
Go for It? New Decision Data Makes NFL Next Gen Stats a Growing Part of the Live Game Broadcast AWS Machine Learning Solutions Lab crafts new analytics to offer storylines within the game By Brandon Costa, Director of Digital
Wednesday, September 22, 2021 - 2:55 pm
Print This Story | Subscribe
Story Highlights
Perhaps the highlight of a raucous Week 2 in the NFL came late on Sunday evening when Baltimore Ravens quarterback Lamar Jackson lunged across the marker on a fourth-and-1 to seal a statement win over the defending AFC Champion Kansas City Chiefs.
It was an aggressive call - one viewed by many, though, as a bit of a no-brainer. The latest data from NFL Next Gen Stats would agree.
According to Next Gen Stats, a program developed internally by the league in 2016 with tracking-tech-provider Zebra Technologies and running on Amazon Web Services (AWS) infrastructure, going for it in that spot of the game was the preferred call for the Ravens by a difference of 24% in win-probability value vs. a punt. In addition, the numbers gave Baltimore a 75% chance of converting the yardage necessary to pick up the first down in that specific play.
This kind of fourth-down-conversion data, along with similar metrics around whether it's the right time to go for a two-point conversion, is a key element of the latest offering from the NFL Next Gen Stats team: the Next Gen Stats Decision Guide powered by AWS.
Next Gen Stats has come a long way, says Josh Helmrich, director, strategy and business development, NFL. Machine learning has allowed us to take statistics to the next level. When we were first getting started [in 2018], we were measuring things like yards covered, speed, and who is on the field. Some of those things, we believe, still have merit and add value, but one of the key tenets of Next Gen [Stats] has always been that this technology can help everyone. We want to develop many statistics and get as much good information out of the game to benefit coaches, players, fans - everyone top to bottom. The deeper that tool kit becomes, the more people you can help.
Data of this nature is already proving valuable to broadcasters. The data in the Next Gen Stats Decision Guide allows them to use hard probabilities rooted in historical data to give context to some of the most debated moments in the game before they happen.
According to Helmrich, the partnership with AWS has been the catalyst for taking the NFL Next Gen Stats concept to the next level. The work of the AWS Machine Learning Solutions Lab led by Priya Ponnapalli, senior manager, applied science, AWS, resulted in development of the Next Gen Stats Decision Guide, which is built on a series of machine-learning models using Amazon SageMaker.
According to the league, the decision equation focuses on two main components: win probability, which attempts to quantify how much the game's final outcome will change in the event of each play, and conversion probability, which quantifies the likelihood of the offense's converting on the two-point conversion or fourth-down play at hand.
https://twitter.com/NextGenStats/status/1439793664390144005
You need context to make these statistics impactful, says Helmrich. Over time, we've been able to grow, and, before AWS, we didn't have all of the machine learning that we do now. We've been able to produce more computer-assisted statistics. Obviously, teams can have success or failure in either scenario, but, based on the numbers, what's the call that gives you the best chance to win?
It's a key step for the Next Gen Stats project as a whole. It converts complex algorithms and AI-generated data into concepts that are easy to consume during the game.
Even when the NFL is working directly with broadcast partners CBS, Fox, NBC, ESPN and NFL Network, storytelling is critical for the league in relaying the data's value. Simply handing over a new trove of raw data isn't enough. Helmrich says it has become increasingly critical to frame data in a story and craft it into context so that behind-the-scenes personnel can see the value in and feel empowered to produce content for the broadcast in the form of graphics or replay packages. It also helps with buy-in among the on-air talent, who can use the data in their analysis of the game.
Want to know why the Ravens aren t blitzing? Look at those numbers.#NextGenStats powered by @awscloud pic.twitter.com/J06UldLhvU
Sunday Night Football on NBC (@SNFonNBC) September 20, 2021
I think the team here has done a really good job of building good content to help get the media folks to buy in, says Helmrich. If [the data] isn't interesting, broadcasters won't use it. If it's not reliable and high quality, the teams won't use it.
With more data acquired and automated through machine learning, NFL Head of Product and Technology Matt Swensson and a research team including Next Gen Stats analysts Mike Band and Keegan Abdoo and data scientist Adam White have been able to improve an internal tool that makes it easier to relay valuable statistics in real time to broadcasters during the game and makes the data more accessible for broadcasters to mine on their own.
We need to help them understand what's new and how it can be best utilized by them on-air, says Helmrich, noting that researchers from his group are in communication with a graphics operator or a production assistant in the production truck during the game via email or communication applications like Slack. We help with that a lot. Our research team helps provide specific interesting stories going into a game. Then, in the game, we'll have a dialogue back and forth with the broadcast partners. They will ask us specific questions and for data that helps explain certain players [or scenarios].
NFL Next Gen Stats are built throug
Most recent headlines
11/12/2025
A Majority of the World's Population (51%) Identify As Soccer Fans
The 2025 MLB postseason notched 58.2 billion viewing minutes, up +24% from the prior y...
11/12/2025
WALTHAM, Mass. Video-over-IP software provider Zixi said Roi Sasson has joined the company as vice president, engineering....
11/12/2025
MOUNTAIN VIEW, Calif. In a move that highlights the growing competition between broadcasters and CTV platforms for local advertising, LG Ad Solutions has announ...
11/12/2025
Boston Conservatory Earns Several Best of Accolades in 2025 Highlights include a faculty Grammy win, a seventh consecutive year on Playbill's list of co...
11/12/2025
RASTATT, Germany Lawo and the Society of Motion Picture and Television Engineers (SMPTE) have partnered to launch the SMPTE ST 2110 Practical Lab, an immersive ...
11/12/2025
PHILADELPHIA Comcasts Xfinity operating brand has announced the launch of new national video plans with all-in pricing that the operator said will provide custo...
11/12/2025
After eight years of declines, MoffettNathansons new Cord Cutting Monitor for Q3 2025 shows that pay TV subscribers to linear TV packages rose by 303,000, the f...
11/12/2025
Happy Holidays from Berklee Enjoy this years holiday student-performance video.
December 10, 2025
By
Office of the President
Dear Berklee community,
As w...
11/12/2025
It's beginning to look a lot like Christmas!
Irish golfing hero Shane Lowry...
11/12/2025
RT Sport Awards 2025 live on RT One and RT Player at 8:05pm on Saturday 20 December
On Saturday 20 December live on RT One and RT Player at the earlier ti...
11/12/2025
Hunters, saddle up - adventure awaits in the cloud.
Journey into the world of M...
11/12/2025
Sash is ready to samba as Fair City star Stephanie Kelly is revealed as the late...
11/12/2025
Dalet, a leading provider of cloud-native, end-to-end media workflow solutions, ...
10/12/2025
Sound-Alike Commercials Are Part of Sports' Soundtrack Johnny Cash for Coca-Cola is the latest in a long litany of sonic approximationsBy Dan Daley, Audio ...
10/12/2025
Immersive Sound Is Logical Next Step for Sports VenuesSound-systems suppliers are sanguine, but the market has its challengesBy Dan Daley, Audio Editor
Wednes...
10/12/2025
The Romans Built Arenas for Immersive Sound 2,000 Years AgoThe historic Arena of Nimes in France is still in use todayBy Dan Daley, Audio Editor
Wednesday, De...
10/12/2025
SVG Summit 2025 Preview: Audio Workshop Hits on Immersive, Virtualized, and Next...
10/12/2025
SVG Summit 2025 Technology Exhibits Preview: Audio SpotlightBy SVG Staff
Wednesday, December 10, 2025 - 8:21 am
Print This Story | Subscribe
Story Highlig...
10/12/2025
SVG Europe Audio: Listening to the sounds of powder and ice at Milano Cortina wi...
10/12/2025
Advancements in audio technology: Capturing the atmosphere of live sports By David Davies
Tuesday, November 25, 2025 - 09:27
Print This Story
Although wor...
10/12/2025
Everything smelled of popcorn: The art of bringing the complex sound of esports ...
10/12/2025
Top L-R: Ha-Chan, Shake Your Booty!, Hanging by a Wire, Broken English, Buddy
C...
10/12/2025
For the first time, Spotify is giving users the power to steer the algorithm. Gustav S derstr m, Spotify's Co-President, CPO, and CTO, shares the vision beh...
10/12/2025
L3Harris' new contract for Guided Multiple Launch Rocket System Insensitive ...
10/12/2025
L3Harris Meadowlands system has been designed with an open architecture software system that allows for more flexible and efficient software updates. This capab...
10/12/2025
During this interval, streaming comprised the majority of ad supported TV (46.4%...
10/12/2025
NEWPORT BEACH, Calif. Bitcentral, a provider of production, asset management, playout and streaming workflow solutions, has named technology veteran Rick Arnold...
10/12/2025
TV Tech is delighted to reveal the winners of the 2025 Media & Entertainment: Best in Market Awards....
10/12/2025
BOTHELL, Wash. The Alliance for IP Media Solutions (AIMS), the Video Services Forum (VSF), the Advanced Media Workflow Association (AMWA) and the European Broad...
10/12/2025
In a notable example of how pay TV operators are integrating streaming services into their lineup and using those services to retain or attract subscribers, Dir...
10/12/2025
Today, Chaos builds instant feedback into the viewport, connecting Maya and Houdini to Chaos Vantage's real-time path tracer. Artists can now assess 3D asse...
10/12/2025
Smeup, a key partner for companies engaged in digital transformation, today announced the expansion of its adoption of Cubbit, the first geo-distributed cloud s...
10/12/2025
Mediagenix, a global leader in smart content solutions to profitably connect the right content to the right audience, today announced two significant milestones...
10/12/2025
BEAVERTON, Ore. HDR10+ Technologies, LLC has announced that they will soon begin the licensing and certification of devices, content, and services that support ...
10/12/2025
SMPTE has joined forces with the European Broadcasting Union (EBU) and Entertainment Technology Center (ETC) to publish an updated report on AI and its impact o...
10/12/2025
Clear-Com is pleased to announce the appointment of Kris Koch as Director of Sales - North & South America. In this expanded leadership role, Kris will oversee...
10/12/2025
Mavis today announced the latest version of Mavis Camera (v7.4), a major update to its professional iOS camera app, headlined by the launch of Film Kit - an opt...
10/12/2025
Creamsource, renowned for its Vortex series of cinematic lighting, is laying the groundwork for its next phase of growth with the addition of Markus Zeiler as G...
10/12/2025
Digital Alert Systems, a global leader in emergency communications solutions for media providers, today announced that the DAS3-DC-PS, a new DC power supply opt...
10/12/2025
Riedel Communications today announced it has formed a strategic partnership with Racing Electronics, a premier provider of motorsport communication equipment in...
10/12/2025
#GALSNGEAR is launching two signature leadership retreats in early 2026, designed to equip women in media, entertainment, and technology with the tools to lead...
10/12/2025
Providing worldwide customers with total confidence through transparent, all-inclusive pricing
CVP, one of Europe's leading suppliers of professional video...
10/12/2025
With the Federal Communications Commission working on new rules for the deployment of NextGen TV, next year promises to be an important one for both the future ...
10/12/2025
DENVER Tom Rutledge, director emeritus and former president and CEO of Charter Communications, will be honored with the 2026 Bresnan Ethics in Business Award by...
10/12/2025
NEW YORK Novocap's Cadent has acquired VuePlanner, a YouTube video ad planning, optimization, and measurement company in a deal that will help Cadent expand...
10/12/2025
The NVIDIA accelerated computing platform is leading supercomputing benchmarks once dominated by CPUs, enabling AI, science, business and computing efficiency w...
10/12/2025
The world's top-performing system for graph processing at scale was built on...
10/12/2025
As the scale and complexity of AI infrastructure grows, data center operators need continuous visibility into factors including performance, temperature and pow...
10/12/2025
In preparation for the madness of March, here are some important reminders for scheduling back-to-back Special Playlists.
The first Special Playlist MUST end b...
10/12/2025
10 Dec 2025
VEON's Rising Capital Markets Profile Strengthened by Inclusion...