
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
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
02/05/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
01/05/2026
January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...
01/04/2026
January 4 2026, 18:00 (PST) DOLBY AND DOUYIN EMPOWER THE NEXT GENERATON OF CREATORS WITH DOLBY VISION
Douyin Users Can Now Create And Share Videos With Stun...
18/03/2026
Newly named chief product officer (CPO), Larissa G rner Meeus will return to Net Insight on May 4.
Larissa G rner Meeus will become CPO of Net Insight on May 4...
18/03/2026
SVG Europe's The Football Summit 2026 explored how the sports broadcasting i...
18/03/2026
The 2026 NAB Show kicks off one month from today and SVG is once again set to cover the show from every angle. SVG's SportsTech@NAB Show Blog is now live - ...
18/03/2026
(L-R) The cast and crew of Dead Lover at The Ray Theater for its premiere at the 2025 Sundance Film Festival. (Photo by Robin Marshall/Shutterstock for Sundan...
18/03/2026
Yamaha C7 captured in Nashville
Wiltone Productions have announced the release of Music Row Piano, a deeply sampled Yamaha C7 piano library that's been ...
18/03/2026
Bass-enhancement plug-in upgraded
Along with a steady stream of new releases, Techivation have recently been revisiting some of the older plug-ins in their ...
18/03/2026
Mix-reference plug-in overhauled
iZotope's powerful mix-referencing plug-in has just reached its third major version, and now boasts a new capture proce...
18/03/2026
Latest EZKeys 2 expansion arrives
Toontrack's staggering collection of EZKeys 2 expansions has grown once again, and the latest instalment delivers a on...
18/03/2026
Jess Ho explores the politics of food in new SBS Audio podcast For The Culture
18 March, 2026
Media releases
New SBS Audio podcast For The Culture, hosted ...
18/03/2026
Future-ready broadcasts with ATSC 3.0 and enhanced services from Rohde & Schwarz...
18/03/2026
London Calling - When The Industry Convened to Help Streaming Find its MoJo In this blog, Laura Rognoni reflects on key discussions from the Connected TV World...
18/03/2026
SMPTE Unveils 2026 NAB Show Educational Presentations
Brie Clayton March 18, 2026
0 Comments
SMPTE , the home of media professionals, technologists, a...
18/03/2026
Auditel Ad Campaign Shot on Blackmagic PYXIS 12K
Brie Clayton March 18, 2026
0 Comments
LED wall virtual production blends 12K open gate acquisition w...
18/03/2026
Brainstorm transforms productivity and sustainability with Suite 7 at NAB Show 2...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
SMPTE , the home of media professionals, technologists, and engineers, today unveiled its educational presentations for the 2026 NAB Show. This year SMPTE will ...
18/03/2026
Maxon, maker of powerful, approachable software solutions for creators working in 2D and 3D design, motion graphics, visual effects, gaming, and more, today ann...
18/03/2026
Digital Alert Systems
Preview
2026 NAB Show
April 19 - 22
Booth C3452
At the 2026 NAB Show, Digital Alert Systems will showcase Version 6.0 of its DASDEC ...
18/03/2026
Setplex today announced that it will showcase its complete, fully integrated Zapflex platform for the first time at the 2026 NAB Show, introducing powerful new ...
18/03/2026
THIS ANNOUNCEMENT RELATES TO THE DISCLOSURE OF INFORMATION THAT QUALIFIED OR MAY HAVE QUALIFIED AS INSIDE INFORMATION WITHIN THE MEANING OF ARTICLE 7(1) OF THE ...
18/03/2026
COW Jobs: Seeking DP for Low Budget Dramedy - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Director of Photography for Low Budget Dramedy Fe...
18/03/2026
COW Jobs: Seeking Gaffer for Low Budget Dramedy - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Gaffer for Low Budget Dramedy Feature Film- I...
18/03/2026
COW Jobs: Seeking Location, Sound for Low Budget Dramedy - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Location/Sound for Low Budget Dramed...
18/03/2026
COW Jobs: Seeking Child Wrangler for Low Budget Film - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Child Wrangler for Low Budget Dramedy Fe...
18/03/2026
Calrec Redefines Broadcast Workflows at NAB 2026 with its Most Powerful Hardware...
18/03/2026
Oscar Nominated Two People Exchanging Saliva Posted with DaVinci Resolve Studio
Brie Clayton March 17, 2026
0 Comments
DaVinci Resolve Studio handle...
18/03/2026
Boston Conservatory Presents Celebrated Musical Satire Urinetown Performances for this Center Stage production will take place at Boston Conservatory Theater ...
18/03/2026
Charlie Puth Joins Switched on Pop at Berklee NYC The Berklee alum spoke with host and Berklee NYC professor Charlie Harding for a live taping, answering audi...
18/03/2026
X-Rite Pantone Demonstrates Advanced Color Management Solutions to Support Smart...
18/03/2026
Wednesday 18 March 2026
BAFTA winner James McAvoy to star in Sky Original serie...
18/03/2026
Wednesday 18 March 2026
Sky Sports and Zuffa Boxing announce multi-year agreement for the UK and Ireland
Sky Sports and Zuffa Boxing have announced a new mult...
18/03/2026
Wednesday 18 March 2026
Sky Unveils Poster and Trailer for Original Feature Fil...
18/03/2026
Wednesday 18 March 2026
UP NEXT: Sky presents a bold slate of new, premium acquired content
Sky reveals slate of newly acquired premium drama and comedy, as i...
18/03/2026
Wednesday 18 March 2026
UP NEXT: Sky unveils an unmissable genre-spanning slate...
18/03/2026
Back to All News
Preparatevi Alla Terza E Ultima Stagione De La Legge di Lidia ...
18/03/2026
Back to All News
Netflix Drops Teaser and First Look Images for The Chestnut M...
18/03/2026
New Playout-to-Delivery Capabilities Elevate ATSC 3.0 Experiences, Lower DTV In...
17/03/2026
NASA+'s Rebecca Sirmons and Brittany Brown offer unique look at live streami...
17/03/2026
The transition to IP has fundamentally reshaped professional media infrastructures. Video, audio, and increasingly metadata now circulate as independent, precis...