Python 'plotly' visualization based on data from a landmark cash transfer study, Haushofer, J., & Shapiro, J. (2017). The short-term impact of unconditional cash transfers to the poor: Experimental evidence from Kenya, The Quarterly Journal of Economics.
# GiveDirectly (GD) - Data Visualization
The views expressed here are my own. They are not necessarily representative of the views of GiveDirectly, the study's authors, or any affiliated organization.
This is a Python 'plotly' visualization based on data from a landmark cash transfer study: Haushofer, J., & Shapiro, J. (2017). The short-term impact of unconditional cash transfers to the poor: Experimental evidence from Kenya. The Quarterly Journal of Economics.
You can view the interactive graphic here:
**View the graphic**
# Cash That Heals: Unconditional Transfers & Pyschological Wellbeing
A data storytelling project visualizing how various cash transfer models impacted psychological wellbeing—especially among women—in a landmark Universal Basic Income study conducted in Kenya by GiveDirectly and researched by Haushofer & Shapiro (2017).
This interactive report distills academic research into a straight-forward, standalone HTML visualization, illustrating mental health gains across treatment arms and genders using z-score deltas and percentile translations.
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## The Visual
- **Title**: *Cash That Heals*
- **Subtitle**: *How unconditional cash shaped mental health, by gender and treatment group*
- **Insight**: Across all transfer types, **women experienced meaningful psychological gains**—underscoring cash’s potential to support female mental health, even when not explicitly targeted.
You can view the interactive graphic here:
**View the graphic**
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## Repository Contents
| File | Description |
|-------------------------|-----------------------------------------------------------------------------|
| `GD_DataViz_Example.html` | Self-contained interactive Plotly graphic (no configuration needed) |
| `GD_Kenya_Cash_Study.ipynb` | Jupyter Notebook with development process, styling, and insights |
| `GD_Kenya_Cash_Study.py` | Python script for standalone …