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

Vertex Presents New Data on ALYFTREK® at European Cystic Fibrosis Conference5.6.2026 18:00:00 CEST | Press release

- ALYFTREK Phase 3 data on children with cystic fibrosis ages 2 to 5 with vanzacaftor/tezacaftor/deutivacaftor-responsive genotypes including F/F and F/MF shows 65% reached sweat chloride levels of <30 mmol/L; Vertex on track to initiate global regulatory submissions in first half of 2026 - - Long-term 96-week interim analyses from two open-label extension studies demonstrate positive safety and efficacy profile of ALYFTREK in people with cystic fibrosis ages 6 and older -- Phase 3 data on TRIKAFTA® in children 1 to <2 years also presented; Vertex has initiated global regulatory submissions - Vertex Pharmaceuticals Incorporated (Nasdaq: VRTX) today announced data demonstrating the potentially transformative impact of treating cystic fibrosis (CF) with ALYFTREK ® (vanzacaftor/tezacaftor/deutivacaftor) in children ages 2 to 5, as well as data from 96-week interim analyses of two open-label extension studies of ALYFTREK in children 6 to 11 years and people 12 years and older demonstrating

Owkin to Build AI Agents as Part of a Multi-Year K Pro Collaboration with Sanofi5.6.2026 13:00:00 CEST | Press release

Owkin, the agentic AI company pioneering Biological Artificial Superintelligence to transform drug discovery and development, today announced a multi-year collaboration with Sanofi to co-develop next-generation biopharma agents, to be backed by a five-year license for K Pro, Owkin’s AI Scientist. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260605704506/en/ K Pro, Owkin's AI scientist for biology, powered by multimodal patient data for smarter biopharma decision making. Owkin and Sanofi have collaborated since 2021 through a €90 million strategic partnership focused on target identification in oncology and patient subgrouping. The collaboration was later expanded to include drug positioning for Sanofi’s immunology pipeline. This new collaboration represents the next evolution in the partnership. During the five-year collaboration, Owkin will lead the end-to-end development of novel AI-driven biopharma agents purpose-built

DFNS Rebrands as the Core Banking Platform for Digital Assets5.6.2026 12:41:00 CEST | Press release

DFNS today announced a rebrand, marking its evolution from a wallet infrastructure to the first core banking platform for digital assets. The company is introducing a new logo, website, and market position as fintechs and institutions move their products and operations onchain. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260603859127/en/ Banks, fintechs, asset managers, trading firms, payment providers, market infrastructures, and clearing houses have stopped asking how to "add crypto." They're asking how to run financial products, controls, workflows, and client services on blockchain rails, with the reliability expected of core infrastructure. Some are going further still, exploring whether the blockchain can serve as the ledger itself, where an account is an onchain object rather than a row in a database. Where IBANs, virtual accounts, and blockchain wallets converge into one governed financial account. “DFNS was built

Compass Pathways Announces New Employee Inducement Grants Under Nasdaq Listing Rule 5635(c)(4)5.6.2026 12:30:00 CEST | Press release

Compass Pathways plc (Nasdaq: CMPS), a biotechnology company dedicated to accelerating patient access to evidence-based innovation in mental health, announced today that Compass granted equity awards under the Compass Pathways plc 2026 Inducement Plan to seventeen newly hired non-executive employees. The equity awards were granted on June 1, 2026 and consisted of options to purchase an aggregate of 157,000 shares and restricted share units or, in the case of employees in the United Kingdom nominal cost options, covering an aggregate of 74,700 shares. The options have an exercise price per share equal to $14.19, the closing price of the Company’s American Depositary Shares on the Nasdaq Global Select Market on the grant date, and will vest over a four-year period with 25% vesting on the first anniversary of the date of the grant and the remaining 75% vesting in equal monthly installments over the three-year period thereafter, subject to each employee’s continued employment. The restrict

Renewable Electricity, Soft Wheat Flour From Regenerative Agriculture, Initiatives to Support Local Communities: Barilla Shares These and Other Projects in “Stories of Sustainability.”5.6.2026 10:00:00 CEST | Press release

Barilla continues to advance its commitment to tastier products with less sugar and salt;An investment of 30 million euros in 2025 to quadruple photovoltaic capacity across plants, as part of a €168 million five-year plan focused on energy efficiency, renewable energy and sustainable water management.Barilla continues to expand regenerative agriculture practices across its global value chain, with over 816,000 tons of raw materials sourced through the Barilla Sustainable Farming program.4,000 tons of products donated worldwide and €2 million allocated to social causes in 2025, supporting communities across Barilla’s global footprint through food donations and social initiatives. A slimmer Tagliatelle pack that saves 150 tons of cardboard and cuts transport-related CO₂ emissions by 20%1; ready-made sauce jars made with around 65% recycled glass; the progressive scaling of regenerative agriculture practices across Barilla’s value chain and initiatives supporting inclusion and equal oppor

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