Culture
In ‘10 Steps to Nanette,’ Hannah Gadsby Moves From Stage to Page

With the unlucky exception of menus and money registers, the concept of “disruption” now looks like a prepandemic phenomenon. However Hannah Gadsby breathes new life into the idea in her best-selling e book, “Ten Steps to Nanette: A Memoir Scenario,” which takes the same old looking-back-on-it-all format and offers it a couple of worthwhile tweaks.
For starters, the “comedy-destroying, soul-affirming” Australian comic behind the Netflix comedy particular “Nanette” locations an epilogue close to the start of her first (revealed) e book. “I wished to position myself in how I imagined folks knew me,” Gadsby stated in a telephone interview. “And attempt to trace at, I’m new to this world of fame. As a result of when you’ve got success on a pretty big scale, folks assume that’s your world and that’s your milieu, and it’s simply completely not.” She added, “I didn’t need it to be a rags-to-riches story. I wished it to be a confusion-to-more-confusion story.”
Along with her unconventional structuring, Gadsby employs footnotes with the fluency of a tenured professor and a chatty honesty not seen in marginalia since 2000, when Dave Eggers wrote his “memoir-y form of factor,” “A Heartbreaking Work of Staggering Genius.” The primary one — a set off warning — seems on the finish of the introduction, which really comes earlier than the epilogue; simply go together with it. The remainder, generally stacking as much as 4 or 5 on the backside of a web page, are Gadsby’s musings and gildings on her personal revelations.
“The textual content was threatening to spiral uncontrolled due to the extent of element that my mind needs,” stated Gadsby, who writes about being recognized with autism and A.D.H.D. as an grownup. “Plenty of my humor can be that form of destabilizing apart. Additionally I’m a little bit of a nerd and I like a footnote.” Facet notice to audiobook devotees: Gadsby’s footnotes are gracefully woven into her narration.
As for whether or not she acquired pushback for her noncommittal subtitle or the form of the e book as an entire, Gadsby stated, “These specifics not a lot, however there have been a variety of conversations as a result of I used to be making an attempt to bridge a spot between my pure atypical neurological communication model — I’d write the entire [expletive] factor in bullet factors if I might.” She added, “There have been usually conversations the place I used to be pushing the extra blunt and fewer writerly manner of speaking. Nevertheless it was all the time a dialog and push and pull. Finally the publishers have actually come by way of with the autism of all of it.”
Elisabeth Egan is an editor on the E book Evaluate and the writer of “A Window Opens.”
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Culture
How a Super Bowl blackout in New Orleans nearly altered Ravens and 49ers history

“This is Steve Tasker, sideline reporter for the Super Bowl 47. If you’re expecting to hear our friend Jim Nantz, it may be a moment before he gets on.”
When the audio of Super Bowl XLVII between the San Francisco 49ers and Baltimore Ravens suddenly cut out early in the third quarter on Feb. 3, 2013, the millions watching the CBS broadcast might have suspected something was amiss.
When Tasker, assigned to work the 49ers sideline, was the first voice anyone heard, it was confirmed. There was no power in the broadcast booth, elevators and escalators ground to a halt and so did the game — for 34 minutes.
“Half the power in New Orleans stadium, the Superdome here, is out,” Tasker announced to the world.
For some Ravens players, the stoppage was suspicious. Jacoby Jones had returned the second-half kickoff 108 yards for a touchdown, Baltimore was leading 28-6 and the Ravens had just sacked 49ers quarterback Colin Kaepernick on second down. The Super Bowl was about to be a rout and then the lights went out? Linebacker Ray Lewis smelled a rat.
“You cannot tell me someone wasn’t sitting there, and when they say, ‘The Ravens (are) about to blow them out. Man, we better do something,’” he said in an interview for NFL Films’ “America’s Game” later that year. “That’s a huge shift in any game, in all seriousness.”
The actual explanation was more mundane. A newly installed device called a relay automatically cut power to the stadium when the amperage hit a certain level because the factory settings were too low.
Entergy, the local electric company, vows that won’t happen Sunday when the Super Bowl returns to New Orleans for the first time in 12 years. The company no longer uses the equipment responsible for the blackout, there are better redundancies for electrical flow and the stadium has hosted more than a decade of New Orleans Saints games and concerts since without incident.
GO DEEPER
From Super Bowls to ‘last resort,’ Michael Jordan to ‘No mas,’ the Superdome has seen it all
Those concerts, significantly, have included Beyonce, whose halftime show in 2013 preceded the blackout, and Taylor Swift, who brought 200,000 fans to the Caesars Superdome over three nights in October.
“Some called that weekend the ultimate tabletop exercise,” Entergy said in a statement.
While the 49ers laugh at Lewis’ conspiracy theory — “We had the same delay they did,” offensive tackle Joe Staley said — there’s no question they benefited from the reset.
They barrelled into their locker room at halftime intent on fixing everything that had gone wrong in the first half, quickly going over the tactical changes they’d make. Then they had nowhere to go.
A Super Bowl halftime is twice as long as a regular-season version and because there was so much staging equipment, the players couldn’t get onto the field. Instead, they were cooped up in the locker room.
The 49ers note that the Ravens got away with a holding penalty against fullback Bruce Miller on Jones’ kick-return touchdown to start the third quarter. But there also was a sense that the long halftime had an effect.
“I remember coach (Jim) Harbaugh coming up and asking, ‘Were we warmed up?’” the 49ers strength coach at the time, Mark Uyeyama, recalled. “And I go, ‘Uhhh — clearly (Jones) was.’”
The 49ers then ran two plays — a 29-yard pass to Michael Crabtree and a 3-yard run by Frank Gore — before Kaepernick was sacked by Arthur Jones. Following that play, color commentator Phil Simms was in mid-sentence when the broadcast went silent at 7:37 p.m. local time.

The 49ers had the ball trailing 28-6 when the power suddenly went out in the Superdome. (Dilip Vishwanat / Getty Images)
An attack? A shooter? Those thoughts flashed through everyone’s mind. The Sandy Hook shooting had happened a month and a half earlier and the 49ers had been on hand at a game in New England where the victims were remembered.
“The first thing that went through my head is an act of terrorism,” then-49ers offensive coordinator Greg Roman said. “And what’s coming next? First, they cut the power. And now what? My whole family’s there.”
“I honestly thought it was a terrorist attack initially,” said Wink Martindale, then the Ravens’ inside linebackers coach. “You just didn’t know. Right away, you’re looking up where you know your family is sitting and everything else to make sure everyone was OK.”
After a few moments, those thoughts dissipated. There was an initial groan from the crowd, but there was no panic or commotion. The Superdome was quiet.
“To their credit, everyone remained calm,” Tasker said in a phone interview.
“Why is the clock stopped?”
Throwback to the lights going out during Ravens vs. 49ers in Super Bowl XLVII 💡😳 pic.twitter.com/BD5qbuhjmq
— NFL Films (@NFLFilms) December 25, 2023
He said everyone’s first task was to find out what happened and how long the game would be delayed. The sideline reporters had stopped using wireless microphones six years earlier during rainy Super Bowl XLI because those mics had gone out. Tasker had a cable attached to his mic in New Orleans that stretched only as far as the numbers on the field. The league officials he wanted to interview were safely huddled at midfield and didn’t want to be interviewed on camera. So he strolled to midfield, got as much information as he could, then was approached by Jim Harbaugh on his way back to the sideline.
“He wanted to know what they told me,” Tasker said.
The 49ers had an advantage in that they’d gone through something similar the year before when a transformer blew outside of Candlestick Park, causing two delays during a “Monday Night Football” game against the Pittsburgh Steelers. Uyeyama said he reminded players how well they’d handled that wait on the sideline.
“We were better prepared than we were against Pittsburgh,” Uyeyama said. “And we’d put (Ben) Roethlisberger on his back all game. So we were walking around and communicating with the guys, ‘Remember, Pittsburgh.’”
The teams initially were told the game would resume in about 15 minutes and that everyone should remain on the field. They heard the same refrain — 15 minutes — when they checked in later.
“The longer it went, you had to get yourself back in coaching mode,” Martindale said. “It was like, ‘Holy s—, we have to start stretching.’ We knew we were in trouble. I know analytics say there’s no such thing as momentum, but that’s bulls—. The lights going out changed the momentum of the game. We were killing them when the lights went out. We had an older team than them and it really took us a while to get loose again and get going.”
Said 49ers safety Donte Whitner: “Football is a game based on momentum. And whenever you have a lull like that, it’s a good opportunity for the team that’s not playing well to regroup and recover.”
He said linebackers Patrick Willis and NaVorro Bowman discussed strategy. Justin Smith, the elder statesman of the defense, made sure everyone stayed focused and calm.
“I remember vividly hearing Dashon Goldson continue to say, ‘Not today. Not today. We’re too good. We’re too great of a defense,’” Whitner recalled. “And what he was referring to was, ‘Let’s not make the simple mistakes that will beat us.’”

The blackout officially last 34 minutes and seemed to lead to a huge momentum swing for the 49ers. (Jamie Squire / Getty Images)
On offense, Roman made only a quick visit to the locker room at halftime. The 49ers had scored only two field goals at that point and he needed to rework the entire game plan. Roman spoke briefly to the players, then approached Harbaugh.
“I just said, ‘Hey, Jim, I’ve gotta get upstairs and get things figured out,’” Roman said.
He was back in the coach’s booth before Beyonce began her show and felt good about the alterations he’d made.
“Then they returned the kickoff and it was like the price of poker has changed even greater,” Roman said. “It was like, ‘Oh my God. Now we’re in quite a hole.’”
He made even more adjustments after the stadium lost power. The radio headsets connecting him and defensive coordinator Vic Fangio to the sideline didn’t work and in fact were one of the last things to come online before the game resumed.
So Roman bounced plays and ideas off of receivers coach John Morton. The 49ers would run the ball occasionally to keep Lewis and the Ravens defense honest. Otherwise, they’d attack through the air.
“We were gonna be ultra-aggressive,” Roman said. “We had so much talent on the team, it was only a matter of time.”
He was right. The 49ers punted immediately after play resumed but scored on a 31-yard Kaepernick-to-Crabtree pass when they got the ball back. Then they scored on their next three possessions, cutting Baltimore’s lead to 31-29 with just under 10 minutes to play. It was as if the blackout had created two distinct games.
“It was like a track meet from that point forward,” Roman said.
But while the Ravens scored once more — on a Justin Tucker 38-yard field goal — the 49ers offense got bogged down deep in the red zone in the final minutes.
San Francisco seemed to have a great shot for a go-ahead touchdown after Gore’s 33-yard run to the 7-yard line with 2:39 to go. That carry, however, left Gore — one of the best short-yardage runners in the NFL — winded and his replacement, LaMichael James, was stopped for a 2-yard gain on first down.
A quarterback keeper that likely would have scored a touchdown was wiped out when Jim Harbaugh called a timeout to avoid a play-clock violation. When the last of three throws to Crabtree in the corner of the end zone sailed over the receiver’s head, the Ravens knew they had finally halted San Francisco’s momentum and hung on for the win.
“If we would have lost that game, I would have walked away saying, ‘It was because the power went out and the long delay,’” Martindale said. “We were just killing them otherwise.”
Said Roman: “Unfortunately, it just wasn’t enough. That was a bizarre day in our lives, for sure.”
Despite being the lone face and the voice for the Super Bowl broadcast for a few uncertain minutes, Tasker said he didn’t receive much attention following the game. Instead, his phone started blowing up six days later when “Saturday Night Live” — with Taran Killam playing Tasker — spoofed the blackout with a cold open.
“That’s when I knew I’d finally made it,” Tasker said with a laugh.
(Top photo: Dilip Vishwanat / Getty Images)
Culture
Classic Romance Novels: A Starter Pack

Every now and again some starry-eyed optimist tries to craft an all-time best-of romance canon, and the gods laugh and make popcorn for the ensuing discourse fiasco. Romance is a slippery genre — in so many ways — and frequently there’s a seismic shift in the conversation that instantly dates everything that came before. Any individual reader’s perspective is therefore tangled in the cobwebs of time: A Kindle Unlimited reader is going to have a wildly different journey than someone who stole Violet Winspear from the shelves of their mothers and grandmothers. This is true of any genre, of course, but romance has a nonstop fire hose of material.
But the very worst thing about a best-of list is that it’s fatal to the joy of discovery. “Best of” implies that once you’ve read those titles, it’s all downhill from there.
So this list is simply a place to begin. Think of it as a chef’s selection, designed as a balanced meal. All of these books have some quality I consider emblematic of great romance — an archetype or a setting or a lavishly bonkers sensibility.
One of the charms of older category romances is that they now read like they’re historicals. Mary Burchell’s heroine in Paris is a midcentury couture model — a mannequin, as they were known — heartbroken over a faithless former fiancé and in thrall to a stern couturier whose gruff manner hides a gratifying amount of passion. This is a taffeta world of photographers, fabrics and cocktail parties, where a wine spill could ruin a girl’s career.
If you read it and love it, try … Emma Barry and Genevieve Turner’s “Fly Me to the Moon” series, Cat Sebastian’s midcentury “Cabots” series or one of Carla Kelly’s books. One of the most riotous of bodice-rippers, with an immortally weird opening line: “Merry Patricia Wilding was sitting on a cobblestone wall, sketching three rutabagas and daydreaming about the unicorn.” An innocent American is kidnapped by British pirates during the War of 1812, and then — well, then things just keep happening. This is less a story than an experience, garlanded in some of the most dazzlingly purple prose ever spun.
If you read it and love it, try … a book by Bertrice Small, Johanna Lindsey or Stephanie Laurens.
If you only pick one author from this list, let it be Laura Kinsale — and if you only pick one Kinsale, this is the one I’d suggest. We meet Ruck in all his medieval splendor: a self-denying itinerant knight compelled to serve the coldhearted Princess Melanthe, who once saved his life and now needs his protection journeying from France to her English estate. Their epic road trip bristles with bandits, birds of prey, plagues and assassins — and a growing passion hot enough to burn down the entire world.
If you read it and love it, try … “Agnes Moor’s Wild Knight,” by Alyssa Cole, or a book by Joanna Bourne or Julie Garwood.
They say the big draw of historical romance is escape, but some escapes are more literal than others. This early Beverly Jenkins banger stars Hester Wyatt, a formerly enslaved woman whose hands are permanently stained by indigo dye. Now she works to help others reach freedom, hiding fugitives in the cellar until they can move onward to freedom. One of those fugitives is Galen Vachon, a famed Underground Railroad conductor nearly beaten to death by slave catchers. The slow build of tension while Galen heals from his injuries is classic hurt-comfort stuff, and the meticulous historical research in the background lets their chemistry shine like a jewel in a custom setting. If you read it and love it, try … Alyssa Cole’s “Loyal League” series, or a book by Piper Huguley or Kianna Alexander.
Cross-dressing heroines are something historical romance pilfered from Shakespeare and absolutely ran with, for better and for worse. Kit Brantley is disguised as a man and sent by her father to spy on the Earl of Everton, but the earl immediately discovers the ruse — and then buys her a bespoke masculine wardrobe so she can swan about London with his rakish friends, charming the debutantes and breaking everyone’s hearts. That includes, of course, the heart of the earl, who is not nearly as sinister as Kit’s father has made him out to be. Queer-adjacent, sparkling with banter and perfectly overdramatic.
If you read it and love it, try … a book by Lisa Kleypas, Julie Anne Long or Erica Ridley.
A possibly controversial choice, but the gorgeousness and strangeness of Judith Ivory’s prose is irresistible. This is a gender-swapped “My Fair Lady,” where the linguist Lady Edwina Bollash (prim, traumatized) accepts an aristocrat’s bet to pass off the Cornish-Cockney rat-catcher Mick Tremore (earthy, adorable) as a viscount at her cousin’s upcoming ball. There’s nothing more quintessentially romance than the section where Winnie offers to show Mick her legs if he’ll shave his mustache: Negotiations take three full chapters and you’re on the edge of your seat every minute.
If you read it and love it, try … a book by Sherry Thomas, Mary Balogh or Elizabeth Hoyt. Scotland as Julie Garwood presents it is a strange otherworld of warrior men and the beautiful women who terrify them with their fire and endurance. While “The Bride” is my favorite book of hers, this one is more intricately plotted. Between the Scottish clans and English barons, our main couple are caught in a constant back and forth of raids, kidnappings, escapes and betrayals. Our captivating heroine, Gillian, is resourceful, resentful and in one scene handles pain so fearlessly that she leaves a half-dozen burly Scots trembling in existential horror.
If you read it and love it, try … a book by Elizabeth Boyle, Theresa Romain or Karen Hawkins.
Before romantasy, there was paranormal romance, and goodness did we have fun with it. Amanda Quick’s series about psychics and magic-users in Victorian London begins with Venetia Jones, a photographer who sees auras, and who is passing herself off as the widow of a man she shared one spectacular night with before his demise. But her “husband,” Gabriel Jones, is alive and well and stunned to find he has a wife — and now the same psychically powered enemies who tried to kill him are coming for Venetia and her family.
If you read it and love it, try … a book by Ilona Andrews, Isabel Cooper or Zoë Archer.
For contemporary romantic comedy, Jennifer Crusie is unparalleled — and this book’s significant body count means it has aged spectacularly well for a time when murder books are hot again. Agnes is a cookbook author and new homeowner suddenly harassed by criminals who think she’s in possession of a secret, so her beloved Uncle Joey (a former member of the mob, which turns out to be relevant) sends Shane, the best hit man he knows, to protect her. Agnes’s secret violent side (the frying pans!) and Shane’s hidden vulnerable heart turn out to be a perfect pairing, and keep the story sweet even as the bodies pile up. If you read it and love it, try … a book by Kate Clayborn, Lucy Parker or Helena Greer.
This book may be slim, but so is a razor blade. Our heroine is a botanical illustrator during the Regency, and our hero is a celebrated adventurer, lauded for surviving after a shipwreck. But while society swoons over such thrilling exploits, our hero is haunted by them. Why? Because he survived by eating his shipmates. That’s right, this romance hero is a cannibal, and he’s not OK about it. Bold and bright and unforgettable.
If you read it and love it, try … a book by Karen Harbaugh, Jeannie Lin or Bronwyn Scott.
Ever since Baroness Orczy disguised an English lord as the Scarlet Pimpernel, spies have been showing up as heroines and heroes. “The Spymaster’s Lady” is a particularly adept example of the archetype. A gritty view into the dark side of the Napoleonic Wars, it pits two agents of enormous intelligence and power against a backdrop of more than the usual amount of peril. Rich and dark, with the kind of lush psychological characterization that makes everyone feel larger than life.
If you read it and love it, try … a book by Grace Burrowes, Cecilia Grant or Mia Hopkins. Loretta Chase’s “Lord of Scoundrels” deserves all the hype it gets — but it’s also better appreciated if it’s not the first romance a reader picks up. For a starter I’d offer this Venice-set story of Francesca Bonnard, a jaded courtesan, and James Cordier, a spy who seduces women on behalf of the British Empire. There are stolen rubies and shady ladies and two people who have come to see sex as merely a mode of business — and who are more surprised than anyone when earnest affection takes root in their neglected hearts.
If you read it and love it, try … a book by Erin Langston or Rose Lerner, or Cat Sebastian’s “Regency Impostors” series.
Look, if you don’t perk up at the phrase “vampire sorority,” then what are we even doing here? There is a direct bloodline — ha — from the lesbian pulps of the postwar era to the sexy e-book boom of the early 21st century, when once-niche authors could find mass readership like never before. This juicy, messy, thirsty little romance about a new college student and the blood-drinking immortal she falls for during vampire orgies was published by Bold Strokes Books, whose founder took the name Radclyffe as a nod to the trailblazing lesbian author Radclyffe Hall.
If you read it and love it, try … a book by Katrina Jackson, Tiffany Reisz or Sierra Simone.
Some romance writers have backlists in the hundreds; others blaze briefly across the readership like a comet before vanishing. Grant’s four books dazzled when they first appeared, and people still wistfully whisper her name and yearn for her to return. Will Blackshear is a Waterloo veteran grappling with trauma and shame; Lydia Slaughter — one of the top-tier romance heroine names — is another man’s mistress, who enjoys sex partly for pleasure, partly for profit and partly out of a self-destructive compulsion that matches Will’s own. If you read it and love it, try … a book by Scarlett Peckham, Sherry Thomas or Carrie Lofty.
The most recent romance on the list is an absolute stunner. Mingyu is the most celebrated courtesan in Tang-dynasty China, her favors sought after by warlords and scholars alike. Constable Wu Kaifeng is stubborn, unmannerly and poor: He pursues justice single-mindedly because he can’t afford to do anything else — even if it means having to torture beautiful, intelligent courtesans in the course of his job. The only reason this isn’t my favorite romance of all time is that Garwood’s “The Bride” has a 20-year head start.
If you read it and love it, try … a book by KJ Charles, Courtney Milan or Meredith Duran.
Whisk me away to the glamour of midcentury Paris
Under the Stars of Paris by Mary Burchell (1954)
I want a real bodice-ripper
The Windflower by Laura London (1984)
Give me a hot, hot, hot historical
For My Lady’s Heart by Laura Kinsale (1993)
Got any slow-burn romances that grapple with historical trauma?
Indigo by Beverly Jenkins (1996)
I’d like a gender-bending story with sparkling banter
Lady Rogue by Suzanne Enoch (1997)
I want to linger inside a gorgeous, slow-burn love affair
The Proposition by Judith Ivory (1999)
Give me a domineering Scottish laird matching wits with a feisty English lass
Ransom by Julie Garwood (1999)
I’d like a suspenseful love story set in Victorian London — with magic, if possible
Second Sight by Amanda Quick (2006)
I want an over-the-top, thrilling rom-com
Agnes and the Hitman by Jennifer Crusie and Bob Mayer (2007)
Give me a tortured hero
Beau Crusoe by Carla Kelly (2007)
I’m looking for enemies-to-lovers
The Spymaster’s Lady by Joanna Bourne (2008)
I want something lush and sensual — bonus points for espionage
Your Scandalous Ways by Loretta Chase (2008)
Give me a juicy, Sapphic vampire love story
Better Off Red by Rebekah Weatherspoon (2011)
Got any great rivals-to-lovers books?
A Gentleman Undone by Cecilia Grant (2012)
Transport me to Tang-dynasty China
The Jade Temptress by Jeannie Lin (2014)
Culture
The baseball statistic that’s changing MLB — for better or worse

Major League Baseball recently released a report about pitcher injuries. It was the culmination of interviews with 200 subject-matter experts about the growing rash of arm troubles in the sport, and the word “stuff” was used 47 times. The report includes entire sections about the concept of stuff metrics — like Stuff+ — and how they may relate to pitcher health.
The study of the physical characteristics of a pitch, and how they relate to outcomes, has been improved immensely over the past few years by new technology and machine learning techniques. Now a number like Stuff+ can tell you how good a pitch is based only on its velocity, spin and movement. The recent explosion in the use of pitch types like sweepers, hard sliders and cutters across the league can be tied back to these metrics, which pointed to these pitch types as underrated.
“It’s been an important tool for us as we evaluate and develop our pitchers,” said one major-league pitching coach, one of multiple team employees who were granted anonymity because they weren’t approved to talk about these metrics publicly.
“Stuff+ has really helped bridge the gap between how the public and front offices think about pitchers and pitch quality,” said an MLB team analyst. “Teams keep their own metrics internal, obviously, but given how similarly teams build these metrics and how similar Stuff+ is to what these teams have, Stuff+ helps the casual observer understand what teams are seeing in pitchers.”
But it’s not just the doctors, coaches and analysts who care about these metrics. A player helped inspire one of the first stuff metrics. Brandon Bailey, now a pitching coach in the Dodgers organization, had the generative question in 2018 when he was pitching. He had a curve and a slider, and the Astros wanted him to either throw the curveball harder, or the slider with more movement. He didn’t know which idea was better.
“He asked us: Which should I do?” said Kyle Boddy of Driveline. “We were like, ‘Oh, that’s a good question. Can we quantify this?’ That was the first question that led us to develop Stuff+.”
Clearly, these stuff metrics are here to stay. They’re in the bullpen when the coach is assessing his guys, they’re in the offseason plans when pitchers get homework assignments, they’re in the scouting reports hitters mull over before the game and they’re in the office when the analysts are trying to find undervalued players to acquire. They’re now up on many of the best statistical websites in baseball and in most teams’ lexicons when it comes to developing and acquiring players, and they’re increasingly part of the regular parlance of the sport.
But, before we get into the ramifications of these new numbers, it makes sense to understand them better.
What is Stuff+?
Aptly named, Stuff+ is a number that evaluates a pitcher by studying his movement, velocity, spin and release points. It’s generally trying to remove the context of how a specific pitch performed on the field by looking at how certain combinations of shapes, velocities and spins usually perform across baseball and then assigning that value back to the pitch itself. What started with a revelation like “hard sliders that drop a lot are good” has become more complicated, but the analysis comes from the same place.
Pioneered by former Cubs research and development analyst Jeremy Greenhouse in 2009, the framework and concepts within were pushed forward by analysts like Harry Pavlidis at Baseball Prospectus and many others in the field, including Alex Chamberlain with FanGraphs and Tom Tango with Major League Baseball.
Working with Ethan Moore, we debuted a Quality of Stuff metric here at The Athletic in 2020 before Max Bay (now with the Dodgers) brought Stuff+ here a year later and eventually on to FanGraphs, where it now lives in a sortable leaderboard. Driveline Baseball first posted about its model, built by now-Phillies R&D head Dan Aucoin, in late 2021 but had already been using it before it went public. Now there are many competing models available publicly, and most teams have their own private versions.
The most basic and powerful pillar of Stuff+ is that velocity is good. That’s no surprise, but it’s not just that the velocity of the fastball is good for itself. The velocity of the fastball is also good for the secondary pitches, which we define off the fastball using velocity as the “anchor.” This is because hitters have to time the fastball — they have to be able to swing early and hard enough to hit the pitch that is still the most common in baseball. When they do so, they open themselves up for mistakes and swings and misses.
Here’s a look at Max Fried’s fastball and curveball, which sit a whopping 18 mph apart. Look at where the curveball is when the fastball crosses the plate.
If you swing to time that fastball, you’ll miss the curveball by feet, so velocity is very important for whiffs. Movement is also key because it can influence the results of a ball in play. Movement can be difficult to talk about and understand in pitching terms because it’s defined theoretically. Here’s an example.
We know that “ride” is good on the fastball, and that Logan Gilbert has 16 inches of it. That means the spin on his four-seamer helps the pitch counteract the effect of gravity. The ball doesn’t rise, but it does drop less than the hitter would expect it to. Gilbert’s fastball has 16 inches more ride than a pitch that spins like a bullet and is only affected by gravity.
It turns out that the Mariners’ starter actually throws a slider with one inch of horizontal movement and zero inches of vertical movement, so almost exactly this theoretical bullet pitch. If we overlay his fastball and slider, we can get a sense of what 16 inches of ride looks like in the real world.
Using machine learning, Stuff+ can test all sorts of different combinations of movement and velocity and spin and release points to find the best stuff. That makes it hard to produce top-line outcomes like “ride is good.” Even if ride is good, it’s more complicated than that because velocity, spin and release still matter.
Here’s an example of some feature interactions within the model. In this case, you have slider velocity (x-axis) against slider drop (y-axis), where the colors indicate the Stuff+ of each combination of velocity and drop around the league. If you look for the red (good), then you’ll find that generally it’s good to throw your slider harder, but that drop still matters. All of the features have this sort of complicated interaction, and that adds up to a single number.
One surprise from these models is that release point is incredibly important. What seems likely is that hitters see a release point and then automatically expect a certain type of movement from that slot. Pitchers who can play with that expectation — like Josh Hader does with his unique fastball — do really well in stuff models.
In this next visual, we can see how Bryce Elder and Clay Holmes throw their sinkers from almost the same arm slot but with different movement. Elder’s sinker shape is more expected given its high release point, so his sinker has an 80 Stuff+ (a Stuff+ score of 100 represents the average for all pitchers). Holmes gets four more inches of drop on his sinker from the same slot, so he has a 112 Stuff+. And the results follow, as Elder has allowed a slugging percentage that’s more than 100 points higher on his sinker in his career.
This finding has turned some of baseball’s traditional wisdom on its head, as a short pitcher with lots of ride (like Shota Imanaga) might receive preferential treatment from today’s teams over a taller pitcher with the same ride. Unexpected movement is huge.
“I wish I could be shorter, actually,” the 6-foot-3 Cal Quantrill once told me. “If I was shorter, it might improve the angle of some of my pitches.”
Unable to change their stature, pitchers have often turned to the baseball’s seams to produce unexpected movement. Clay Holmes has leveraged his knowledge of “seam-shifted wake” — a phenomenon in which seams can gather on one side of the ball and drag it in a certain direction — to make his sinker move like pitches thrown from lower arm slots. He gets tremendous drop from an over-the-top slot because of the seam effects on the fastball he throws.
These are the things that teams seem to value in today’s pitchers: velocity, spin and unconventional combinations of movement and release points. That’s what you’ll see at the top of the Stuff+ leaderboards today, too.
What has Stuff+ brought to the game?
The research that produced Stuff+ contained discoveries that have changed how teams think about player acquisition, player development and in-game strategy.
The most obvious thing that came out in the first runs of the stuff models was that sliders performed so much better than any other pitch in the model. This led to the idea that they were being underutilized. In every season since Statcast was introduced, the league has thrown more sliders.
A closer inspection of the best sliders revealed that a certain type of sideways slider was particularly useful, especially against same-handed hitters. That pitch didn’t have a single name at first, going by the Dodger slider, or the whirly in the Yankees organization, and eventually turning into the sweeper in the collective consciousness. Some teams went all in, like the Mariners as they taught it wholesale in the minors, and others were more tentative, but there have been more sweepers with every season since Statcast was born.
These models have been able to incorporate seam-shifted wake since Statcast went to Hawkeye technology in 2020. Since then, we’ve seen an increase in sweepers, cutters and sinkers, which can all use seam effects to increase unexpected movement.
The last pitch listed is the most remarkable. Sinkers fell out of vogue during the first pitch-tracking era (2008-2015) when ride was first quantified, because a good four-seam with ride gets more whiffs. Now that teams know how to produce seam-shifted movement better, they’re able to produce sinkers that reliably affect the way batted balls perform, and they’re coming back.
This itself may end up as the biggest legacy of the stuff movement among analysts. That the batting average on balls in play (BABIP) was around .290 across the league year in and year out led Voros McCracken to create a theory of Defensive Independent Pitching in 1999. Because pitchers demonstrated more year-to-year control over their strikeout and walk rates, he reasoned, it was better to hone in on those when evaluating pitchers. Essentially, pitchers weren’t seen as having control over what happens on a ball in play, even if that’s not the most correct way to sum up his research.
In the most recent revamp of Stuff+ on FanGraphs, though, the link between pitch shapes and batted-ball outcomes becomes even clearer. Sometimes the statistics have to catch up to the common wisdom, and it turns out that having more sophisticated tracking data helped the model understand that certain physical characteristics of pitches were a reliable predictor of things like ground-ball rates, home-run rates and — yes — more extreme BABIPs than McCracken might have projected in the past.
“I think that’s probably simply because BABIP does such a poor job predicting itself — it needs help,” said McCracken about these new findings. “Strikeouts already predict strikeouts really well.”
In a way then, Stuff+ doesn’t refute his research, it simply refines it. Now Stuff+ can help us project BABIP better and show just how much control a pitcher can have over a ball in play.
Analysts tend to like models like Stuff+ because it helps them acquire pitchers who can do things (like suppress hits and home runs) that old models won’t pick up on. Pitching coaches value these models because — after evaluating only a handful of pitches — they can produce roadmaps for their pitchers who want to improve.
“Stuff+ has been an accurate indicator of how a particular guy’s pitches are performing at the big-league level — not only relative to the league but in relation to his arsenal,” said a major-league pitching coach. “If one is doing really well — this might impact how much we are throwing it, meaning we may bump up the usage. If one is doing poorly — it allows us to double-click on it and investigate why this might be the case: Is it the strikes? Is it the whiff? Is it the shape of the pitch?”
So, when a team picks up a pitcher with a funky release point, and coaches a pitcher to throw more sliders, pick up a sweeper, add a sinker or tweak a pitch shape, it is often acting in ways that Stuff+ would guide it. This has probably been a part of the rise of strikeouts across the league, because pitchers can optimize their stuff in ways that before were more intuitive and are now more precise.
If this Pandora’s box has been opened, it doesn’t seem likely to be shut, but there are a few hopeful ways forward. One is for hitters to use the same sorts of scientific tools to help their process. This is underway now, with the most modern approaches to hitting development including technology and concepts that pitchers have long valued. As hitters understand their bat paths with bat path grades that now resemble early Stuff+ grades, they can better fight fire with fire.
And then there are rules changes that can help the hitter. We’ve seen things like sticky stuff enforcement, the pitch clock and shift restrictions that lean toward boosting offense. One team analyst thought that baseball could paint lines on the ball that would help hitters better see the spin and better react to pitches. That could be viable, given the other changes baseball has recently seen.
Of course, since Stuff+ values velocity, spin and funky movement, and helps pitchers see the way toward optimizing their arsenals, it becomes obvious that there might be a link between the rise of these metrics and the rise of injuries across the game. Putting these things on one table brings that into focus.
But the research linking specific aspects of stuff and injury rates is a little murkier. For certain, velocity has a huge role. But is it how close a pitcher throws to their own personal maximum, as Glenn Fleisig found in his peer-reviewed study? Then why does a bigger velocity gap not lead to better health outcomes?
Or is velocity generally a stress on the elbow, as Driveline found? And if 80 mph sliders are fine, but 90 mph sliders are actually more stressful, as at least one study found, then maybe breaking ball velocity is one of the biggest strains on elbows?
Despite Dr. Keith Meister sounding the alarm bells about sweepers, there is no research directly linking sweepers to more risk. Are pitchers throwing with too much intensity in their pitch design sessions? How would that be knowable across the sport when those sessions aren’t tracked by the league?
As the rate of Tommy John surgeries on torn elbow ligaments has plateaued, overall days on the injured list have not. The biggest problem facing baseball is probably not that stuff metrics have found a way to characterize excellent pitches, though — that kind of work has been going on for nearly 20 years and seems impossible to stop. The problem is that velocity is good and is also a stressor, and there’s no way to tell a young pitcher who might make the big leagues that he needs to throw softer. They’re capable of doing the math, and they’ve made a calculated choice, as Justin Verlander pointed out about his pitching style.
In other words, players are always going to try to be better, just like Bailey when he asked the question that begat one version of Stuff+. If the sport is serious about improving injury, funding a bilateral effort would be a start, and adding rules changes that incentivize teams to carry pitchers who can go further into games (like a reduction in injured list slots) would do more than simply asking players to stop trying to throw nastier pitches.
What’s next?
Not everyone likes Stuff+, of course, beyond those linking it to injury.
“You can never get pitching into one number,” said Max Scherzer about the stat. “Even if you are able to, you’re still missing something.”
The effort to quantify aspects of pitching that stuff metrics miss is well underway despite his skepticism. Driveline (with Mix+ and Match+) and Baseball Prospectus (with its recently released arsenal stats) have attempted to put a number on the value of having wide arsenals with different movement and velocity profiles. Over at FanGraphs, Michael Rosen did some work on release angles that might better quantify command. To improve as a pitcher, you have to understand what the best do. So analysts will continue to try to define the best processes for pitchers.
“If you cannot measure it, you cannot improve it,” as Lord Kelvin, the legendary physicist, once proclaimed.
“We posted leaderboards with the Reds — we posted Stuff+, Command+ and times to the plate, those were the things we cared about,” said Boddy of his time as pitching coordinator. “Our coaches were being evaluated on that, we were determining who our best coaches were based on it. We found coaches that helped pitchers outperform our Stuff+ projections, like Brian Garman, our pitching coach at Dayton, and Forrest Herrman, our pitching coach at Daytona. Big shock, both are coordinators now.”
That said, every time analysts make an advancement that spreads throughout the game, like Stuff+, it quickly ceases to be an advantage. Boddy thought that 28 of 30 teams had their own internal Stuff+ model, and other analysts agreed that he wasn’t far off.
So maybe the future is more about the exciting research being done in biomechanics that could set a team apart. Over at NTangible, they feel they’ve built a better test of makeup — the attitude and energy that fuels the most successful players — which is notoriously difficult to define, scout and measure. At the winter meetings, people from all parts of baseball emphasized soft skills as a way to successfully bridge the gap between data and play on the field.
Despite the urge to quantify everything, there’s also the truth that the unquantifiable will always be important, and will remain a possible edge for a team that understands it best (including finding a way to quantify it). These more nebulous aspects of the game will always be a source of chaos in the machine of any metric. And that’s a good thing — it’s a sport, not a simulation.
(Graphics: Drew Jordan and John Bradford/ The Athletic; Illustration: Dan Goldfarb / The Athletic; Photo of Clay Holmes: Andrew Mordzynski / Icon Sportswire / Getty Images)
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