trackside analytics support 300M race simulations
data points consolidated to optimize race performance
telemetry sensors on each race car generate 100K data parameters
Region: Global
Industry: Automotive
Department: BI/Analytics/Data Science, IT, Operations
Company Background:
McLaren Racing Limited is a British motor racing team based at the McLaren Technology Centre in Woking, Surrey, England.
Over 60 years ago, Bruce McLaren hand-picked a small group of engineers to design and build racing cars. Today, the McLaren Formula 1 Team has achieved 21 Formula 1 World Championships, over 190 Grand Prix victories, and now employs over 1,000 people. McLaren’s successful racing heritage has been driven by a relentless desire to innovate, and they have consistently led the way in the development of groundbreaking technologies by engaging in strategic technology partnerships to improve performance.
With over 20 race weekends in the Formula 1 calendar, each generating 1.5 TB of data, the ability to collect, process, and act on that data is crucial. The team at McLaren Racing uses Alteryx to help accelerate strategic decision-making both on and off the track.
“IT plays a huge role across our organisation, both in how we operate as a business, and how we compete,” says Dan Keyworth, Director of Business Technology at McLaren Racing. “Everything we do across the three key verticals of design, build, and race is completely data-driven. Taking data parameters from something that is moving at high speed and figuring out how to engineer it to be better or go faster provides a competitive edge. Advanced analytics with Alteryx underpin this.”
The team can track performance at every stage and make fast data-led enhancements
Teams across the business can use data to make an impact regardless of coding background
Advanced analytics enables performance and compliance in a new era of racing
With 80,000 components on a Formula 1 car and 90% of the car changing over the course of the race season, the ability to analyze effectively across the three verticals of design, build, and race is hugely important.
An average of 300 million race simulations are run, ranging from car setups to the various race scenarios that may play out,. The data to produce these simulations comes from multiple sources, including high-performance compute, the wind tunnel, computational fluid dynamics (CFD), and even data on the drivers themselves. Alteryx supports the fast combination and correlation of data sets so the teams at McLaren can focus on what changes they can make that will improve performance iteratively across the course of the season.
In the production phase, data on each car part is generated from the McLaren factory floor or from multiple external suppliers. The data will often be in differing formats, making it a challenge to understand and track costs. Alteryx automates the collection and processing of varied data sets to accurately track production inventory and performance of parts.
Operating under a cost-cap does restrict the decision to move forward with the production of a part. To help inform build decisions, the McLaren team simulates the part virtually and uses computational fluid dynamics (CFD) to model the air flow through a virtual part on a car. The Formula 1 governing body regulates CFD run-times, so this process must be as efficient as possible. If a part passes through these testing processes, McLaren will produce the part and put that into the wind tunnel phase for more testing. Yet more data is generated, and if the part performs well in testing, the decision will be made to manufacture.
During race weekends, the data collected from that part is combined with the other sensor parameters to test how it performed at scale. Alteryx helps enable the integration of physical, virtual, and race world data to create optimal efficiency and build the most performant race-car possible.
At the start of a race weekend, each race car has 300 telemetry sensors on board generating 100,000 parameters of information, including engine levels, fuel capacity, temperature, or even the amount of G-force the drivers will feel going into corners. This data is processed trackside and surfaced in real time to the driver engineers (speaking directly to the driver), and to the pit wall, where the leadership team and race strategy team sit. Allowing this data to flow seamlessly enables near real-time decision-making.
The data analysis does not stop at the track. There is a team based at the McLaren Racing HQ in Surrey, England, performing more analysis on parts tested in the practice sessions on the Friday before race day and correlating this with the data that was collected during digital testing of the car. The McLaren team uses aero model correlation to analyze the delta between how a part performed on the track versus how it was expected to perform. Decisions are then made on the level of trackside tuning to get the best performance from a part.
When operating under a stringent cost-cap, every opportunity to control operating costs and streamline efficiencies is crucial. Keyworth is particularly impressed with the predictive analytics capabilities in Alteryx. “We can use analytics tools to form a predictive picture on how much attrition we are likely to incur under certain conditions or on certain types of tracks. The insight is then used to decide how many spares to manufacture. Rather than go and manufacture ten, we can build what we are likely to use, which is also important from a sustainability perspective.”
From 2021, all Formula 1 teams are operating under a strict budget cap of $145M enforced by the governing body for world motor sport, the FIA. For McLaren, the budget cap was an opportunity to assess innovative technologies that would help them control operating costs while driving performance enhancements. They saw the potential for the Alteryx Platform to help consolidate data from multiple disparate sources and enable data-led decision making at scale. Implementing a low-code analytics platform reduced the load of data-analysis from business users ,enabling them to focus on outputs that drive the ultimate goal of winning races.
Alteryx stands out for its rapid deployment and its innovative ‘bring your own data’ upskilling model. Instead of requiring lengthy workshops with dummy data, teams can immediately use live scenarios to test the platform’s capabilities, enabling faster adoption and more practical results.
The “co-piloting” method of upskilling puts the technology into the hands of users early on and, with the support of the Alteryx solutions engineers, it was easy to identify use cases across the McLaren Racing business functions. The code-friendly interface allowed deployment into the digital transformation team, along with marketing, software and IT, and reliability.
Alteryx has transformed how McLaren’s teams approach data-driven problem-solving, a shift that has become especially critical under the cost-cap. This change in mindset is helping the organization adapt and thrive in a more competitive and resource-constrained environment.
Taking data parameters from something that is moving at high speed and figuring out how to engineer it to be better or go faster provides a competitive edge. Advanced analytics with Alteryx underpin this.
Dan Keyworth
Director of Business Technology, McLaren Racing
McLaren
2024 was a year of triumph for the McLaren Formula 1 Team, culminating in their crowning as Constructors’ Champions. The margin of victory? A razor-thin 2%. This championship win was not just about speed on the track but perfecting every aspect of performance off it. Contributing to McLaren’s success was Alteryx, powering advanced analytics that drove unprecedented reliability.
“Reliability has been the unsung success in 2024. A perfect reliability score means we have finished with two cars in the points consistently, which is what you need to win the Constructors’ Championship,” explains Dan Keyworth, Director of Business Technology at McLaren Racing.
One of the hidden truths behind McLaren’s 2024 success wasn’t just the speed of their cars but the ability to make proactive decisions with data-driven insights.
“The difference between winning and losing last year was 2% in points. Without partners like Alteryx that have helped us raise the bar in many areas such as reliability, this would never have been possible,” adds Keyworth.
Reliability is now central to McLaren’s competitive strategy. With Alteryx, this isn’t just an aspiration – it’s an operational reality. The platform automates the analysis of car part lifecycle data, calculating wear and determining the optimal time for replacement. This predictive analysis generates insights that enable McLaren to pre-emptively address mechanical risks before they arise, keeping both cars running at peak performance.
Small efficiencies in reliability have amounted to big gains on the track.
The introduction of Formula 1’s strict cost-cap regulations has forever changed the sport. For the McLaren Formula 1 Team, managing compliance while maintaining competitive performance requires precision. With Alteryx, finance teams now track employee-based costs and integrate these insights with internal records to ensure accuracy. Alteryx streamlines this annual process, providing visibility and confidence for cost management at a scale that manual processes couldn’t match. “From engineering to financial processes, Alteryx has brought control, clarity, and speed to critical operations,” says Keyworth.
Using Alteryx, McLaren has replaced manual emissions calculations with automated processes, enabling yearly sustainability reports with accuracy. This innovation has now expanded to circularity reporting, providing new insights into material lifecycles and fostering a more sustainable approach to production.
Beyond racing operations, Alteryx enables McLaren’s marketing team to deepen engagement with fans. By correlating fan data with insights on lifestyle partner locations, McLaren has crafted innovative ways to connect with its passionate fan base. The platform simplifies data preparation and analysis for smaller projects too, boosting McLaren’s agility to pursue creative new ideas.
For McLaren Racing, the 2024 Constructors’ Championship wasn’t just a victory; it was a demonstration of what happens when every decision is powered by data and collaboration. Alteryx as a tech partner is proud to contribute to McLaren’s success.
“Taking data parameters from something that is moving at high speed and figuring out how to engineer it to be better or go faster provides a competitive edge. Advanced analytics with Alteryx underpin this,” underscores Keyworth.
The partnership between McLaren and Alteryx is a testament to what’s possible when innovation meets execution. McLaren continues to explore new opportunities with Alteryx, and the focus is clear – staying ahead in a sport defined by fractions of a second.
In this pursuit, McLaren Racing is also embracing the transformative power of AI to push boundaries even further. AI-powered simulations allow the team to model thousands of race strategies in seconds, enabling real-time, data-backed decisions. By filtering out noise, AI empowers engineers and strategists to focus on what truly drives performance, complementing human expertise rather than replacing it. This synergy between advanced analytics and AI positions McLaren to remain at the forefront of innovation, ensuring they continue to lead in a sport where every detail matters.
This focus on reliability, precision, and continuous innovation embodies McLaren’s relentless pursuit of perfection. For McLaren Racing, the future is faster, smarter, and undeniably data driven.
Region: Global
Industry: Automotive
Department: BI/Analytics/Data Science, IT, Operations
Company Background:
McLaren Racing Limited is a British motor racing team based at the McLaren Technology Centre in Woking, Surrey, England.
largest automotive industry companies use Alteryx