WA-AMAZON-WEB-SERVICES
9.9.2021 19:34:13 CEST | Business Wire | Press release
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
DEWA International Launched as a Wholly Owned Independent Subsidiary of DEWA to Develop Global Energy and Water Projects9.7.2026 18:07:00 CEST | Press release
HH Sheikh Ahmed bin Saeed Al Maktoum, Chairman of the Dubai Supreme Council of Energy, announced the establishment of ‘DEWA International’, a wholly owned independent subsidiary of Dubai Electricity and Water Authority (DEWA). The company aims to develop conventional and clean energy projects worldwide and export Dubai’s successful energy and water infrastructure model to global markets. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260709099653/en/ DEWA International launched as a wholly owned independent subsidiary of DEWA to develop global energy and water projects (Photo: AETOSWire) HH Sheikh Ahmed bin Saeed Al Maktoum said: “Thanks to the vision and directives of His Highness Sheikh Mohammed bin Rashid Al Maktoum, Vice President and Prime Minister of the UAE and Ruler of Dubai, Dubai has become a global model for achievement and accelerated development. Through its world-class infrastructure, particularly in the energy
Echodyne Opens New Manufacturing Facility to Meet Surging Global Demand for Advanced MESA® Radar9.7.2026 15:00:00 CEST | Press release
New Washington State facility provides capacity to manufacture more than 30,000 radars annually, strengthening the U.S. defense industrial base As governments around the world accelerate investment in counter-unmanned aircraft systems (C-UAS) and short-range air defense, Echodyne today announced the opening of a new advanced radar manufacturing facility in Washington State, significantly expanding its manufacturing capacity to meet rapidly growing demand from U.S. and allied customers. With millions of drones manufactured and used by both sides in the Russian War in Ukraine, the need for enhanced safety for defense, national security, and critical infrastructure assets grows with every successful strike and interception. The low cost and high utility of drones dramatically alters the need for safety and security sensors. And as the low altitude economy takes off, hundreds of thousands of drones will perform a range of life-saving and commercial missions, requiring a sensor infrastructu
Orca Security Report: 99.9% of Fixable AI Vulnerabilities Remain Unpatched as AI Moves Into Production9.7.2026 15:00:00 CEST | Press release
Analysis of more than 1,200 production cloud environments provides a first-hand view into how organizations are embedding AI into business-critical workflows, exposing new security risks that traditional controls weren't built to address. Orca Security, a leader in cloud and AI security, today released its 2026 State of AI Security Report, offering a first-hand view into how AI is being deployed across more than 1,200 production cloud environments. The findings show AI is no longer limited to isolated pilots or developer experiments. Organizations are embedding AI into production applications, cloud services, and autonomous workflows faster than security programs can adapt. More than half (56%) of organizations have already deployed AI agents into production, while 51% use AI to build custom applications. At the same time, Orca found that 81% of organizations run vulnerable AI packages, and 99.9% of fixable AI vulnerabilities remain unpatched, highlighting how quickly AI has become ope
Viz.ai Expands into Neurodegenerative Disease with Cortechs.ai Collaboration9.7.2026 15:00:00 CEST | Press release
Cortechs.ai and Viz.ai partner to tackle multiple sclerosis and other neurodegenerative diseases across Viz.ai's health system network Viz.ai, the leader in AI-powered disease detection and intelligent care coordination, today announced a collaboration with Cortechs.ai, a global leader in neuroimaging and quantitative analysis solutions, to integrate Cortechs.ai's NeuroQuant and NeuroQuant MS suite into the Viz.ai platform, expanding access to quantitative neuroimaging for hospitals and health systems across the U.S. This partnership marks Viz.ai's expansion into neurodegenerative disease, growing Viz Neuro Suite beyond its already market-leading neuro offerings. The collaboration will begin with a focus on multiple sclerosis (MS), integrating quantitative MRI analysis from NeuroQuant MS directly into Viz.ai's care coordination workflow, giving clinicians both the quantitative precision and the coordination infrastructure needed to identify and manage MS patients at scale. “Viz.ai's co
SCP Standard Capital Partners AG: Fabian Becker Appointed Chairman of the Management Board and CEO9.7.2026 14:51:00 CEST | Press release
The Supervisory Board of SCP Standard Capital Partners AG (WKN: A12UPJ | ISIN: DE000A12UPJ7 | XETRA ticker: CAP) resolved today to appoint Mr. Fabian Becker as Chairman of the Management Board and Chief Executive Officer (CEO), effective as of 9 July 2026. Ms. Stephanie Schettler-Köhler will remain a member of the Management Board and will assume the role of Chief Operating Officer (COO). View source version on businesswire.com: https://www.businesswire.com/news/home/20260709982268/en/
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
