Bias in the Algorithm: How AI Is Reproducing Healthcare Inequities
Artificial intelligence is rapidly becoming one of the most influential forces in modern healthcare.
From diagnostic tools and patient risk assessments to insurance approvals and treatment recommendations, AI is being promoted as the future of medicine: faster, smarter, and more efficient.
The problem is that AI is only as unbiased as the data it learns from.
In this episode of Don’t Let the White Coat Fool You, Dr. Mobley and Dr. Dixon unpack the growing concerns surrounding artificial intelligence in healthcare and how these systems may be reproducing, and even worsening, existing healthcare inequities.
Technology is often viewed as objective. In reality, algorithms are trained using historical data, and historical data reflects the disparities, bias, and unequal treatment patterns that already exist within the healthcare system.
As a result, communities that have historically been underserved, dismissed, or underrepresented in medicine may continue to experience harm through the very technology designed to improve care.
This episode explores:
How healthcare AI systems are trained
Why biased data creates biased outcomes
The risks facing women and communities of color
How algorithms can influence diagnoses, treatment decisions, and access to care
Why accountability and equity must be part of innovation
The conversation also challenges a larger assumption: that technological advancement automatically creates progress for everyone.
Innovation without equity is not progress.
As AI becomes more integrated into healthcare systems, the stakes continue to rise. Decisions that impact patient lives are increasingly being influenced by technology operating behind the scenes, often without patients fully understanding how those decisions are being made.
The question is no longer whether AI will shape healthcare.
It already is.
The real question is whether these systems will help close healthcare gaps or quietly deepen them.
Listen to Bias in the Algorithm: How AI Is Reproducing Healthcare Inequities on all streaming platforms.
