British Law Enforcement Agencies Campaign to Use Biased Face Scanning Technology
Police forces across the UK effectively campaigned to deploy a face scanning system known to be discriminatory against women, youths, and members of minority ethnic backgrounds, after complaining that a less biased version produced fewer potential suspects.
The Technology in Practice
British police utilize the national police database to carry out searches using historical face recognition. This process entails matching a reference photograph of a person of interest against a repository of more than 19 million custody photos to identify potential matches.
Admitted Bias
The UK interior ministry conceded last week that the system was biased. This acknowledgment followed a study by the government's National Physical Laboratory found it misidentified Black and Asian people and women at much greater frequency than Caucasian males. The ministry said it “had acted on the findings”.
“It prompts the question of whether this technology only becomes effective if users tolerate discrimination in ethnicity and gender. Convenience is a poor argument for disregarding fundamental rights.”
Known Issue
Internal documents show that this discriminatory flaw has been known about for more than a year. Furthermore, law enforcement lobbied to reverse an initial decision that was intended to address the problem.
Police bosses were notified of the algorithmic discrimination in September 2024. The government-ordered laboratory study found the system was had a higher probability to produce false positives for images depicting women, Black people, and those aged 40 and under.
A Reversed Decision
In response, the National Police Chiefs’ Council (NPCC) ordered that the confidence threshold required for potential matches be raised to a point where the bias was significantly reduced.
However, this decision was reversed the next month following complaints from police that the modified technology was generating a lower number of “investigative leads”. NPCC documents indicate the stricter setting cut the proportion of searches resulting in possible identifications from over half to a mere under 15%.
Severe Disparities
Although the authorities declined to specify what threshold is currently used, the latest independent review discovered the system could generate incorrect matches for Black women nearly a hundred times more frequently than for white women at specific configurations.
The ministry commented on these results: “The testing identified that in a limited set of circumstances the software is has a greater tendency to wrongly flag some demographic groups in its match reports.”
Balancing Utility and Fairness
Describing the impact of the temporary raise to the system's accuracy setting, the police records note: “The change significantly reduces the effect of bias across protected characteristics of race, generation and sex but had a substantially detrimental effect on police efficiency”. The documents add that forces complained that “a once effective tactic now delivered results of questionable value”.
Broader Rollout Plans
Meanwhile, the government has opened a ten-week consultation on its plans to expand the use of biometric scanning systems. Policing minister the relevant minister has labeled the technology as the “biggest breakthrough since genetic fingerprinting”.
Expert and Oversight Concerns
Abimbola Johnson, head of the independent scrutiny and oversight board for the police race action plan, commented: “There was very little discussion in equality strategy sessions of the technology deployment despite obvious cross-over with the plan’s concerns.
“This disclosure demonstrate yet again that the anti-racism commitments policing has made via the race action plan are failing to be integrated into broader operations. Independent assessments have warned that innovative tools are being implemented in a landscape where racial disparities, inadequate oversight and faulty information gathering already persist.
“Any use of this technology must meet strict national standards, be independently scrutinised, and prove it reduces rather than exacerbates ethnic bias.”
Official Statement
A Home Office spokesperson said: “We takes the conclusions of the report with utmost gravity and we have implemented changes. A updated software has been independently tested and procured, which has demonstrated no measurable discrimination. It will be trialled in the coming months and will be undergo evaluation.
“The foremost aim is ensuring public safety. This revolutionary tool will support officers to put criminals and rapists behind bars. There is officer review in every step of the procedure and no further action would be taken without specialist personnel meticulously examining the results.”