Synthetic Data Isn’t Neutral: Bias Amplification, Model Looping, “Synthetic Echo Chamber”
Synthetic data looks convenient. It fills gaps, protects privacy, and speeds up development. Many teams – including those working with an IT consulting company in the US or trying to hire AI developers for large training projects – see it as an easy way to scale datasets without hunting for real examples. The issue isn’t whether synthetic…