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
Europe’s Largest Celebration of Irish Culture Arrives in Belfast2.8.2026 10:01:00 CEST | Press release
Fleadh Cheoil na hÉireann arrives in Belfast today (2 August), bringing eight days of traditional music, culture and celebration to the city, with organisers expecting up to 800,000 visitors over the course of the festival. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260729147569/en/ Belfast Fleadh - Maddens Bar accordian, guitar and fiddle player (Chris Heaney) One of Europe’s largest cultural events, Fleadh Cheoil na hÉireann is taking place in Belfast for the first time, transforming the city into a vibrant stage for Irish music, dance, language and culture. More than 200 events and 180 traditional music competitions are taking place across venues, streets and neighbourhoods throughout the week-long celebration. The landmark festival showcases the very best of Irish culture, with a packed programme of All-Ireland competitions, concerts, community events and performances from both established and emerging artists. As Ir
2PointZero Group Signals Global Scale With Revenue Surge to AED 21.9 Billion and Net Profit of AED 7.7 Billion in H1 202631.7.2026 13:42:00 CEST | Press release
Group revenue growth supported by stable gross profit margin of 29%, and adjusted EBITDA of AED 5.0 billionGlobal expansion milestones include the completed sale of TAQA stake, and the acquisition of Traverse Midstream Partners in North America, Baobab Group in Africa, and 60.8% of ISEM in ItalyTIME ranks the Group 36th on the World’s Growth Leaders list for 2026, highlighting market stability, operational scale and disciplined approach to capital 2PointZero Group (ADX: 2POINTZERO), a leading Abu Dhabi-based investment holding firm, announced its financial results for the first half of 2026, reporting revenue of AED 21.9 billion and delivering a Group Net Profit of AED 7.7 billion. This robust performance is reflected in the Group’s adjusted EBITDA, which reached AED 5.0 billion after excluding fair value changes and one-offs. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260731538982/en/ Samia Bouazza, CEO of 2PointZero (P
Datroway® Approved in the EU as Only TROP2 Directed Medicine with Overall Survival Benefit for the First-Line Treatment of Patients with Metastatic TNBC Who Are Not Candidates for Immunotherapy31.7.2026 08:30:00 CEST | Press release
Approval based on TROPION-Breast02 phase 3 trial results where Daiichi Sankyo and AstraZeneca’s Datroway showed a statistically significant and clinically meaningful improvement for the dual primary endpoints of overall survival and progression-free survival Datroway now approved for two breast cancer indications in the EU Datroway® (datopotamab deruxtecan) has been approved in the European Union (EU) as monotherapy for the first-line treatment of adult patients with unresectable or metastatic triple negative breast cancer (TNBC) who are not candidates for PD-1/PD-L1 inhibitor therapy. Datroway is a specifically engineered TROP2 directed DXd antibody drug conjugate (ADC) discovered by Daiichi Sankyo (TSE: 4568) and being jointly developed and commercialized by Daiichi Sankyo and AstraZeneca (LSE/STO/NYSE: AZN). The approval by the European Commission follows the positive opinionof the Committee for Medicinal Products for Human Use of the European Medicines Agency and is based on result
Polpharma Biologics Announces FDA and EMA Acceptance for Review of PB016 Vedolizumab Biosimilar Candidate31.7.2026 08:30:00 CEST | Press release
Polpharma Biologics International AG today announces that the U.S. Food and Drug Administration (FDA) and the European Medicines Agency (EMA) have accepted for review the Biologics License Application (BLA) and Marketing Authorisation Application (MAA), respectively, for PB016, a proposed vedolizumab biosimilar candidate to Takeda’s reference product Entyvio®* (vedolizumab) lyophilized vial for intravenous (IV) administration for the treatment of adults with moderately to severely active ulcerative colitis and Crohn's disease. The BLA and MAA acceptances represent significant milestones in Polpharma Biologics' development program and underscore the company's commitment to advancing high-quality biosimilars and expanding global access to affordable biologic medicines. "FDA and EMA acceptances for review of our IV vedolizumab biosimilar candidate mark a major achievement for Polpharma Biologics and validate our deep scientific expertise in biosimilar development and manufacturing," said
SES: Disclosure of Share Buyback Transactions31.7.2026 07:30:00 CEST | Press release
In the time period from June 2, 2026 until and including June 23, 2026, a number of 213,167 shares were bought back within the framework of the share buyback of SES to meet obligations under SES’s Equity Based Compensation Plan (EBCP). Shares were bought back as follows: Day of purchase Aggregated volume in shares Daily weighted average acquisition price of shares (EUR) Market June 2, 2026 27,097 8.8727 DXE June 2, 2026 72,903 8.8556 ENX June 5, 2026 16,624 8.3723 DXE June 5, 2026 31,510 8.4266 ENX June 15, 2026 26,451 7.8423 XPAR June 17, 2026 26,812 7.3910 XPAR June 23, 2026 11,770 7.2200 XPAR The transactions in a detailed form are published on SES’s website: https://www.ses.com/investors/shareholder-information/share-buy-backs. Follow us on: Twitter | Facebook | YouTube | LinkedIn | Instagram Read our Blogs > Visit the Media Gallery > About SES At SES, we believe that space has the power to make a difference. That’s why we design space solutions that help governments protect, busin
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
