While every nonprofit has been impacted by COVID-19, each industry, region, and organization face their own set of unique challenges. This on-demand roundtable explores the impact the current crisis has had on fundraising across different nonprofits. Moderated by Windfall CEO Arup Banerjee, a panel of senior development professionals discuss how they’re adapting their fundraising strategies […]
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Data Science Techniques for Advanced Propensity Models
Join Windfall Founder & CEO, Arup Banerjee, and Principal Data Scientist, Sean MacRae, for a fascinating deep dive into advanced machine learning algorithms that power propensity models. Arup and Sean cover:
- The evolution of data science
- How to adopt machine learning depending on institutional data maturity
- Deep dives into specific algorithms, such as, random forest and neural network algorithms
- Advantages and drawbacks of various algorithms depending on the target
- How to interpret and check model performance
This is a great overview of some of the techniques that Windfall employs to help organizations better identify, segment, and engage with their most valuable donors and prospects.
Watch On-Demand