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
Picsart Expands Creative Platform With AI Products to Empower and Accelerate Vibe Design at Scale11.11.2025 11:00:00 CET | Press release
Picsart Assistant Creates Layered-Designs Through Natural ConversationPicsart Flows Enables Collaborative and Automated Creation on Infinite Canvas Picsart, the world’s leading digital creation platform with more than 2 billion downloads and used by 130 million monthly active users in more than 150 countries worldwide, today announced the expansion of its creative platform with AI products built to empower and accelerate vibe design at scale and simplify creative workflows. The announcement was made by Hovhannes Avoyan, Picsart co-founder and CEO, at Web Summit, one of the world’s largest technology conferences hosted annually in Lisbon, Portugal. Picsart enables a diverse set of creators to instantly bring their personal vision to life, offering more than 150 tools, millions of stickers, templates, UGC options, and premium stock content. Picsart is recognized for its engagement with the global Gen Z community, which represents more than 50% of its active user base. The company continu
SymphonyAI and AML Intelligence Launch FinCrime Frontier 2025–26 Report: Proactive Intelligence Becomes Compliance’s Next Competitive Edge11.11.2025 10:00:00 CET | Press release
Survey of 250+ global compliance leaders reveals nearly 80% plan to innovate with AI-powered proactive intelligence, but cost and data hurdles stand in the way SymphonyAI, a global leader in vertical AI product platforms, and AML Intelligence, the leading source of news and insight for the financial crime compliance community, today released the FinCrime Frontier 2025–26 Report. The landmark study defies conventional industry narratives: rather than seeing evolving compliance expectations as a burden, a majority of financial institutions now cite them as the primary opportunity and catalyst for modernization. A sector ready for transformation - if it can break through real dependencies Insights from over 250 compliance, risk, and financial crime leaders show a pivotal mindset shift. Instead of bracing for disruption, 58% of institutions say today’s fast-changing environment is the push they need to invest in proactive intelligence and smarter, data-driven operations. Ambition is high:
Infobip Predicts Record 3.9 Billion Brand Messages This Shopping Season as RCS Surges 269%11.11.2025 10:00:00 CET | Press release
RCS set to be the fastest growing communications channel this Black Friday and Cyber Monday Global communications platform Infobip forecasts over 3.9 billion messages exchanged between brands and customers this shopping season, marking a 15% increase year on year. This reflects how AI, mobile commerce, and rich messaging channels are powering more personalized shopping experiences. Rich Communication Services (RCS) will be the fastest-growing channel in 2025, with volumes rising 161% on Black Friday and 269% on Cyber Monday worldwide. SMS remains the leading retail channel with nearly 2.7 billion interactions. In the US, more than 1.9 billion SMS messages are expected, while RCS volumes surge to over 57 million, a dramatic increase from 2024. WhatsApp engagement is up 44%, and email volumes rise more than 50% on Cyber Monday. US consumers surveyed by Infobip plan to spend mainly between $250 and $1,000 on Black Friday. Across Europe, RCS volumes are expected to grow more than sixfold o
Qorium Secures €22m Investment to Accelerate Cultivated Leather Commercialisation11.11.2025 09:00:00 CET | Press release
Invest-NL, LIOF and several private investors join Brightlands Venture Partners and Sofinnova Partners in supporting the Dutch biotech firm’s growth Qorium, the Dutch biotechnology company pioneering cultivated leather, today announced it has secured a €22 million investment from Invest-NL and LIOF alongside existing investors Brightlands Venture Partners and Sofinnova Partners. An influential group of high net worth individuals have also participated in the round while the Invest-NL investment is made under the InvestEU guarantee scheme of the European Commission. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20251111669534/en/ Qorium is successfully producing sustainable real leather The cultivated leather market is projected to grow rapidly as demand increases for consistent and high-quality real leather. Qorium’s technology produces beautiful, uniform real leather from a few animal cells, eliminating the need for livestoc
GigaDevice Partners With Melchioni Electronics to Expand Business in France, Italy and the Iberian Peninsula11.11.2025 08:00:00 CET | Press release
GigaDevice, a leading semiconductor company specializing in Flash memory, 32-bit microcontrollers (MCUs), sensors, and analog products, has entered into a distribution agreement with Milan-based Melchioni Electronics. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20251110615465/en/ The partnership extends GigaDevice's reach into several major European markets, with Melchioni Electronics supplying not only GigaDevice's leading Flash and MCU lines but also delivering dedicated field application engineering support. The deal covers distribution in France, Italy, Spain and Portugal, with on-the-ground presence in each of these countries. GigaDevice delivers world-class SPI NOR Flash, SLC NAND Flash, 32-bit microcontrollers, analog, and sensor products. These technologies play a pivotal role across applications, including industrial automation, automotive, consumer electronics, IoT, network communications, mobile, and PCs. "The es
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
