How Self-Driving Cars Inherit Bias from Training Data

AI Ethics with Fexingo: Bias, Safety, and Responsible Artificial Intelligence · Jul 27, 2026 · 7m

Autonomous vehicles promise safer roads, but their pedestrian detection algorithms may be less accurate for darker-skinned people. A 2023 University of Washington and Arizona State study found a 5 percent accuracy gap between light and dark skin tones. In July 2026, with autonomous taxis in over a dozen U.S. cities, the bias is no longer theoretical. This episode traces how training data from predominantly white, adult, and suburban environments creates blind spots, why synthetic data doesn't fully fix it, and what regulators and companies like Waymo and Tesla are doing—or not doing—to close…