
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 ...
28/10/2026
SDI Failsafe IP Routing: Inside the UTAH-400 Series 2 Router A pure-IP routing core has no inherent fallback. When the ST 2110 network degrades, when the PTP gr...
28/10/2026
MLB Network is nearly all-day media day coverage across MLB Now, MLB Central, ML...
28/10/2026
Voyage Audio and Shure microphones are in the forefront of the sector's transition to digital
Microphones may have come late to the digital table, but they...
28/10/2026
Having long resisted the transition, broadcast audio's most fundamental element is finally entering the digital era
About 25 years ago, a microphone manufa...
28/10/2026
The Wireless Microphone Spectrum Alliance (WMSA), formed in 2025 to raise awareness with government entities about wireless microphone operations, has held meet...
28/10/2026
Telos Aliiance was at the recently held IBC in Amsterdam once again representing its brands which include Axia Audio, Omnia Audio, Telos Systems, 25-Seven Syste...
28/10/2026
SPORTEL Monaco 2026 wrapped up three days of high-level business, international ...
28/10/2026
By Ramona Flume
One of the most exciting things about the Sundance Film Festiva...
28/10/2026
By Jessica Herndon
One of the most exciting things about the Sundance Film Fest...
28/10/2026
Co-Presented by Letterboxd
BOULDER, Colorado, October 21, 2026 - The nonprofit Sundance Institute announced today the Legacy program for the 2027 Sundance Film...
28/10/2026
Two full-range, flat-response amps revealed
Moog's latest announcement may come as a bit of a surprise to many, as rather than introducing a new synth, ...
28/10/2026
Annual event returns for 12th year in Bristol, UK
Returning for its 12th year, the annual Audio Developer Conference is set to take place between 9-11 Novem...
28/10/2026
Automation updates, Dim Solo mode, multiple Marker Tracks, MIDI 2.0 support & much more
The latest version of Fender's DAW software has just arrived, de...
28/10/2026
Combines tuning & harmony generation
Klevgrand's latest release offers a simplified take on Altitude, the pitch-correction and harmony-generation plug-i...
28/10/2026
Digital Originals backs the next wave of Australian screen talent
28 October, 2026
Media releases
SBS, National Indigenous Television (NITV) and Screen Aus...
28/10/2026
Behind every jinx is a story: Comedian Ting Lim takes a light-hearted look at su...
28/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/10/2026
Sift Clips Now Searches Frame.io Footage
Brie Clayton October 28, 2026
0 Comments
Frame.io search has now been added to Sift Clips. This new feature l...
28/10/2026
Choco Film Adopts DaVinci Resolve Studio and Blackmagic Cloud for Its Editing Wo...
28/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/10/2026
Rise AV has announced the 23 women selected for its 2026 Elevate programme, bringing together professionals from 20 organisations across the UK, Ireland, German...
28/10/2026
MTV Oy, Finland's largest commercial broadcaster, has long been recognized for its ability to deliver fast, reliable and engaging content across news, curre...
28/10/2026
LA JOLLA, CA-The shifty hepatitis C virus (HCV) has a knack for outmaneuvering t...
28/10/2026
Digital Originals backs the next wave of Australian screen talent 28 October 2026
2026 Digital Originals cohort. Photo credit: Teniola Komolafe.
SBS, National...
28/10/2026
COW Jobs: Managing Video Editor - Remote
Brie Clayton October 27, 2026
0 Comments
Managing Video Editor
October 27, 2026COW Jobs: Production......
28/10/2026
COW Jobs: Production Manager
Brie Clayton October 27, 2026
0 Comments
Production Manager
October 27, 2026COW Jobs: Managing Video Editor -......
28/10/2026
Wednesday 28 October 2026
Claire Goodlass joins Sky as Commissioning Editor, Documentaries
Sky has appointed Claire Goodlass as Commissioning Editor, Document...
28/10/2026
Proximic by Comscore Expands Integration Across Magnites CTV Ecosystem First real-time contextual integration across Magnite SpringServe connects audience int...
28/10/2026
NVIDIA RTX Spark powers thin and light laptops built for everything that developers, creators and gamers do.
RTX Spark laptops are now available from ASUS, Del...
28/10/2026
RT is developing its next Statement of Strategy and wants to hear the views of people across Ireland the audience we serve. RT New Direction remains RT '...
27/10/2026
Satellite, bonded cellular, and IP- and cloud-based solutions. Those are three o...
27/10/2026
Eutelsat has renewed its partnership with Qatar Media Corporation (QMC), Qatar...
27/10/2026
PROTON Camera Innovations GmbH will show the PROTON FLEXY at SATIS 2026 (Booth A13-B12), after the camera won a Best in Market award in the ProAV category at IB...
27/10/2026
ATSC, the Broadcast Standards Association, has reported results from a laboratory validation and live demonstration in Brazil of interference cancellation and s...
27/10/2026
The PGA Tour announced Monday that Brian Gordon has joined PGA Tour Studios as executive producer and head of live content. He began with the Tour on Oct. 26 an...
27/10/2026
The NBA has announced agreements to establish a framework for NBA-related predic...
27/10/2026
Apple Music, the NFL and Roc Nation have announced that JAY-Z will perform at the Apple Music Super Bowl LXI Halftime Show at SoFi Stadium in Los Angeles on Sun...
27/10/2026
DIRECTV and DAZN have signed a multi-year distribution agreement for local telec...
27/10/2026
The NHL has announced NHL Monday Night Hockey, a new initiative that will bring 11 live NHL games to fans across Europe in local primetime windows on Monday nig...
27/10/2026
Telef nica Servicios Audiovisuales (TSA) has deployed Grass Valley AMPP for Movi...
27/10/2026
SES and CANAL have extended their partnership through 2040 with a multi-year agreement covering satellite capacity across Europe, Africa and the Caribbean.
Un...
27/10/2026
Gravity Media deployed a flypack production system and RF cameras for Red Bull R...
27/10/2026
Appear has announced that NSC TV, a TV Globo affiliate in Brazil, has selected t...
27/10/2026
MLB's Ryan Zander discusses the league's work to integrate the ABS Chall...
27/10/2026
Pictured: Filmmaker Vero Kompalic (Photo by Gia Rigoli)
By Vero Kompalic
This is the last picture I ever took in Venezuela.
I had seen the girl in the row ah...