey-based methods is often used as an alternative. This paper constructs a more...



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The Measurement and Macro-Relevance of Corruption: A Big Data Approach

Author/Editor: Sandile Hlatshwayo, Anne Oeking, Manuk Ghazanchyan, David Corvino, Ananya Shukla, Lamin Y Leigh.

Release Date:August, 2018

Corruption is macro-relevant for many countries, but is often hidden, making measurement of it—and its effects—inherently difficult. Existing indicators suffer from several weaknesses, including more...



Price: $18.00
The Consequences of Policy Uncertainty : Disconnects and Dilutions in the South African Real Effective Exchange Rate-Export Relationship

Author/Editor: Sandile Hlatshwayo, Magnus Saxegaard.

Release Date:June, 2016

In recent years, the link between the real effective exchange rate (REER) and exports in South Africa has weakened. While exports still rise in response to REER depreciations, the REER-export more...



Price: $18.00