
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 ...
07/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/11/2026
COW Jobs: Production Manager - Las Cruces, NM
Brie Clayton November 6, 2026
0 Comments
Production Manager
November 5, 2026COW Jobs: Faith-Based UGC ...
06/11/2026
It's been a big week in Australia horse racing as the Victoria Racing Club (...
06/11/2026
Additional gear includes a second, outside drone; a second slo-mo unit; and a wi...
06/11/2026
The University of Alabama has installed a new Daktronics display system at Coleman Coliseum in Tuscaloosa. It includes a 360-degree centerhung with four underbe...
06/11/2026
NEP Americas, part of NEP Group, has expanded its remote production offering with new IP-based flypack production kits deployed from the U.S. and available to c...
06/11/2026
Telestream has appointed Joseph Hopkins Chief Revenue Officer. He has more than two decades of executive experience in media technology. In the role, he will fo...
06/11/2026
In-venue and creative video staffers at the professional and collegiate level ha...
06/11/2026
It's been nearly two years since MLS Productions made the move to WWE's ...
06/11/2026
All 30 clubs take the field Saturday, and every camera, graphic, and feed runs t...
06/11/2026
Latest official Oberheim collaboration arrives
Following on from the launch of their new and improved website, GForce Software have released their latest of...
06/11/2026
Pro Tools Extensions, MPE support & more
Avid have just released Pro Tools 2026.11, which introduces built-in stem separation, a new Extensions format that ...
06/11/2026
Interface range can now run captures on internal DSP
Heritage Audio have just launched a firmware update that makes it possible for their i73 Pro audio inte...
06/11/2026
SMALL TOWN. BIG DREAMS. ABSOLUTE MAYHEM. The crown is up for grabs in bold new S...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Maxon Expands Creative Possibilities with New Touch and Spatial Experiences in Cinema 4D and ZBrush for Apple Products New capabilities let artists interact wi...
06/11/2026
Big Daddy Kane to Be Inducted Into Berklee's Hip-Hop Hall of Fame The Grammy-winning emcee joins an iconic roster of inductees in an event that features s...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/11/2026
Black Friday Deals from Flanders Scientific, Inc - An Atomos Company
Brie Clayton November 5, 2026
0 Comments
Purchase any FSI monitor between now and...
06/11/2026
COW Jobs: Faith-Based UGC Video Creator - Remote
Brie Clayton November 5, 2026
0 Comments
Faith-Based UGC Video Creator (Remote, Part-Time)
November...
06/11/2026
Friday 6 November 2026
That's Christmas Sorted: Sky brings entertainment ic...
06/11/2026
Fox Corporation Completes Acquisition of Roku FOX Is Now One of the Leading Streaming Businesses in the U.S., Inclusive of Roku, Tubi and FOX One
Roku's...
06/11/2026
18-20 November
Hall 6, stand #6413 (Restar Communications)
Come and see us in Tokyo at InterBEE 2026, where you will find us with our partner Restar Communica...
06/11/2026
Discover a week of themed programming and content across RT 's services
Documentaries | Kids | Podcasts | Ireland's city of the future | More
Includes...
06/11/2026
A year ago, NVIDIA open sourced its Aerial wireless software, joining Sionna and...
05/11/2026
The Chicago native has emerged as a leader at Marquette's student-run production operation, directing broadcasts, mentoring peers, and building toward a car...
05/11/2026
Sky Sports will broadcast the inaugural 2026 and 2027 seasons of the women's TGL (WTGL) exclusively in the UK, as part of an expansion of its golf rights th...
05/11/2026
CP Communications worked with Gravity Media to bring Gravity's SMARThead rob...
05/11/2026
Gravity Media developed a remote production solution for Beyond Productions'...
05/11/2026
Canon U.S.A. has announced a firmware update for its Cinema EOS cameras, includi...
05/11/2026
Canon Inc. is celebrating the 15th anniversary of the Cinema EOS System this month, Canon U.S.A. announced. Launched in 2011 for professional video production, ...
05/11/2026
Canon U.S.A. has announced new Cinema EOS Lens Kits and an EOS C50 Videographer Kit. Sales are scheduled to begin in mid-November 2026.
The lens kits pair the ...
05/11/2026
Dick Stockton's broadcasting career was marked by longevity, versatility, an...
05/11/2026
The United Football League Draft is set to take place at Ball Park Village in St. Louis on beginning on November 18 and the UFL today announced that players fro...
05/11/2026
Most compact Qu-series consoles to date
Allen & Heath have just revealed two new additions to their Qu digital mixer line-up, the Qu-3 and Qu-3D. The new ar...
05/11/2026
We take a look at the first touchscreen-equipped Mac Peter Gabriel once sang: I have the touch. Now we all do. The new MacBook Pro with PROLED XDR Display b...
05/11/2026
SGL Carbon's consolidated sales in the first nine months of 2026 totaled 59...
05/11/2026
Rohde & Schwarz and Pegatron validate FR3 phased array technology for dual strea...
05/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...