Phil O’Neal

About

Hello, I work in finance and data analytics for my career. I often like to build online tools and websites just to get my ideas out there. Thank you all it is a a pleasure to be here.

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3h ago

mobility lab. social mobility forecast - based on data where might you land

mobility lab forecasts where you'll land in the US income distribution when your career peaks. A multi-factor model blends 42 predictors — parental rank, education, industry, geography, and behavioral levers you can change — into a probabilistic percentile forecast. Grounded in Chetty's Opportunity Insights research, BLS earnings data, and the SCF wealth survey. Adjust any input to see your trajectory, class-probability distribution, and highest-impact moves recalculate instantly.