WA-AMAZON-WEB-SERVICES
Today, Amazon Web Services (AWS), an Amazon.com , Inc. company (NASDAQ: AMZN), and the German Bundesliga, Germany’s top national football league, announced two new Bundesliga Match Facts powered by AWS that will premier as graphics during broadcasts and in the official Bundesliga app during the 2021– 22 season. The first advanced stat, Shot Efficiency, compares the actual number of goals that a player or team has scored with how many goals the player or team should have scored based on the quality of their chances. The second, Passing Profile, provides deeper insights into the pass quality of a player or an entire team. Both stats will debut during Matchday 4 on September 11, 2021, featuring the faceoff between German Champion FC Bayern München and the second-place team of the previous season, RB Leipzig. For more information, videos, and blogs about each stat, visit aws.amazon.com/sports/bundesliga .
This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20210909005938/en/
Bundesliga Match Facts help audiences better understand nuanced aspects of the game of football, such as decision making on the pitch or what goes into exceptional player performance. Bundesliga generates the Match Facts by gathering and analyzing the match feeds from live games in real time as they’re streamed into AWS. On the backend, Bundesliga uses AWS capabilities in analytics, machine learning, compute, storage, database, serverless, and media services to process and store the vast amount of data that powers these statistics, as well as to train, deploy, and scale the machine learning models used to generate predictions. Fans see the insights as graphics during broadcasts, with additional details in the official Bundesliga app. The two new Match Facts will better showcase the action on the field and give fans, coaches, players, and commentators visual support for analyzing players’ and teams’ performance.
New Bundesliga Match Facts for the 2021–22 season powered by AWS
- Shot Efficiency: Football fans love to revisit and break down scoring opportunities to better celebrate or mourn key game moments. This new stat helps fans determine which players or teams best exploit their chances at scoring a goal. It compares the number of goals that a player or team has actually scored with the cumulative value from Expected Goals (xGoals)—an existing Bundesliga Match Fact—which is the number of goals the player or team should have scored based on the quality of their attempted shots. The difference between these two values is the Shot Efficiency number. If the value is negative (shown on TV by a red arrow pointing down), the player or team has scored fewer goals than would have been expected. If the value is positive (green arrow up), the player or team exceeded the expected value. For the first time, each player’s efficiency can be objectively assessed based on the overall quality of shots and the number of goals scored. For example, this advanced stat can compare two strikers who scored the same number of goals after 10 matchdays to determine which player is converting goals in challenging versus easy situations. Commentators can also use the stat, for instance, to analyze if players have a high number of goals because they are well supported by their teammates or because they exploit openings in the defense.
- Passing Profile: Fans often put themselves into a player’s shoes and compare the choices they might have made in a given situation to what the player actually did. This new stat helps fans understand how players think and decide where to pass the ball. It also provides deeper insights into the pass quality and pass strength of players and teams, including which passing decisions they prioritize, such as an offensive pass, passing the ball back, or opening up play with a long ball. Before Passing Profile, the effectiveness of player passing was measured primarily by the number of passes that successfully reach a player’s target; now, with Passing Profile, it is possible to assess the quality of passes too, accounting for pass difficulty. For instance, by looking at how many opponents press the recipient and passer, how high the ball is in the air, and how many opponents were positioned between the recipient and passer, the stat calculates the pass difficulty rating. It also offers further insights into the passing behavior of a player or team by identifying the number of long and short passes, pass direction, and the type of passes a player favors.
To develop these stats, machine learning models trained on Amazon SageMaker (AWS’s service that enables data scientists and developers to build, train, and deploy machine learning models quickly) analyzed thousands of video hours of previous Bundesliga seasons. In the case of Shot Efficiency, Bundesliga trained its machine learning models on a dataset of more than 40,000 historical shots on goal, which includes features derived from player positional data, such as distance to goal, angle to goal, player speed, number of defenders in the line of a shot, and goalkeeper coverage. In the case of Passing Profile, Bundesliga analyzed video of nearly 2 million passes and used that data to construct an algorithm that computes a difficulty score for each pass at any moment, evaluating characteristics such as distance to the receiver, the number of defending players in between, and pressure on a player. Once computed, Bundesliga aggregates difficulty scores for each player and team to form a passing profile.
“Bundesliga Match Facts powered by AWS allow us to give fans more insight into the game of football, broadcasters more interesting stories to tell, and coaches and teams more data to excel at their game. Last year, the reception for Bundesliga Match Facts around the world was very positive, and we will continue to raise the bar and innovate on these analytics using machine learning to make them even better. The two new stats for this season give fans a view into player efficiency that hasn’t been achieved before, and we are still just at the beginning of our relationship with AWS. I’m excited to see how technology will continue to evolve the fan experience and the game,” said Andreas Heyden, Executive Vice President of Digital Innovations for DFL Deutsche Fußball Liga (DFL) Group.
“Teams, leagues, broadcasters, and their partners from across the sports world are using AWS to build data-driven solutions and elevate the fan experience. We’re excited to continue our work with Bundesliga to connect with their fans in a way they haven’t been able to before this collaboration,” said Klaus Buerg, General Manager for AWS Germany, Austria, and Switzerland, Amazon Web Services EMEA SARL. “Through the work we’ve accomplished with Bundesliga in creating eight Bundesliga Match Facts in a short period of time, we are giving fans a new way to appreciate player speed, field positioning, goals, passing, and shot efficiency, creating even more excitement in watching the game.”
These two new Match Facts join Speed Alert , Goal Probability, xGoals , Most Pressed Player , Attacking Zones , and Average Positions: Trends to bring the total number of insights available for Bundesliga fans to eight. Information on all of these statistics can be found at aws.amazon.com/sports/bundesliga/ . Football fans also can follow all of the latest Bundesliga action on Bundesliga.com and via the official Facebook , Twitter , and Instagram channels.
About Amazon Web Services
For over 15 years, Amazon Web Services has been the world’s most comprehensive and broadly adopted cloud offering. AWS has been continually expanding its services to support virtually any cloud workload, and it now has more than 200 fully featured services for compute, storage, databases, networking, analytics, machine learning and artificial intelligence (AI), Internet of Things (IoT), mobile, security, hybrid, virtual and augmented reality (VR and AR), media, and application development, deployment, and management from 81 Availability Zones (AZs) within 25 geographic regions, with announced plans for 21 more Availability Zones and seven more AWS Regions in Australia, India, Indonesia, Israel, Spain, and Switzerland, and the United Arab Emirates. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—trust AWS to power their infrastructure, become more agile, and lower costs. To learn more about AWS, visit aws.amazon.com .
About Amazon
Amazon is guided by four principles: customer obsession rather than competitor focus, passion for invention, commitment to operational excellence, and long-term thinking. Amazon strives to be Earth’s Most Customer-Centric Company, Earth’s Best Employer, and Earth’s Safest Place to Work. Customer reviews, 1-Click shopping, personalized recommendations, Prime, Fulfillment by Amazon, AWS, Kindle Direct Publishing, Kindle, Career Choice, Fire tablets, Fire TV, Amazon Echo, Alexa, Just Walk Out technology, Amazon Studios, and The Climate Pledge are some of the things pioneered by Amazon. For more information, visit amazon.com/about and follow @AmazonNews.
About the Bundesliga
The Bundesliga is the top professional association football league in Germany. The league was established in 1963 and comprises 18 teams which operate on a system of promotion and relegation with the Bundesliga 2. The Bundesliga is broadcast on television in over 200 countries and is operated by the DFL Deutsche Fußball Liga.
View source version on businesswire.com: https://www.businesswire.com/news/home/20210909005938/en/
Link:
About Business Wire
Subscribe to releases from Business Wire
Subscribe to all the latest releases from Business Wire by registering your e-mail address below. You can unsubscribe at any time.
Latest releases from Business Wire
Owkin Advances Frontier Model Development for Biological Artificial Super Intelligence, Accelerated by NVIDIA12.1.2026 16:00:00 CET | Press release
Collaboration Leverages NVIDIA's Open Models, AI Infrastructure and Expertise to Build Next-Generation Biological Reasoning Models for Drug Development Owkin, an AI company on a mission to solve the complexity of biology, today announced a collaboration with NVIDIA to enhance OwkinZero, Owkin's biological large reasoning model. The collaboration will leverage NVIDIA's advanced AI computing ecosystem, including the Nemotron family of open models and the NVIDIA NeMo framework to improve the performance, scalability, guardrails, and robustness of Owkin's biological reasoning capabilities to accelerate future breakthroughs in drug discovery and development. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260112573701/en/ Owkin Advances Frontier Model Development for Biological Artificial Super Intelligence, Accelerated by NVIDIA. This marks Owkin's first collaboration with NVIDIA and represents a significant milestone in building
SecurityBridge Announces CEO Transition to Accelerate Global Expansion12.1.2026 15:15:00 CET | Press release
SecurityBridge, a leading provider of cybersecurity solutions for SAP, today announced the appointment of Jesper Zerlang as Chief Executive Officer, effective January 1, 2026. Zerlang transitions from his role as Chairman of the Board, a position he has held for the past 12 months, as the company enters its next phase of international expansion, backed by funds advised by BUBregal Unternehmerkapital (BU). This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260112824449/en/ Jesper Zerlang appointed Chief Executive Officer, SecurityBridge SecurityBridge protects SAP environments for large enterprises by reducing cyber risk across mission-critical SAP landscapes. The company is trusted by global customers to safeguard systems that power core operations, financial processes, supply chains, and digital transformation programs. “SecurityBridge is uniquely positioned at the intersection of cybersecurity and SAP – a domain I know deeply
New Clinical Study Publication Validates Respiratory Outcomes for the Onera Home-polysomnography System12.1.2026 14:30:00 CET | Press release
The results of this study provide further clinical evidence that patient-applied, patch-based PSG is a viable alternative to in-lab PSG, enabling broader access to gold-standard sleep testing. Onera Health, a leader in transforming sleep medicine, announces the recent publication of a multicenter validation study of its Onera Sleep Test System (STS) in the ERJ Open Research, a leading, fully open-access scientific journal published by the European Respiratory Society (ERS). This is the second publication from this study, and it demonstrates that the patch-based Onera STS home-polysomnography (hPSG) device accurately identifies respiratory events and distinguishes AHI severity when validated against simultaneous in-lab polysomnography and is a viable option for unattended home use. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260112821647/en/ Patient sleeps with the patient-applied Onera home Polysomnography (Onera hPSG) so
Riskified Analysis Reveals 1 in 4 Refund Dollars Is Abusive; Introduces "Dynamic Returns," a New Policy Protect Feature, to Safeguard Revenue While Increasing Customer Satisfaction12.1.2026 14:00:00 CET | Press release
Riskified (NYSE: RSKD) a leader in ecommerce fraud and risk intelligence, today released a research analysis highlighting a growing customer experience dilemma: As merchants tighten controls to fight a surge in return and refund abuse, they are inadvertently creating a more restrictive and frustrating experience for their best customers. To help retailers mitigate this challenge, Riskified has introduced a new feature in its Policy Protect solution, Dynamic Returns, AI-powered return decisions that adapt in real-time based on customer eligibility. Riskified's 2024 analysis of over a million refund claims found that 1-2% of total order value measured in sales dollars was requested back as refunds, with nearly 1 in 4 dollars claimed being abusive. In response to rising abuse, many retailers are implementing restrictive tactics like flat return fees, shorter return windows, and delaying refunds, often taking 10+ days for warehouse inspection. These measures frustrate good customers, as 68
Esri’s Custom Chart Builder Adopted by the Shom (French Hydrographic and Oceanographic Office) for Nautical Chart Production12.1.2026 14:00:00 CET | Press release
Geospatial Solution for Safety-Critical Maritime Use Sets Global Benchmark for Chart Automation Esri, the global leader in location intelligence, announced today that the Shom (French Hydrographic and Oceanographic Office) has officially adopted Custom Chart Builder (CCB) for automated production of all paper nautical charts. Following extensive testing and configuration, Shom confirmed that CCB-generated charts meet the stringent safety standards required by the French Navy, marking a pivotal advancement in automating maritime cartography and reinforcing its role as a pioneer in maritime digital transformation. “This adoption demonstrates that high-quality, regulation-compliant paper charts can now be produced without manual intervention, dramatically reducing production time and cost,” said Rafael Ponce, Esri principal maritime consultant. “Shom’s endorsement validates Esri’s CCB as a trusted solution for hydrographic offices worldwide, supporting the transition to digital-first work
In our pressroom you can read all our latest releases, find our press contacts, images, documents and other relevant information about us.
Visit our pressroom
