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StellarNPO Predicting the Financial Viability of Nonprofit Organizations Vicki Moeller-Chan

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Page 1: Vicki moellerchaninsightdatascience

StellarNPO

Predicting the Financial Viability of Nonprofit Organizations

Vicki Moeller-Chan

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Logistic Regression

Verified using stratified k

folds

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Feature Importance

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The Stack

lifelines

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Survival Analysis

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Logistic Regression

Trained using 1996-2012

dataTested on

2013

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Random Forest

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Survival Function

Kaplan Meier Fitter

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Cumulative Hazard Function

Nelson Aalen Fitter

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Hazard Curve

NA Fitter with kernal smoothing

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Survival Regression

Aalen Additive

Fitter