The tech arms race to beat fare-dodgers
This embedded content is not available in your region.
Credit: mirr22_/Tiktok
A technological arms race has broken out to combat the fare-dodging crisis plaguing Britain's railways.
Faced with the prospect of £500m in lost ticket sales, rail operators are embracing artificial intelligence (AI) and so-called machine learning to crack down on freeloaders.
Evasion tactics that once went little further than hiding in a train lavatory to avoid the guard have changed radically since ticket barriers – first trialled on the Tube in 1964 – were introduced at major stations and across commuter networks.
Miscreants are often seen forcing their way through the barriers to avoid paying, a trend recently highlighted by Robert Jenrick, the shadow justice secretary, as he issued a call to arms.
However, evasion tactics span well beyond brute force.
The digitisation of ticketing in particular, with the bulk of payments made by bank card, travel card or mobile phone, has opened up whole new avenues for fare abuse and forced operators to respond with tougher safeguards.
This embedded content is not available in your region.
Credit: X/@RobertJenrick
Transport for London (TfL), which puts its annual losses from fare-dodging at £130m, says that 4.7pc of Tube passengers – almost one in every 20 – skipped paying or stumped up the incorrect fare in the last financial year alone.
Yet, across its wider network of the Tube, Overground, buses, Docklands Light Railway and Elizabeth Line, the rate of offending fell from 3.8pc to 3.4pc after fines were raised to £100.
TfL aims to bring it down to 1.5pc by 2030 through an intelligence-led approach combined with new technologies and more proactive enforcement.
While offending in London is well short of New York's 13pc evasion rate, Siwan Hayward, TfL's director of security, says that fare-dodging 'is not a victimless crime'.
She says: 'It robs Londoners of vital investment in a safe and reliable transport network. The overwhelming majority of customers pay the correct fare, and it's unfair to those who do that a minority avoid paying.'
The main weapon in TfL's armoury is its Irregular Travel Analysis Platform (ITAP), which uses ticketing and journey data, passenger information and CCTV to identify repeat offenders.
The tool is integral for a TfL investigations team that seeks to identify 'high-impact offenders', some of whom cost the network up to thousands of pounds a year in lost revenue.
After studying data, the team liaises with 500 uniformed enforcement officers and plain-clothes inspectors, who can demand proof of a ticket or travel card while staging sting operations in stations, sometimes supported by the British Transport Police.
This crackdown led to TfL securing fines of £400,000 last year after prosecuting 360 of the most prolific offenders.
Among the offences deployed by fare evaders are techniques known as zonal avoidance and re-tokenisation. The former, colloquially dubbed 'doughnutting', involves travel through zones that have not been paid for.
In re-tokenisation, or 'card tumbling,' the fraudster deletes a virtual card from a digital wallet on a mobile device after a journey to prevent authorisation of the transaction overnight. The card is then reloaded, at which point it is allocated a new tokenised number, preventing it from being blacklisted.
A similar con involves the use of a bank card with insufficient funds to pay for a ticket. Tube gates identify the card as genuine and will let the holder in and out, only for the payment to bounce when requested.
One offender last year used a contactless card to avoid paying the correct fare on 202 journeys, resulting in £1,427 in fines.
Other scams include the abuse of Freedom Passes, which offer free travel in London for the disabled and those aged 66 and over.
Meanwhile, outside of the biggest cities, at least 2,000 of Britain's 2,500 or so stations still lack barriers.
Therefore, bosses are required to rely on traditional checks to ensure passengers are paying.
Graham Sutherland, chief executive of FirstGroup, which runs express trains on the West Coast and Great Western main lines, said on-train ticket checks remained vital to prevent 'revenue leakage'.
But there is no doubt that technology has been a game-changer.
LNER, which runs trains between London King's Cross and Edinburgh, has led the way among long-distance operators in deploying AI to uncover unusual ticket-purchase patterns and identify fraudsters, setting up a 'machine learning team' to work alongside its risk experts.
A pilot project that began in 2023 immediately identified a customer who had failed to pay for £10,000 worth of travel. Using information uncovered by the new technology, the team then built a case, which resulted in the customer repaying the full loss to LNER.
Paul Larder, at LNER, said the application of machine learning had been revolutionary.
He said: 'Previously, we've relied on our revenue protection team to identify customers who deliberately purchase incorrect tickets for travelling on our services.
'By using AI, we can accurately analyse large amounts of information quickly and identify patterns that our team can investigate further.'
While companies are ramping up efforts to catch offenders, a report from the Office of Rail and Road this month identified 'significant inconsistency' in how operators target fare-dodgers, which has led to unnecessary and unfair prosecutions.
Lord Hendy, the rail minister, who put the cost of fare evasion in England outside London at £400m a year, said a planned new ticketing system as part of the nationalisation programme should reduce instances of people mistakenly buying the wrong tickets.
However, for the thugs who push through – known as bumpers, jumpers and tailgaters – sturdier barriers are being created.
Developed by Cubic Transportation Systems, the barriers stretch from the floor to shoulder height and use AI-aided scanning software to detect instances of fare-dodging.
Cubic says the gates 'can accurately detect, record and flag fare evasion as it's happening, distinguishing between different types of fare evasion, such as pushing through and climbing under the paddles or tailgating'.
Sir Sadiq Khan's TfL has not yet said if it will order the equipment.
However, if they do, they may finally offer some solace to law-abiding passengers confronted by petty criminals cheating the system while regular staff, who are forbidden from staging physical interventions, look on.
Hashtags

Try Our AI Features
Explore what Daily8 AI can do for you:
Comments
No comments yet...
Related Articles
Yahoo
4 hours ago
- Yahoo
'Written threat' at Lockport High School determined to be non-credible
BUFFALO, N.Y. (WIVB) — The Lockport City School District says a 'written threat' that caused students and staff to evacuate on Friday afternoon was determined to be non-credible. No safety concerns were found, the district said. Lockport High School was evacuated shortly before dismissal Friday following a written threat found in one of the classrooms, according to Lockport City School District Superintendent Mathis Calvin III. The threat was written on a piece of paper and found on the floor just after 2 p.m. Staff brought the note to administrators. Both staff and students were evacuated to the Kenan Center down the street out of an abundance of caution. 'The Lockport City School District takes and treats issues such as this very seriously,' Calvin said. 'Every incident is fully investigated and we will follow and use our code of conduct when addressing situations such as this manner.' A full sweep of the school took place, as well as an investigation. Students were sent home and after school activities were canceled for the rest of the day. Calvin says all Lockport schools will reopen on Monday with an increased police presence on-site. The written threat comes just two days after a high school student made a similar non credible threat on TikTok, but Calvin says the two incidents do not seem related. Kayleigh Hunter-Gasperini joined the News 4 team in 2024 as a Digital Video Producer. She is a graduate of Chatham University. Copyright 2025 Nexstar Media, Inc. All rights reserved. This material may not be published, broadcast, rewritten, or redistributed.
Yahoo
6 hours ago
- Yahoo
I've lost everything, says Romanian wrongly arrested for Ballymena attempted rape
A Romanian in Ballymena has claimed he has 'lost everything' after he was wrongly arrested for the attempted rape of a schoolgirl. He spoke after riots broke out in the Northern Ireland town following the appearance in court of two 14-year-old boys charged with attempted rape and who required a Romanian interpreter. The father-of-two, named Alex, wrote on social media how his home and car were attacked by anti-immigrant rioters while he was in custody, according to the MailOnline. The 28-year-old also said rioters returned to the property even after he was freed from custody without charge. Alex said he and his wife had been forced into hiding, while his mother had taken his two daughters to Romania out of fear for their safety in Ballymena. In a Facebook post translated from Romanian, the father wrote: 'I have lost everything because of false accusations. 'I lost my house where I lived, my car, all my belongings. 'But the biggest regret is that I lost the chance to offer my children a better future. And all this without having done anything wrong.' The Romanian national went on to say: 'My family and I are not guilty, we all came for a better life, no one wants problems, we are modest people, people who fear God.' Houses have been set alight and bricks, fireworks and petrol bombs have been thrown during scenes of disorder in Ballymena over recent days. Residents previously told The Telegraph of long-running tensions with the Roma community – which came to a head following the boys' court appearance. The scenes have been so frightening to some residents, non-Roma immigrants have resorted to putting up signs confirming their nationality, such as 'Filipino lives here'. Credit: TikTok Meanwhile, others even displayed the King's Coronation memorabilia and crockery featuring Queen Elizabeth II, in a bid to deter thugs hunting for migrants. On Thursday, three teenagers were charged with riot in relation to the disorder, with the youngest, 15, also charged with criminal damage. In total, 15 people have been arrested and 41 police officers injured during the unrest, which was sparked by the alleged sexual assault of the girl. In his Facebook post, Alex, who is also active on TikTok, also apologised if he had offended anyone in Northern Ireland with 'boastful' posts he had published on the social media platform. In one TikTok reel that emerged after riots began in Ballymena he was shown blowing kisses to the camera before waving a giant wodge of cash outside the town's courthouse following an unrelated matter involving a family member. Critics claimed it was then shared by one of his relatives who made provocative comments. In another social media message, after his Audi was attacked, Alex wrote in Romanian: 'Plenty more fish [in the sea]' over a picture of the smashed-up luxury vehicle on his drive. He wrote: 'I admit I am 'boastful'. That is my character and I apologise if I upset anyone. It was not my intention.' In a statement that did not name the man, the Police Service of Northern Ireland said: 'A 28-year-old man was arrested on Monday June 9. 'He has been unconditionally released from police custody following questioning.' Broaden your horizons with award-winning British journalism. Try The Telegraph free for 1 month with unlimited access to our award-winning website, exclusive app, money-saving offers and more.

Yahoo
6 hours ago
- Yahoo
Apopka children, lawmakers seek return of Guatemalan immigrants seeking visa
The children of two Guatemalan immigrants called Friday for their parents' return, after their father was deported and their mother detained despite their years-long pursuit of a visa meant to protect victims of crime. Dozens of people, including Central Florida lawmakers and activists, gathered outside the ICE field office in Orlando to speak to reporters on the plight of Esvin Juarez and Rosmeri Miranda. The couple have lived in the United States for 24 years, settling in Apopka with their four children. It is the latest controversy in the Orlando region involving the apprehension of immigrants who — though they entered the country illegally — would previously have been considered to have an opportunity to stay in the U.S. Juarez, who owns a concrete construction business, was detained on May 30 during a check-in with ICE, sent to facilities in Miami and Texas — and then deported to Guatemala on Saturday. Miranda was detained this week. 'He's been here over 20 years, and he's been working out under the sun making concrete slabs, and he's been able to build his business for the last 20 years,' said Beverly Juarez, 21, the couple's oldest child. 'There is a chance for [President Donald Trump] to right this wrong, to bring back my father and to stop my mother's deportation because they are not criminals. They are pillars of the community.' Beverly Juarez, who like her younger siblings was born in the U.S., said her parents were well along in the process of getting a so-called U-visa after her father was attacked in his company work yard by a gunman in 2021. That visa grants victims of crime legal status if they cooperate with law enforcement. Juarez unsuccessfully challenged his removal in federal court, court records show, while Miranda continues to dispute her detention since being taken into custody this week. Her case is being considered by the U.S. 11th Circuit Court of Appeals. Among the lawmakers standing with the family on Friday was state Rep. Johanna Lopez, D-Orlando, who called Juarez's and Miranda's detentions an illegal 'act of cruelty' given their eligibility for the U-visa. With their parents gone, Beverly Juarez now faces having to care for her siblings, ages 15, 13 and 9. 'Imagine the fear they feel, imagine the trauma they are enduring,' Lopez said. 'What message are we sending when we criminalize the mother surviving and seeking justice?' Before Miranda's detention, she and her four children turned to social media to raise awareness of ICE's efforts to deport her and her husband. Since June 2, the family has posted videos to TikTok with updates in English and Spanish on both cases. The most recent videos directly implored Trump to act despite his emphasis on removing undocumented immigrants in the first months of his second administration. While White House officials say they are focused on deporting criminals and immigrants with ties to gang ties, many who have since been detained and deported don't have such histories. An ICE spokesperson did not immediately respond to a message seeking comment. A lawyer for Juarez who now represents Miranda in federal court also did not return a message. It's not impossible for immigrants mistakenly detained for removal to be released. On Thursday, lawyers for two women living in Osceola County announced they were released from ICE custody after spending two months in a facility in Texas facing removal to Colombia — despite having an active asylum application, social security number, work permit and driver's license. Across the country, ICE officials have conducted operations to capture immigrants and process them for removal. In Florida, local law enforcement agencies and county jails have signed agreements known as 287(g) to assist immigration authorities, which a new state law now requires. Gov. Ron DeSantis' administration has said local leaders who refuse could be removed from office. County Commissioner Nicole Wilson, who attended the protest, was one of two 'no' votes when Orange commissioners approved the agreement in March. 'We were told we had to do it. Several of my colleagues believed that they had to do it — they've been bullied to do it,' Wilson said. 'If I don't believe it's representing my community, then it's not an agreement — so I do not agree, I am not complicit.' The other dissenting vote was Commissioner Kelly Martinez-Semrad, who at Friday's protest said she is pushing to put the matter back on the agenda. 'There are those of us who are not afraid to be removed when we're holding the flag of the United States of America and standing with the founders of our country, who are all immigrants,' she said. 'So please stand with us.'