Shobha
The best way to predict the future is to invent it
How do you ensure that your analysis is unbiased when working with large datasets?
To ensure unbiased analysis, I use techniques like stratified sampling to ensure representative samples, handle missing data properly, and ensure there’s no data leakage. I also check for fairness by evaluating the model’s predictions across different groups to avoid discrimination.For example, If analyzing customer data, I ensure that all demographics (age, gender, location) are proportionally represented in the sample.