Business Wire

WA-AMAZON-WEB-SERVICES

9.9.2021 19:34:13 CEST | Business Wire | Press release

Share
AWS and Bundesliga to Debut Two New Bundesliga Match Facts for the 2021–22 European Football Season

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.

Link:

ClickThru

About Business Wire

Business Wire
Business Wire
101 California Street, 20th Floor
CA 94111 San Francisco

http://businesswire.com

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

Phase 3 RAINIER Results Supporting Best-in-Class Potential of Povetacicept in IgA Nephropathy Published in the New England Journal of Medicine and Presented at the American Society of Nephrology Kidney Week 202623.10.2026 19:42:00 CEST | Press release

- Vertex is on track for the U.S. FDA Prescription Drug User Fee Act (PDUFA) date of November 30 for potential accelerated approval of povetacicept –- Data published in NEJM and presented at ASN highlight povetacicept’s unique trifecta of efficacy, favorable safety, and the simplicity of dosing at-home every 4 weeks with a low-volume autoinjector –- Data presented at ASN include a qualitative study examining patient perspectives on current and emerging IgAN therapies, showing that 96% of participants preferred an autoinjector over a prefilled syringe, and 80% of participants preferred dosing every 4 weeks versus weekly dosing - - New clinical studies of povetacicept underway including a study evaluating patient experience on povetacicept administered via autoinjector - Vertex Pharmaceuticals Incorporated (Nasdaq: VRTX) today announced the publication of Phase 3 RAINIER results for povetacicept in the New England Journal of Medicine (NEJM), presentation of these data at the American Soc

BeOne Medicines Reports Sustained Survival Benefit with TEVIMBRA-ZIIHERA Combination in First-Line HER2+ Gastroesophageal Cancer23.10.2026 16:15:00 CEST | Press release

New data from HERIZON-GEA-01 Phase 3 trial show 36-month overall survival of nearly 40% with TEVIMBRA plus ZIIHERA and chemotherapy, and median OS reaching 27 monthsTEVIMBRA-containing arm was associated with a four-month longer median OS compared with ZIIHERA plus chemotherapy BeOne Medicines Ltd. (Nasdaq: ONC; HKEX: 06160; SSE: 688235), a global oncology company, today announced new survival results from the planned second interim analysis (IA2) and final formal analysis of the Phase 3 HERIZON-GEA-01 trial, further confirming the benefit of TEVIMBRA® (tislelizumab) plus ZIIHERA® (zanidatamab) and chemotherapy as first-line treatment for patients with HER2-positive locally advanced or metastatic gastroesophageal adenocarcinoma (GEA). The results will be presented today as a late-breaking abstract during a rapid oral session at the European Society for Medical Oncology (ESMO) Congress 2026 in Madrid, Spain (LBA79). Mark Lanasa, M.D., Ph.D., Chief Medical Officer, Solid Tumors at BeOne,

Lifezone Metals Confirms Advanced Negotiations with Orion CMC on Kabanga Nickel Project23.10.2026 16:10:00 CEST | Press release

Lifezone Metals Limited (NYSE: LZM) notes comments made today by Oskar Lewnowski, Founder and Group Chief Executive of Orion Resource Partners, in an interview with Bloomberg Television regarding the Company’s Kabanga Nickel Project in Tanzania. In response to inbound inquiries from media outlets and investors following the interview, the Company can confirm that negotiations with Orion Critical Mineral Consortium (Orion CMC) regarding a significant equity investment into the Kabanga Nickel Project are at an advanced stage. The Orion CMC is a global investment platform launched by Orion Resource Partners in partnership with the U.S. International Development Finance Corporation (DFC) and Abu Dhabi's sovereign investor ADQ. As previously announced, the Company has been running a competitive process, led by Standard Chartered Bank, to secure a strategic investment into the Kabanga Nickel Project. Social Media LinkedIn | X | YouTube About Lifezone Metals Lifezone Metals (NYSE: LZM) is com

inDrive and Pony.ai Announce Collaboration to Explore Autonomous Mobility in Kazakhstan Built on NVIDIA Hyperion23.10.2026 15:00:00 CEST | Press release

Collaboration will establish the roadmap for bringing Pony.ai robotaxis to Kazakhstan on the inDrive ride-hailing platform, leveraging the NVIDIA Hyperion and the NVIDIA Halos safety system. inDrive, the global mobility and delivery platform, today announced it has signed a memorandum of understanding (MOU) with NVIDIA and Pony.ai, a global leader in the large-scale commercialization of autonomous driving technology, to explore the future of autonomous ride-hailing. Kazakhstan will serve as the first test market. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20261023143469/en/ inDrive partners with Pony.ai and NVIDIA to explore autonomous mobility in Kazakhstan Kazakhstan was chosen first for its regulatory readiness following the creation of the country’s first structured legal framework for driverless transport, as part of its “Year of Digitalization and Artificial Intelligence.” Combined with Kazakhstan’s position as a lea

Brenus Pharma's Novel In Vivo Immunotherapy STC-1010 Shows Safety, Activating T Cells in First-Line MSS Metastatic Colorectal Cancers With 2 Complete Responses.23.10.2026 14:50:00 CEST | Press release

Phase Ia BreAK CRC-001 at ESMO 2026: 43% of patients, all initially unresectable, became eligible for surgery Poster 1023P – Developmental Therapeutics Brenus Pharma, a clinical-stage biotech company, announced first data from the Phase Ia dose escalation of BreAK CRC-001. Nine unresectable patients were treated; 89% had liver metastases and 89% KRAS-mutant tumors, a population refractory to immunotherapy. Median follow-up: 8 months (1–14; data cut-off 6/08/2026). 95% of metastatic colorectal cancers are pMMR/MSS tumors, poorly immunogenic and resistant to immunotherapy. STC-1010, the company’s lead in vivo DC-engager, is designed to make these “cold” tumors visible to immune cells. Safety: no dose-limiting toxicity, only grade 1–2 related adverse events. Clinical activity (seven evaluable patients, RECIST 1.1): 100% disease control, 57% objective response rate (4/7). 43% of patients became operable (3/7): two with no evidence of disease afterward. Molecular profile: ctDNA dropped by u

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
World GlobeA line styled icon from Orion Icon Library.HiddenA line styled icon from Orion Icon Library.Eye