My colleague and I just had our study published. The study discusses the association between household exposure to negative shocks and social safety net program participation in Ghana. To examine this issue, we link data from high-resolution geospatial maps of drought and flood risks to government administrative data on safety net program beneficiaries at the district level. We find that drought risk is positively associated with household participation in selected, main public social safety net programs. (The corresponding evidence for flood risk is weaker). We interpret the finding to be a result of pre-shock program coverage of drought-prone areas, in part achieved indirectly through the intentional targeting of poor areas by the programs.
Below is a visualization of unemployment rates by county using a powerful Python library called Bokeh . The two maps are for the states of Texas and the Commonwealth of Massachusetts. As the second largest economy in the United States (10th largest in the world), Texas shows interesting county variation in macroeconomic factors such as unemployment. According to Wikipedia , in 2015, Texas was home to six of the top 50 companies on the Fortune 500 list and 51 overall (third most after New York and California). The northern counties were least affected by the financial crisis of 2008/09. Dallas–Fort Worth–Arlington area encompasses 13 counties which constitute the economic and cultural hub of the region commonly called North Texas or North Central Texas. Bokeh Plot The least affected counties in Massachusetts were the southernmost tourist areas of Nantuckett and Dukes County. The ...
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