Tag Archive for: transit technology

AI scheduling tools tackle transit driver shortages

Transit agencies are increasingly turning to AI-driven scheduling platforms to tackle one of the sector’s biggest operational challenges–retaining bus drivers.

New digital tools allow operators to model different workforce scenarios, improve communication with drivers and reduce reliance on unscheduled overtime, issues that industry leaders say are fuelling burnout across the transit workforce.

The pressure is growing. Industry research suggests there is a global shortage of around 2.4 million transit workers, creating staffing gaps that often lead to forced overtime, fatigue and high turnover among bus drivers.

Speaking during an industry webinar hosted by Optibus, transit leaders said agencies must rethink how workforce planning is approached if they want to stabilise the profession.

Chris Pangilinan, Transit Executive & Consultant

“Bus operators are public transportation. They’re the face of the system,” said Chris Pangilinan, Transit Executive & Consultant and former Senior Vice President of Buses at New York City Transit. “They’re often the only person a passenger interacts with.”

Despite the critical role drivers play in urban mobility systems, workforce planning has historically prioritised operational efficiency over driver wellbeing.

Pangilinan said many transit agencies continue to design schedules primarily around cost and service outputs rather than workforce sustainability.

“It’s a lot of optimisation around economics,” he said. “It’s not optimisation around mental health. It’s not optimisation for job satisfaction.”

Staffing shortages, combined with unpredictable rosters and frequent overtime, have created mounting pressure on drivers across many transit systems.

According to industry discussions during the webinar, unscheduled overtime remains one of the biggest contributors to fatigue and burnout.

“Unscheduled overtime is our problem,” Pangilinan said. “It’s a symptom of a mismanaged roster and a mismanaged system.”

These pressures are prompting agencies to rethink how services are planned and how technology can help improve workforce conditions while maintaining reliable transit services.

Advanced scheduling platforms are helping transit agencies analyse operational data and test different workforce and service scenarios.

Waiching Wong, Global VP, Customer Success at Optibus, said digital planning tools allow agencies to explore multiple scheduling approaches before implementing service changes.

Waiching Wong, Global VP, Customer Success at Optibus

“What these tools do is let agencies create a lot of different scenarios,” Wong said. “You can see the trade-offs and figure out what works best for the operation.”

By modelling alternative shift patterns and operational strategies, agencies can better understand how decisions affect both service delivery and driver workloads.

The platforms can also support real-time communication with drivers and operational teams, helping agencies respond more effectively to disruptions and service changes.

While technology alone will not resolve workforce shortages, transit leaders say better planning tools can help agencies rethink long-standing operational practices.

That includes designing more predictable schedules, managing overtime more effectively and improving communication with drivers once they are on the road.

“Bus operators love their jobs,” Pangilinan said. “It’s our job as leaders to support them.”

Main image: Wellphotos | Dreamstime.com

Transit tech lab sets priorities around infrastructure and data

New York’s Transit Tech Lab has opened applications for its 2026 cohort, centred on real-time infrastructure monitoring and data and workflow modernisation. The focus reflects growing operational pressure on transit agencies to improve visibility and productivity.

Led by the Partnership Fund for New York City alongside the Metropolitan Transportation Authority, the NYC Department of Transportation and the Port Authority of New York and New Jersey, the initiative is seeking technologies that can strengthen asset monitoring, consolidate data, and improve workforce productivity across complex transit networks.

According to Stacey Matlen, Senior Vice President of Innovation at the Partnership for New York City, the focus reflects growing concern among agencies about limited system-wide visibility across ageing infrastructure.

Stacey Matlen, Senior Vice President of Innovation at the Partnership for New York City

“Much of their infrastructure is ageing, complex, and spread across large geographies, and data about asset condition, performance, and maintenance history is often fragmented or incomplete,” she told Cities Today. “That makes it difficult to move from reactive maintenance to proactive lifecycle management.”

Now in its eighth year, the Transit Tech Lab has received more than 1,000 applications since 2018 and supported dozens of proof-of-concepts and longer-term pilots. This year’s challenges are structured around two themes: advanced infrastructure monitoring, including real-time condition tracking and safety risk detection, and data and workflow modernisation, spanning analytics, fraud detection, and workforce optimisation.

Matlen said while pressure to deliver more with constrained budgets has remained constant, agency priorities have shifted over time.

“When the Lab was launched in the aftermath of the 2017 ‘Summer of Hell,’ the focus was squarely on immediate reliability issues like signalling, track conditions, and service disruptions that riders felt every day,” she said. “Today, agencies are thinking more holistically about infrastructure visibility and asset lifecycles.”

The scope of the 2026 challenges was defined through engagement with more than 100 operational staff and senior executives across participating agencies, a process designed to surface both strategic risks and frontline realities.

“Agencies are focused on reducing operational blind spots, whether that’s through real-time infrastructure monitoring, better detection of fraud and anomalies, or tools that help a constrained workforce operate more efficiently,” Matlen said.

She added that projects are most likely to scale when outcomes are clearly defined from the outset.

“The Lab’s structured process with clear decision points and defined milestones helps agencies and companies align early on quantifiable goals and KPIs tied to demonstrating a ROI,” she said.

Applications for the 2026 Transit Tech Lab close on 27 February.

Main image: BKit1nyc | Dreamstime.com