Ask HN: What additional data do you think should go into your credit risk?

Right now, companies look at only your timely historical credit payments to determine credit risk. If you don't have a credit score or believe your credit score doesn't represent your true risk, what would you want companies to look at instead? e.g. in case of international people, their qualifications and data from their home country; for millennials, their education background and future potential.