Many organizations will realize that using AI and big data without ethical standards can lead to biases, compliance issues, and costly mistakes. In 2025, PMs will take the first real steps toward owning data ethics—though the volume on this trend is only slightly turned up. We may have to wait until 2026 until this is a full roar.