1. unfairly treating: treating a person or group unfairly, especially because of prejudice about race, ethnicity, age, religion, or gender
2. statistically unbiased: describes a statistical test that is unbiased because the sampling procedure avoided the systematic distortion that could be introduced by an unrepresentative population