A 2022 study by the University of California found that homes with visible security cameras did not necessarily lower crime rates, but they did measurably increase social friction. Neighbors reported feeling "watched" and "suspected."

Under GDPR , footage that identifies individuals is considered personal data, requiring strict management and clear notification (signs). III. Ethical Challenges & "Function Creep"