🏈 @Unexpected_Pts newsletter/pod. Previously Data Scientist @PFF. Stats are numbers, numbers are nerds, nerds are losers. Therefore, stats are losers

Joined May 2014
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2026 NFL Offseason Improvement Index is up and running @Unexpected_Pts Compares end-of-season roster point-differential projections to those reflecting offseason changes, including draft capital effects. It doesn't project this well *every* offseason, but 2025 results were solid: Top-3: Patriots, Bears & Panthers Bottom-3: Chiefs, Jets, Eagles
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Kevin Cole retweeted
The Ravens are hiring a data scientist (jobs.dayforcehcm.com/en-US/b…) and football systems developer (jobs.dayforcehcm.com/en-US/b…)
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Kevin Cole retweeted
A ton of interesting stuff in this article about how the Panthers utilize the talents of former PFF’er @ericeager_ who is profiled in my book and was a frequent Purple Insider guest once upon a time panthers.com/news/inside-the…
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Kevin Cole retweeted
Today's show is available in Podcast Form NOW! Richard Thaler, Nobel Laureate and Professor at the University of Chicago, and Benjamin Robinson, Founder of Grinding the Mocks discuss the impact of cognitive bias, valuation frameworks and data strategies on NFL draft selections. Listen HERE: 👇👇👇 podcasts.apple.com/us/podcas…
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"While I’m a strong advocate of process-based thinking and assessment, I have to admit #teamresults has a point. It’s not that their method of waiting years after the draft to have an opinion makes any sense - it doesn’t. It’s that nearly all of the draft grades you will see this week will do a poor job emphasizing the decisions that have real predictive power. "Most draft grades will focus on the individual player selections, and whether their rank ordering aligns with the pre-draft opinions of the analyst. If media draft experts build their credibility on the hammer of player evaluation, then draft assessment becomes the nail of agreeing or disagreeing with the valuation of the players selected." unexpectedpoints.com/p/insta…
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"It’s difficult for most people to understand that what’s ultimately the most impactful aspect of a decision (the specific prospect chosen) isn’t the best way to judge the decision. If you’re playing the lottery, the most impactful decision will be the number you choose, but we don’t give someone credit for great number-picking if they win. "While the draft isn’t as inherently random at the lottery, the degree to which there can be relative advantage in prospect evaluation is mostly whittled away by 32 teams of experts who are all very good at their jobs." unexpectedpoints.com/p/insta…
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The Eagles gave up a lot of trade value to sign a veteran player to a market contract. But they more than made up for it in their draft pick positional value. All my draft grades and surplus value calculations here unexpectedpoints.com/p/2026-…
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See some commentary on the Orlovsky quote. He's right in saying the Rams likely "are" not one WR3 away from winning the Super Bowl, which is different than saying they "were" not one player away last season
"This is a Sean McVay decision. Make no doubts about it." —@PSchrags "If you think the Rams are 52 catches and 4 touchdowns away from a wide receiver from going to the Super Bowl and winning it, you're out of your mind." —@danorlovsky7 "I want guys that can help me right now win a Super Bowl." —@damienwoody The crew reacts to the Rams drafting QB Ty Simpson 👀
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Sure, if you know Stafford won't get injured, and the entire team will play at a Super Bowl level, and you'll make it deep into playoffs, and your other attempts to fill needed receiver positions will fail, then there's an obvious case that you need to draft a WR. But you don't know all those things
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Analytical AFC Draft Grade @Unexpected_Pts The most objective analysis of draft value gained/lost, looking at trades, positional value and selection (reach/steal) effects, all through the lens of surplus value ($$)
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Kevin Cole retweeted
We already have a pretty good framework (backed by data) about what constitutes bad and good process in the draft, making it easier to judge teams in this way. Plus, @KevinCole___ has done the research on why waiting is even worse. open.substack.com/pub/unexpe…
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Biggest "reach" in the first round according to the consensus big board: Malachi Lawrence By consensus mock drafts: Caleb Banks Biggest "steal" by both metrics: Keldric Faulk
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My full analysis of the first round, including surplus value calculations for every pick and commentary open.substack.com/pub/unexpe…
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This plot represents what I base draft surplus value calculations on by position. Surplus value = "NFL Value" or contract cost for an equivalent veteran player - rookie contract cost Everything denominated in percentage of salary cap
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Preview of what will be available on @Unexpected_Pts tomorrow morning: Analytical analysis of the first round by estimated surplus value for every pick. Also reach/steal metrics using consensus data from big boards (@jacklich10) and mock drafts (@benj_robinson)
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Big update to the @Unexpected_Pts Offseason Improvement Index with the Dexter Lawrence trade. Bengals now in the top-10, Giants fall into the bottom-4. 160 player transactions built into the index, with individual player valuations for every transaction
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The full article with tables for every player transaction valuation here, plus a link to the subscriber google sheet with all the downloadable site metrics open.substack.com/pub/unexpe…
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The big question for the Bengals on the Dexter Lawrence trade is how many prime years do you think he'll produce *going forward* If you assume (perhaps generously) a prime through his age-31 season, Lawrence would have three more prime years. Post-trade prime years by the same assumption: Quinnen Williams: 3.5 years Micah Parsons: 6 years DeForest Buckner: 6 years Khalil Mack: 5 years
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The fact that we're seeing these huge trade values for Lawrence and Williams adds to the general trend of teams getting more comfortable with going "all-in" on shorter windows, assuming you have the elite QB in place
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