@drivendata.org
DrivenData hosts data science competitions to build a better world, bringing cutting-edge predictive models to organizations tackling the world's toughest problems.
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DrivenData is a brand that hosts data science competitions aimed at addressing some of the world's toughest problems. They bring together a global community of data scientists to develop cutting-edge predictive models for organizations working on social challenges. The competitions typically run for 2-3 months and are designed to find the best statistical models for complex predictive problems with real-world impact.
The process begins by identifying a predictive question that can be solved using available data and has measurable, tangible outcomes. DrivenData works closely with organizations to ensure a productive partnership. Then, they host an online competition where freelance developers and data scientists submit their statistical models.
These models are evaluated based on their predictive accuracy using withheld data. Once the competition concludes, the winning model is integrated into the organization's workflow. This can be used as insight, a fresh statistical approach, or a tool for analyzing new data, enabling the organization to better achieve its mission.
An example of how DrivenData operates is with a nonprofit microlender. They would run a competition using data on loans and outcomes to predict default. The top model not only predicts risky loans but also determines loan amounts that minimize the probability of default.
Implementing this winning solution allows the lender to reduce negative outcomes for recipients and improve its long-term impact. DrivenData believes in moving beyond measuring impact and explores various ways in which organizations can leverage data to drive impact. They embrace approaches in machine learning, predictive analytics, and artificial intelligence to help organizations across industries solve problems.
They offer insights into machine learning for social impact on their website. Whether you want to partner with DrivenData, participate in their competitions, or explore career opportunities, they provide a platform to create AI solutions for social good. Visit their website to learn more about what they do, their team, and to get in touch
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