
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
More from Sports Video Group
02/04/2026
HBO and NFL Films have announced Hard Knocks: Training Camp with the Seattle Sea...
02/04/2026
Haivision has announced the Makito ONE, a single-blade video encoding and decoding platform, at NAB Show 2026. The platform combines dual-channel video encoding...
02/04/2026
Telestream has introduced UP.Lens, a cloud-based multiviewer and monitoring serv...
02/04/2026
Mark Roberts Motion Control (MRMC) will exhibit at NAB Show 2026 (Booth C5220, April 19-22, Las Vegas Convention Center), marking the company's 60th anniver...
02/04/2026
Net Insight has introduced programmable Trust Boundaries, a feature integrated i...
02/04/2026
Bitmovin has announced support for SGAI (Server-Guided Ad Insertion) in its playback products, using HLS interstitials. SGAI combines elements of client-side an...
02/04/2026
Riedel Communications' SimplyLive RiMotion R12 replay system is supporting B...
02/04/2026
LTN, a managed IP video transport company, and Ateme, a video compression and de...
02/04/2026
Harmonic has announced that TDF, a broadcast infrastructure operator in France, has deployed Harmonic's XOS Advanced Media Processor and ProStream X Video S...
02/04/2026
Eluvio and the United Rugby Championship (URC) have announced first-year results...
02/04/2026
The Kansas City Current and Scripps Sports have announced that ION will broadcas...
02/04/2026
ESPN will debut Courtside at the Women's Final Four Presented by AT&T, an alt-cast airing Friday, April 3 at 7 p.m. and 9:30 p.m. ET on ESPN2, and Sunday, A...
02/04/2026
The Professional Audio Manufacturers Alliance (PAMA) and Shure Incorporated are ...
02/04/2026
ESPN's MegaCast Coverage of 2026 NCAA Women's Final Four Begins Friday, ...
02/04/2026
DAZN has announced the launch of DAZN Playmakers, a global influencer program designed to build a network of sports content creators. The programme will give cr...
02/04/2026
Tony Cole, Jessica Lee shift into new roles reporting to ESPN SVP/Content Operations Chris Calcinari....
02/04/2026
Michigan's Fab Five will reunite for an alternate presentation of the Mich...
02/04/2026
Real-time tracking, virtual production, and Pixar storytelling converge for Apri...
02/04/2026
NASA's long-awaited Artemis II mission has launched four astronauts on a 10-day journey around the moon, marking the first manned launch toward the moon sin...
01/04/2026
As sports media organization continue to seek out new ways to streamline their p...
01/04/2026
The SVG GFX Forum hit New York City earlier this month for a day packed with sessions focused on the creative strategy and technology behind today's cutting...
31/03/2026
MeyerPro delivered the LED production for the Microsoft Ignite 2025 keynote at Chase Center in San Francisco, using more than 2,700 ROE Visual panels across mul...
31/03/2026
The Media Coding Industry Forum (MC-IF) is expanding membership outreach in 2026...
31/03/2026
ViewLift and MyOutdoorTV (MOTV) have announced the launch of ViewLift Conversational AI Search on the MyOutdoorTV platform. The feature enables natural language...
31/03/2026
The Atlanta Braves and Gray Media have announced a multi-year agreement to simul...
31/03/2026
Gravity Media has delivered broadcast services for TAB Golden Slipper Day at Rosehill Gardens on March 21 and will now cover The Star Championships at Royal Ran...
31/03/2026
Synamedia has announced that Mileto Tecnologia, a Brazilian pay-TV operator, has selected the Synamedia Go platform for its OTT expansion. Mileto is also deploy...
31/03/2026
KMH Integration will attend NAB Show in Las Vegas with a focus on what the company calls AV Casting - an approach built on the idea that professional AV and bro...
31/03/2026
Prime Video will carry live coverage of the first and second rounds of the 2026 Masters Tournament, beginning at 1:00 p.m. ET on Thursday, April 9 and Friday, A...
31/03/2026
The NHL and its U.S. and Canadian broadcast partners have announced a collaborat...
31/03/2026
Daktronics has partnered with Wake Forest to manufacture and install a new end z...
31/03/2026
The National Football League has announced that Las Vegas will host Super Bowl LXIII in 2029 at Allegiant Stadium. The announcement was made at the NFL Annual M...
31/03/2026
The NFL has announced a partnership with TMRW Sports to develop and operate a professional flag football league for women and men. The league will launch with i...
31/03/2026
Sennheiser's Spectera wideband bidirectional wireless system was used by bot...
31/03/2026
Sports Studio Inc., the company behind Free Live Sports, has announced the formation of an Advisory Board with five media and technology executives.
Each of o...
31/03/2026
PSSI and Appear have announced a new phase in their collaboration, with PSSI deploying Appear's X Platform to upgrade its mobile fleet and PSSI Internationa...
31/03/2026
As sports media organization continue to seek out new ways to streamline their p...
31/03/2026
With two new expansion teams and viewership/attendance on the rise, the league's production/broadcast arm and its partner NEP Connected Solutions are busier...
30/03/2026
Manifold Technologies, a Germany-based provider of cloud infrastructure for live broadcast production, will demonstrate support for 400GbE COTS FPGA accelerator...
30/03/2026
Boland Communications will introduce its QD4K315HDR10, a 31.5-inch QD-OLED monitor, at NAB Show 2026 (Booth C3519, April 18-22). The company is also introducing...
30/03/2026
PTZOptics will demonstrate its Move 4K PTZ cameras and Horizon web-based control platform at NAB Show 2026 (Booth N1902).
Move 4K with Horizon is now available...
30/03/2026
Net Insight will demonstrate the next version of Nimbra Edge, its orchestration and control layer for live media services across multi-domain environments, at N...
30/03/2026
Appear ASA will exhibit at NAB Show 2026 (Booth W1531, April 19-22, Las Vegas). The company completed an IPO in November 2025.
Our customer-first approach is ...
30/03/2026
Harmonic has announced new capabilities for its sports streaming platform, covering multiview, programmatic advertising, in-stream advertising, and content wate...
30/03/2026
Ateme (Booth W1723) will demonstrate broadcast, streaming, and AI-driven media workflow solutions at NAB Show 2026.
GenAI and Agentic AI
Ateme will demonstrat...
30/03/2026
Bitmovin has announced new capabilities for Player Web X, its web video player, ...
30/03/2026
The 2026 NAB Show (April 18-22, exhibits April 19-22, Las Vegas Convention Center) will host Brazil's Minister of Communications, Frederico de Siqueira Filh...
30/03/2026
EVS will exhibit at NAB Show 2026 (Booth N1841), highlighting new products and updates across its live production portfolio, including the debut of T-Motion med...
30/03/2026
Solid State Logic will demonstrate its virtualized System T platform at NAB Show 2026 (Booth C6907). Demonstrations will include the VTE1 virtual DSP engine, ne...
30/03/2026
Globecast will exhibit at NAB Show 2026 (Booth W3335), highlighting its hybrid service model spanning satellite, IP, fiber, and cloud.
The company will demonst...