
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
03/01/2026
A still from OBEX by Albert Birney, an official selection of the 2025 Sundance...
02/01/2026
Freezing Florida: NHL's EVP, Entertainment Bob Chesterman on Taking the Wint...
02/01/2026
NHL Winter Classic 2026: TNT Sports Prepares for First NHL Outdoor Game in Sunsh...
02/01/2026
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
02/01/2026
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
02/01/2026
Any Given Day: Cork University Hospital premieres Wednesday 7 January on RT One and RT Player at 9:35pm
RT will debut a powerful new six-part documentary se...
02/01/2026
Friday 2 January 2026
All episodes of Heated Rivalry will be landing on Sky and...
02/01/2026
Sequins, chat shows, live sporting action, ground-breaking docuseries and brand-new Irish drama to kick off 2026
New Year, New Content Coming Soon across RT
...
01/01/2026
Latin Grammy Cultural Foundation Announces 2026 Noel Schajris Scholarship The scholarship will cover tuition and housing for one Berklee College of Music stud...
01/01/2026
New year, new games, all with RTX 5080-powered cloud energy. GeForce NOW is kicking off 2026 by looking back at an unforgettable year of wins and wildly high fr...
31/12/2025
Back to All News
NFL Christmas Gameday on Netflix Scores Again With the Lions-V...
30/12/2025
As the College Football Playoff Enters the Quarterfinals, ESPN Blows Out Its Meg...
30/12/2025
SVG's Best of 2025: Original ArticlesTake a look back at all our coverage of big-time productions, game-changing technologies, and state-of-the-art new faci...
30/12/2025
MELBOURNE, Fla., Dec. 30, 2025 - L3Harris Technologies (NYSE: LHX) will release its fourth quarter 2025 financial results before the market opens on Thursday, J...
30/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
30/12/2025
Your live countdown to 2026 with Inhaler, David Gray, Lyra, Garron Noone, Sharon...
30/12/2025
It marked the first civilian operational authorization for a HAPS flight in Europe, led by Space42's subsidiary, Mira Aerospace
The flight demonstrated HAP...
29/12/2025
San Francisco 49ers Strike Gold With Halftime Laser SpectacularStunning display caps $200 million renovation of Levi's Stadium techBy Dan Daley, Audio Edito...
29/12/2025
The Cup's Around the Corner: An Inside Look at Broadcast Preparations for th...
29/12/2025
SVG's Best of 2025: Longform VideoWatch the standout keynote conversations, deep dives, and panel discussions from the year for free on SVG PLAY!By Brandon ...
29/12/2025
From crisper Lossless audio and immersive music videos in beta to new Audiobooks+ plans, custom transitions between tracks, and in-app Messages, we keep levelin...
29/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
27/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
26/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
26/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
25/12/2025
Holiday lights are twinkling, hot cocoa's on the stove and gamers are settling in for a well-earned break.
Whether staying in or heading on a winter getawa...
24/12/2025
What is AI good for? Posted by MTI Film on December 24, 2025
What is AI good for?
What is AI good for?
It's been three years since ChatGPT first cap...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
RT has unveiled an exclusive first look at the new Dancing with the Stars promo...
24/12/2025
Back to All News
The Boyfriend' Season 2 Unveils Heartwarming Trailer, Key...
24/12/2025
Back to All News
Love, Fights, and Everything in Between: Badly in Love' Returns for Season 2
Entertainment
24 December 2025
GlobalJapan
Link copied t...
24/12/2025
Scripps Research study links sleep variability with sleep apnea and hypertension How consumers' digital activity trackers could enable personalized health s...
23/12/2025
How guilas Cibae as Dominican Winter League Games Are Locally Produced for Glob...
23/12/2025
BitFire's Jim Akimchuk on Supplying Scalability and Customization in the Clo...
23/12/2025
CAMB.AI Enables European Athletics to Offer Multi-Language SupportPlan is to eventually offer translation into all languages spoken in EuropeBy Ken Kerschbaumer...
23/12/2025
Analysis: As sports media values trend negative, scarcity and quality are king By Callum McCarthy, Editor-at-Large
Monday, December 22, 2025 - 14:08
Print ...
23/12/2025
ESPN, Disney, and NBA Return to the Animated Altcast Fray With Second Edition of...
23/12/2025
End the Year on a High Note and Donate to the Sports Broadcasting Fund Today!By Ken Kerschbaumer, Editorial Director
Tuesday, December 23, 2025 - 12:25 pm
P...
23/12/2025
The year is winding down, the weather outside is frightful, and it's the perfect time to escape into a story that warms the heart. For listeners looking for...
23/12/2025
A Zeus motor is hot fire tested at L3Harris' Camden, Arkansas, solid rocket ...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Lightware will exhibit several major product innovations at ISE 2026, including the new USB-C BOOSTER-V1, Google Meet. integration for various Taurus UCX models...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...