3 ms·
Its also possible that if you have good data on a person's financial situation and behaviour (and more questionable that of their social circle) that race stops
by psandersen 8y ago
Its also possible that if you have good data on a person's financial situation and behaviour (and more questionable that of their social circle) that race stops being a relevant signal in the algorithm as it was only ever a proxy for a person's finances and job security.
If there was substantial remaining bias you could probably measure the impact of race on credit while training the model but remove it or consider everyone the same race when scoring customers.
(Disclaimer: I do ML for a consumer credit company, not in the USA).
- polskibus 8y agoHow would you prove that beyond doubt, today and in the future?
- Hydraulix989 8y agoYou're asking how to data science. In the past: Measuring correlations among historical data In the future: Machine learning (fitting a model to the historical data and hoping that it holds) Proving "beyond doubt" is impossible because for that you need an oracle.