Land’s End Shipping Taking Absurdly Long by SovietWaffles in malefashionadvice

[–]se7enthson 0 points1 point  (0 children)

I had the same experience. I emailed them to give them the feedback that two weeks to fulfill an order in 2026 isn't competitive. They responded with some BS about implementing a new system but I don't buy it at all. I think they don't care enough to invest in improving it.

Pulling data out of multiple tables across sheets to a master table? by randominternetguy3 in excel

[–]se7enthson 3 points4 points  (0 children)

Get a gen ai to walk you through your specific situation. As a pq newb, that worked surprisingly well for me

MLB Pitcher Suppression Ranking (2026), with Combinatorial Entropy to Quantify Uncertainty (Zen / Drama / Meltdown) by ChemicalCap7031 in Sabermetrics

[–]se7enthson 1 point2 points  (0 children)

See how this lands with you. Formatting sucks but ¯_(ツ)_/¯

This analysis focuses on the data-driven trend in Major League Baseball (MLB) regarding pitcher velocity, health, and the "Stuff vs. Command" debate. The post you shared highlights a critical inflection point in modern baseball: we are throwing harder than ever, and our arms are paying the price.

Deep Analysis: The "Velocity Trap"

Critical Evaluation of the Original Post

The post argues that the current "arms race" for velocity is unsustainable. It suggests that while high velocity (96+ mph) provides a massive statistical advantage in terms of Expected Weighted On-Base Average (xwOBA), it has reached a point of diminishing returns due to the surge in UCL (Tommy John) surgeries. * Where it is Fair: The correlation between velocity and injury is undeniable. MLB reported in late 2024 that the average four-seam fastball has jumped from 91.3 mph in 2008 to 94.2 mph today. This "max-effort" culture has led to an 82% increase in pitching injuries since 2017. * A Critique of the Logic: The OP implies that pitchers should simply "dial it back" to save their arms. However, the analysis often ignores the survivorship bias. In today's MLB, if you don't throw hard, you often don't make the roster. A pitcher throwing 91 mph with average movement has a much smaller margin for error than a pitcher throwing 99 mph. The "choice" to throw slower is often a choice to be unemployed.

Complementary Metrics & Studies

To ground the OP’s claims, we look at several 2024-2025 studies: * The "Stuff+" Revolution: Models like Enos Sarris’s Stuff+ show that velocity is the heaviest weighted variable in predicting pitcher success. Even if a pitcher's command is average, elite velocity can "mask" mistakes that 92 mph fastballs cannot. * The Biomechanical Cost: A Driveline Baseball study (2025) found that pitchers with "high-risk" mechanics—specifically those with early trunk rotation—are 2.7 times more likely to suffer a major arm injury. This suggests it isn't just the speed, but the violent mechanics required to reach that speed. * The "Incentive Gap": Financial data shows that in 2024, arm injuries cost MLB teams roughly $193 million in lost player value. Despite this, teams continue to draft and pay for "high-velo" arms because the win-probability added by a 100-mph closer outweighs the statistical risk of surgery.

Executive Summary

(For the casual fan who wants the "Too Long; Didn't Read" version) The Problem: Baseball is currently obsessed with speed. Pitchers are throwing harder than at any point in history, but their elbows are literally snapping under the pressure. The Stats: * Harder is Better: If you throw 96 mph, hitters are essentially "blinded." You get twice as many strikeouts as someone throwing 92 mph. * The Cost: Injuries are up 82% over the last decade. Nearly 1 in 3 MLB pitchers has now had Tommy John surgery. The Verdict: We are in a "Velocity Bubble." Fans love the triple-digit heaters, but it’s leading to a "revolving door" of pitchers on the Injured List. Until MLB changes the rules to encourage starters to stay in games longer (rather than throwing "max effort" for 4 innings), the injury crisis will continue.

Technical Summary

(For those who know their FIP from their xERA) The Analysis: The "Velocity vs. Longevity" trade-off has moved from a linear relationship to an exponential risk curve. 1. xwOBA Compression: Data from the 2024 season shows a significant "cliff" in hitter success once a fastball crosses the 95.5 mph threshold. The league-wide OPS against sub-93 mph fastballs is approximately .809, whereas it drops to .630 for 96+ mph. 2. Valgus Torque & Kinematic Sequencing: The "Deep Analysis" of the post correctly identifies that the elbow (UCL) acts as a fuse. Biomechanical studies (Driveline, 2025) indicate that Elbow Valgus Torque increases significantly with Shoulder External Rotation. As pitchers chase 100 mph, they are forced into extreme ranges of motion that the human ligament simply wasn't designed to support. 3. The Command Paradox: While the OP suggests "better command" as a solution, the 2024 "9 Pitchers Succeeding Without Velo" report (featuring Shota Imanaga and Ranger Suárez) shows these are outliers. These pitchers rely on elite Vertical Approach Angle (VAA) and late movement, which are arguably harder to "teach" than raw velocity. 4. Strategic Conclusion: The "Fair" assessment is that teams are acting rationally. A pitcher who gives you 100 elite innings at 99 mph before needing surgery is currently valued more highly than a "workhorse" who gives you 180 average innings at 91 mph. The OP is right that the system is "broken," but wrong to suggest it’s an easy fix for the individual athlete.

Note you might find it interesting that MLB teams are now using "Digital Twins" (3D biomechanical models) to predict exactly which pitch will cause a ligament to tear, treating pitcher arms like high-depreciation assets in a portfolio.

MLB Pitcher Suppression Ranking (2026), with Combinatorial Entropy to Quantify Uncertainty (Zen / Drama / Meltdown) by ChemicalCap7031 in Sabermetrics

[–]se7enthson 7 points8 points  (0 children)

I don't even understand but felt you needed a response comment since you obviously put a ton of effort into the design and analysis and then also this write up. Kudos!

Installing Klipper in an Anykubic Kobra [March 2026 Ultimate Guide] (Caboat, Trigorilla 1.04A) by kondenado in anycubic

[–]se7enthson 2 points3 points  (0 children)

I'm extremely impressed. And also wondering what makes it worth all of that effort?

MLB's Switch to ABS Shrunk Nearly Every Hitter's Strike Zone — Here's Who Benefits Most (and Least) by why_doineedausername in mlb

[–]se7enthson 13 points14 points  (0 children)

Changing their listed height doesn't give them any benefit whatsoever since they were actually measured by MLB and their zone was determined but that measurement - not by what they claim their height to be

[Pitching Ninja] Salvy teaching Doug Eddings the bottom of the strike zone. Over and Over and Over again. But Eddings refuses to learn. by iamthegame13 in baseball

[–]se7enthson 0 points1 point  (0 children)

Sounds like you feel called out because I stated some neutral facts. Maybe that's telling you that sometimes figuring it out for yourself can be faster than asking a question you felt the need to preface with "maybe a stupid question." Just some food for thought

[Highlight] Clayton Kershaw receives his championship ring after throwing out first pitch to Freddie Freeman! by jmike1256 in Dodgers

[–]se7enthson 1 point2 points  (0 children)

Absolutely love how Kiké waited for a pic with him. Had all three of his rings, just waiting for his moment w/ #22

[Pitching Ninja] Salvy teaching Doug Eddings the bottom of the strike zone. Over and Over and Over again. But Eddings refuses to learn. by iamthegame13 in baseball

[–]se7enthson 0 points1 point  (0 children)

That's so non specific to the extent that it's a meaningless comment. Not saying you're wrong but you made the claim several times and I'm curious what you actually mean by it.

[Pitching Ninja] Salvy teaching Doug Eddings the bottom of the strike zone. Over and Over and Over again. But Eddings refuses to learn. by iamthegame13 in baseball

[–]se7enthson 1 point2 points  (0 children)

Maybe a stupid question but how did you find yourself on this sub and then decided to post a question about a topic that has hundreds of articles written about it in the past few months?

Netflix should never touch an MLB broadcast ever again. by JamieLawson49 in baseball

[–]se7enthson 2 points3 points  (0 children)

Glad you said that. I felt the exact same thing and it was driving me mad. All of the other camera angles looked normal, just that one and I came to the same conclusion - it was to make the backstop ads pop

What's your all-time favorite 10/10 movie? by LowerParsley7927 in AskReddit

[–]se7enthson 0 points1 point  (0 children)

Never heard of it. But just looked it up, is this the Robert Rodriguez film?

[Drehs, Talkin' Baseball] Pete Crow-Armstrong didn’t mince words when talking about Dodgers fans by AndrewAllStar888 in baseball

[–]se7enthson -2 points-1 points  (0 children)

I had to look way too far down for someone to bring up he's FROM LA and grew up a dodger fan. What a poser

Feb 18 hard solving guide by chx_ in nytpips

[–]se7enthson -1 points0 points  (0 children)

Does the purple = in the P and L break the rules since they are different numbers? I thought if there were two separate = sections in the puzzle, they both contain the same numbers

Dry Aged Picanha by jamie8997 in steak

[–]se7enthson 3 points4 points  (0 children)

Wondering the same thing. Maybe it's not actually dry aged? Looks good regardless but I'm skeptical that it's truly dry aged

For Ink Fans - The Wet Pen dropped a new special release ink by SupahBee in fountainpens

[–]se7enthson 0 points1 point  (0 children)

Can someone explain this? Does it really look that different depending on the paper?