What to do about Bias?

Bias occurs across a wide variety of judgment domains. People in all demographic groups display it, and it is exhibited even by expert reasoners, the highly educated, and the intelligent. Studies have shown a tendency toward the biased search for evidence, biased evaluation of evidence, biased memory of outcomes, and biased evidence generation. So what to do about bias?