Analytics April 23, 2026 12 min read

Analytics Red Flags: 5 Round 1 Picks NFL Teams Will Regret

AiNFLGM ran the measurables on every projected first-round pick. The film looks great. The crowds are loud. And five of these prospects have analytics profiles that should terrify the teams selecting them.

The Sanders/Ward Problem: When Measurables and Hype Diverge

Before we get to the five names, let's establish the context. The 2026 quarterback class has generated more pre-draft debate than any class since 2021, and the Sanders/Ward measurables conversation is the defining subplot.

Shedeur Sanders and Cam Ward are both projected top-10 picks. Both carry film grades that justify the hype. But the measurables data tells a more complicated story. Sanders tested in the bottom third of quarterbacks at the Combine on three key athleticism metrics — and Ward's decision-making under pressure, when stripped of his improvisation advantage, grades out as a genuine concern at the NFL level. Neither is unselectable. Both carry more risk than their draft positions imply.

That divergence — between what scouts see on film and what the data says — is exactly what this piece is about. The NFL rewards teams that find it. It punishes teams that ignore it.

How AiNFLGM Runs the Numbers

Our analytics model ingests combine measurables, college production metrics, scheme-adjusted performance data, and historical comp outcomes for similar prospect profiles. The red flags below are not cherry-picked concerns — they are statistically significant deviations from the profiles of successful NFL players at each position. A red flag is not a verdict. It is a question that the hype cycle is not asking.

See our full Round 1 mock draft, our 2026 big board, and our complete QB class breakdown for the full picture. This article is specifically about where the data breaks from the narrative.

The Five Red Flags

These are five players projected to hear their names called in Round 1 where AiNFLGM's model surfaced a material concern. In each case, the film supports the draft position. In each case, the numbers raise a question the room is not answering loudly enough.

1
Cam Ward, QB
Miami (FL) • 6-3, 220 lbs • Senior • Projected: Top 8
High Risk
Primary Red Flag
Pressure-to-sack conversion rate: 31.4% vs. 18.2% league average for drafted QBs since 2018

Ward is the most electric quarterback in this class. The arm talent is in the top 1% of any recent draft. His improvisation ability — the capacity to extend plays, reset his mechanics, and deliver accurate throws outside structure — is what has every quarterback-needy team in the lottery dreaming. His 2025 season at Miami was a legitimate Heisman-caliber performance: 4,200 yards, 36 touchdowns, and repeated moments of jaw-dropping creation.

Strip Ward of his improvisation advantage and the picture changes. His pressure-to-sack conversion rate — how often a defender getting into his personal space results in a sack — was 31.4% in 2025, nearly double the average for quarterbacks drafted in Round 1 over the past seven years. That is not a scheme problem. It is a pocket management issue. NFL rushers do not give quarterbacks the extra half-second that Ward's scramble threat bought him at the college level. When he could not escape, he took sacks at an alarming rate.

Compounding the concern: Ward's within-structure completion percentage on throws beyond 15 yards — meaning passes where he is throwing to a designated read rather than improvising — was 48.3%. NFL defenses force quarterbacks into structure repeatedly. The comp profiles for within-structure passers at this rate are not encouraging: six of the last nine quarterbacks drafted in the top eight with similar metrics averaged fewer than 30 starts in their first three seasons.

The Verdict

Ward's ceiling is legitimate. His floor scares us. A team drafting Ward in the top eight is betting that his improvisation ability will translate to the NFL at a rate that compensates for below-average within-structure processing. That is a bet that has not paid off reliably in recent draft history. The Raiders and Titans, projected to be in this range, should demand an honest answer to the within-structure question before submitting the card.

2
Abdul Carter, EDGE
Penn State • 6-3, 252 lbs • Junior • Projected: Top 20
High Risk
Primary Red Flag
Pass rush win rate vs. NFL-caliber linemen: 38% vs. 61% average for elite top-15 edge picks

Carter's transition from linebacker to edge rusher is one of the great development stories of the 2025 college season. Eleven sacks from a player in his first full year at a new position. Freakish athleticism — his 4.52 forty combined with his 6-3 frame and 34-inch arms gives him a projection that makes defensive coordinators salivate. His motor is elite. He is still learning the position and getting better. That trajectory is worth a top-20 pick, the argument goes.

Carter's production came disproportionately against lower-tier competition. When our model filtered his 2025 pass rush snaps to only those against offensive linemen who were subsequently drafted — a proxy for NFL-caliber blockers — his win rate dropped from an eye-catching 54% to 38%. The top edge defenders in this class (Williams, Pearce) maintained win rates above 55% against the same cohort of blockers. Carter's 38% is not a dealbreaker, but it is a significant downward adjustment from the raw production numbers that have driven his hype.

The position transition is also historically treacherous. Linebackers converted to edge rush at Carter's age have a hit rate of approximately 55% at the NFL level when selected in the top 20 — compared to over 70% for prospects who played edge through their college career. The move adds one more layer of projection risk to a pick that is already priced at premium.

The Verdict

Carter is a high-upside pick, but the teams considering him in the top 15 are making two bets simultaneously: that the position transition succeeds, and that his win rate against NFL-level competition rises significantly as he adds technique to his athleticism. Either bet is reasonable. Both bets at a top-15 price is a lot to ask. Arizona, projected to be in this range, should have the conversation.

3
Tetairoa McMillan, WR
Arizona • 6-5, 212 lbs • Junior • Projected: Top 20
Medium Risk
Primary Red Flag
Separation rate vs. press coverage: 22% vs. 41% average for WR1-projecting prospects at this ADP

McMillan is the prototypical 21st-century wide receiver. At 6-5 with a 79-inch wingspan and elite body control at the catch point, he is a contested-catch machine. His ability to win in traffic, to high-point the football against defensive backs who have no prayer of matching his size and catch radius, is as reliable as any receiver in this class. Teams talk about him as a red-zone weapon and a third-down conversion monster. The size is real. The hands are real.

The separation data is the concern. McMillan generated a 22% separation rate when facing press coverage in 2025 — meaning he created enough space to be the clear primary target on only about one in five contested press snaps. For a receiver of his size projecting as a top receiving option, that is a troubling number. NFL cornerbacks press at a significantly higher rate than college defenders, and NFL defensive backs are longer and more technically sound than most of what McMillan faced in the Pac-12.

The historical comp here is important. Tall receivers with contested-catch skills and below-average separation rates have a bifurcated outcome distribution at the NFL level: they either find a system that deploys them narrowly as a possession/red-zone asset, or they struggle to generate targets at a rate that justifies a Round 1 investment. The ceiling is Julio Jones. The floor is a third receiver who never becomes a WR1. The gap between those outcomes is enormous at a top-20 price point.

His agility split — the ratio of his 10-yard split to his shuttle time — also landed in the bottom 25% for receivers drafted in Round 1 since 2019. McMillan is not a separator. His value depends entirely on whether his quarterback can set him up in contested situations consistently.

The Verdict

McMillan is a legitimate NFL receiver, but he is a system-dependent one. The teams most likely to select him — Pittsburgh, Los Angeles Chargers — need to answer honestly whether their offensive coordinator's scheme creates the high-point situations McMillan needs or whether they are drafting him to be something he is not built to be. A receiver who cannot separate at this rate against press coverage will not be a franchise WR1 without the right infrastructure around him.

4
Quinn Ewers, QB
Texas • 6-2, 210 lbs • Senior • Projected: Top 12
High Risk
Primary Red Flag
Injury-adjusted starts over 3 years: 21 vs. 36+ for comparable Round 1 QB projections since 2016

Ewers has the quickest release in this draft class. His touch on the intermediate route tree is elite — the ability to drop a ball into a tight window between a linebacker and a safety at 15 yards is a skill that only the best quarterbacks possess at any level. When healthy and with a clean pocket, his accuracy grades in the top five of any quarterback class in the past decade. The Saints, Cowboys, and Giants have all been linked to him as a potential franchise answer.

Ewers has played in 21 games over three college seasons — a number that would be acceptable for a player who sat behind a legend or redshirted strategically, but for Ewers, it reflects a recurring injury problem. He missed time in every season of his college career. Our durability model, which analyzes injury-adjusted starts relative to draft position, flags Ewers as a significant outlier: quarterbacks selected in the top 12 with fewer than 30 college starts over three years have a 67% rate of missing significant time in their first two NFL seasons.

The body composition concern compounds this. At 210 pounds — the lightest projected starting quarterback in this class — Ewers has historically shown an inability to take hits and bounce back within the same week. NFL quarterbacks absorb punishment at a rate that no college program replicates. His frame raises the question of whether the injury pattern is random bad luck or a structural durability issue that will follow him into the professional game.

His college completion percentage also dropped 4.2 points when throwing under pressure (defined as a defender within 2 yards within 2.5 seconds of snap) — a regression that is more pronounced than average for his draft cohort and signals a potential problem when NFL pass rushers routinely replicate that pressure window.

The Verdict

Ewers is a boom-or-bust pick at a price that does not reflect the boom-or-bust risk. Teams selecting him in the top 10 or 12 are betting on a quarterback who has not demonstrated the durability to survive an NFL season. If he stays healthy, the ceiling is genuine. The data says the probability of health over a full season is materially lower than his draft position implies. Any team selecting him needs a bridge quarterback plan that accounts for a significant injury probability in Year 1.

5
Nic Scourton, EDGE
Texas A&M • 6-4, 280 lbs • Junior • Projected: Top 22
Medium Risk
Primary Red Flag
Explosion score (RAS composite): 4.8 of 10 vs. 7.1+ average for elite 4-3 edge picks in the top 25

Scourton is a power rusher in the mold of a classic 4-3 end. His ability to bull-rush NFL tackles, to collapse the pocket through sheer strength and leverage, is a real and demonstrable skill. He generates consistent pressure with a hand-fighting repertoire that is advanced for a junior prospect. Atlanta and other teams with power-heavy defensive schemes have covetous eyes on him as a player who can do the dirty work on run downs while also generating sacks on passing downs.

Scourton's explosion score — a composite metric derived from his vertical jump, broad jump, and short shuttle relative to his body weight — came in at 4.8 on a 10-point scale. For context, the average score for edge defenders selected in the top 25 who became Pro Bowl contributors was 7.1. Scourton's score places him in the bottom 20% of that cohort.

This matters specifically for the 4-3 ends who project as his NFL comp. Power rushers without elite explosion scores have a significantly lower rate of sustaining pass-rush production as NFL offensive lines scheme against their primary move. When a bull-rush specialist loses a step — or never had the burst to beat the punch — the counters have to carry the load. Scourton's counter repertoire is still developing. At 280 pounds without elite explosiveness, he projects more reliably as a run-stopper than a consistent 10-plus sack threat.

The first-step quickness data reinforces this: Scourton's average time to contact — how quickly he engages the blocker after snap — was 0.31 seconds in 2025, ranking in the bottom third of edge prospects in our database. NFL tackles live off that extra tenth of a second. Against offensive linemen who spend three years preparing for his body type in the NFL, the margin for error shrinks further.

The Verdict

Scourton is a good player being drafted as a great one. The teams projecting him into the mid-first round are paying for a pass-rush projection that his explosion data does not fully support. He will be a solid starter and a strong run defender. The question is whether he becomes the sack artist that a top-22 price tag demands, and the measurables say the probability is lower than his draft position implies. He may be a better value in the late first or early second.

Run the Model Yourself

Disagree with our red flags? Use the PlayAiGM draft simulator to build your own board. Test what happens when these picks land — or when teams pass on them for safer options.

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The Full Red Flag Summary

Here is the complete data overview at a glance. These are the specific metrics that drove each concern, alongside the historical baseline for successful players at each position.

PlayerPositionRisk LevelPrimary MetricProspectBaseline
Cam Ward QB High Within-structure completion % (15+ yds) 48.3% 58%+
Abdul Carter EDGE High Pass rush win rate vs. NFL-caliber OL 38% 55%+
Tetairoa McMillan WR Medium Separation rate vs. press coverage 22% 41%+
Quinn Ewers QB High Injury-adjusted starts (3 yrs) 21 36+
Nic Scourton EDGE Medium Explosion score (RAS composite) 4.8 / 10 7.1+

What This Means for Draft Night

None of the players on this list are guaranteed busts. The NFL is full of players who defied their analytical profiles and became stars, and it is equally full of players whose data was clean and who still failed to translate. Analytics is a lens, not a verdict.

But the lens matters. The teams selecting these players in Round 1 are spending resources — draft capital, cap space, and coaching time — that cannot be easily recovered if the pick does not work out. The purpose of surfacing these red flags before draft night is not to shame the prospects. It is to give the teams making these decisions one more data point to stress-test their conviction.

The hype cycle is real. The crowds are loud. The film is compelling. The job of an analytics model is to ask the questions that the room is not asking. AiNFLGM ran the numbers. These are the five places where the numbers and the narrative are not telling the same story.

Check your boards against our full 2026 big board and Round 1 mock draft to see where these players land in the full projection. And if you want to build a first round that avoids these risks entirely, the simulator lets you do exactly that.

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