“This is an unfair thing about war: victory is claimed by all, failure to one alone.” – Tacitus

Fair or not, among the general public, success in baseball means winning the World Series. The baseball-cultural definitions of dynasty and success have not evolved as the playoff system has grown larger and less designed to crown the best team. After seven consecutive division titles and no World Series championships, the Dodgers are perceived in large swathes of baseball fandom as being failures. As baseball is no fairer than the rest of life, the fact that the playoff system will naturally create a lot more failures than successes hasn’t shielded the team from criticism.

So after winning 106 games, the Dodgers find themselves in the awkward position of having to explain to fans that there’s no dark, underlying reason that caused them to win only two games in one particular five-game stretch in early October. There are no more key teaching moments in the NLDS loss any more than there were in any of the other 30 five-game stretches in 2019 during which the Dodgers won two or fewer games. Read the rest of this entry »

After having typically appeared in the hallowed pages of Baseball Think Factory, Dan Szymborski’s ZiPS projections have now been released at FanGraphs for eight years. The exercise continues this offseason. Below are the projections for the Colorado Rockies.

Batters

The 2019 Colorado Rockies ranked fourth in the National League in runs scored, which is actually a rather bleak ranking for a team that plays at Coors Field. “OMGTEHCOORSHANGOVER” has become a convenient excuse for the club’s struggles — at least when they accidentally suggest they’re aware there are struggles — but it’s become a bit of a crutch when talking about the team. There appears to be an effect, but a minor one, unlikely to be worth more than three-to-five points of OPS for Rockies hitters. ZiPS doesn’t take into consideration any “Coors hangover,” and if this were a big deal, then ZiPS would be systematically too optimistic on players going to Coors and too pessimistic on players leaving. But it is not.

I feel like we’ve been over this story a billion times, but very little has changed in Colorado. The team’s offense is largely reliant on having two-to-three players in any given season being MVP candidates, with Nolan Arenado and Trevor Story likely being those two players again in 2020. Ryan McMahon and David Dahl both receive projections that are kinda disappointing, but it’s hard to forget that Dahl’s injury history is long and the Rockies spent two prime development years jerking McMahon around. Read the rest of this entry »

The indefatigable Ken “Robothal” Rosenthal reported Wednesday afternoon that Zack Wheeler had agreed with the Philadelphia Phillies on a five-year contract. Reportedly worth $118 million in guaranteed salary, Wheeler will remain in Philadelphia through the end of the 2024 season, barring a trade.

In my Elegy for ’19 article talking about the Phillies, when discussing the future, my hope was that the team would continue pushing forward financially. While it would seem unlikely that Philadelphia would suddenly become overly thrifty, the club would be far from the first contender to suddenly get nervous about nearing the luxury tax threshold.

Wheeler was always expected to be a top starter. A first-round pick for the Giants in 2009, he was traded to the Mets at the 2011 trade deadline straight-up for Carlos Beltran. Wheeler had little trouble adjusting to the majors, putting up FIPs of 4.17 and 3.55 in 2013 and ’14 over 49 starts for the Mets. Doesn’t it feel a bit odd that a 3.55 FIP was just a little better than league-average as recently as 2014?

During spring training in 2015, Wheeler was diagnosed with a torn UCL, resulting in Tommy John surgery that cost him the entire season. Arm soreness during his rehab in 2016 delayed Wheeler’s comeback with the Mets until the next year. It wasn’t until 2018 that Wheeler really appeared to be picking up where he left off, throwing 182.1 innings with a 3.31 ERA/3.25 FIP, enough for 4.2 WAR. Last year featured much of the same good stuff, with Wheeler’s .311 BABIP likely being partially the fault of an unimpressive Mets defense. Perhaps most importantly, 2019 put Wheeler’s 2 1/2 lost years more comfortably in the rear-view mirror, something important for a team making a significant contract commitment. Read the rest of this entry »

The 2020 ZiPS projection season starts Friday, and before it does, I wanted to offer a brief refresher of what ZiPS is and is not.

ZiPS is a computer projection system, initially developed by me from 2002-2004, and “officially” released in 2004. As technology and data availability have improved over the last 15 years, ZiPS has continually evolved. The current edition of ZiPS can’t even run on the Pentium 4 3.0 processor I used to develop the original version starting in 2002 (I checked). There are a lot more bells and whistles, but at its core, ZiPS engages in two fundamental tasks when making a projection: establishing a baseline for a player, and estimating what their future looks like using that baseline.

ZiPS uses multi-year statistics, with more recent seasons weighted more heavily; in the beginning, all the statistics received the same yearly weighting, but eventually, this became more varied based on additional research. Research is a big part of ZiPS and every year, I run literally hundreds of studies on various aspects of the system to determine their predictive value and better calibrate the player baselines. What started with the data available in 2002 has expanded considerably; basic hit, velocity, and pitch data began playing a larger role starting in 2013, and data derived from StatCast has been included in recent years as I got a handle on the predictive value and impact of those numbers on existing models. I believe in cautious, conservative design, so data is only included once I have confidence in improved accuracy; there are always builds of ZiPS that are still a couple of years away. Additional internal ZiPS tools like zBABIP, zHR, zBB, and zSO are used to better establish baseline expectations for players. These stats work similarly to the various flavors of “x” stats, with the z standing for something I’d wager you’ve already figured out!

When estimating a player’s future production, ZiPS compares their baseline performance, both in quality and shape, to the baseline of every player in its database at every point in their career. This database consists of every major leaguer since the Deadball era — the game was so different prior to then that I’ve found pre-Deadball comps make projections less accurate — and every minor league translation since what is now the late 1960s. Using cluster analysis techniques (Mahalanobis distance is one of my favorite tools), ZiPS assembles a cohort of fairly similar players across history for player comparisons, something you see in the most similar comps list. Non-statistical factors include age, position, handedness, and, to a lesser extent, height and weight compared to the average height and weight of the era (unfortunately, this data is not very good). ZiPS then generates a probable aging curve — both midpoint projections and range — on the fly for each player. Read the rest of this entry »

“If you don’t take an opponent serious, they surprise you.” – Canelo Alvarez

Coming into the 2019 season, the Cleveland Indians did not take the threat posed by the other teams in the AL Central very seriously. The Minnesota Twins made them regret it. With the most home runs in baseball history, the Twins sent Cleveland reeling and won 100 games for the first time since 1965. While the Twins benefited from baseballs being designed in a perfect, Flubber-y way for their lineup, every good success comes sprinkled with a dash of good fortune.

The Setup

Surprise is nothing new for the Twins. The 2017 team, still in the middle of its rebuild, shocked the American League by winning 85 games a year after going 59-103. That 26-game surge wasn’t caused by making dollars rain in free agency, but instead was mostly the work of the players the Twins already had. They even shocked themselves, and after losing six of seven games to enter the trade deadline below .500, they were sellers rather than buyers. Gone were the team’s closer, Brandon Kintzler, and Jaime García, a player they acquired just a week prior. Then they went 20-10 in August, enough to sneak into the second Wild Card spot. But the Yankees’ David Robertson and Tommy Kahnle shut down the offense for five and two-thirds innings in the Wild Card game, forcing Minnesota to make a characteristically quick postseason exit.

Regression to the mean is a cruel thing and the 2018 Twins, without wholesale changes, fell out of the playoff race quickly. An 11-3 run to end the season got the team’s record near the .500 mark, but it only shaved the edges off a disappointing season. Miguel Sanó and Byron Buxton, two hitters the team intended to build around, were injured and ineffective, and there weren’t enough pleasant surprises elsewhere. Brian Dozier’s OPS fell under .700, and with the exception of Zach Duke, none of the low-key offseason signings (Lance Lynn, Addison Reed, Logan Morrison) proved effective. The team became sellers at the deadline, trading Duke, Lynn, Dozier, Fernando Rodney, Eduardo Escobar, and Ryan Pressly. Read the rest of this entry »

In what is shaping up to be a very busy pre-Thanksgiving Hot Stove League, the Mariners announced on Wednesday that they have agreed with relief pitcher Carl Edwards Jr. on a one-year contract. Edwards will receive a base salary of $950,000, with the potential to make another $500,000 in performance incentives tied to appearances and games finished.

This is the type of move that you will likely see more of in Seattle this winter. The Mariners are rebuilding, and though it’s not the type of rebuild that tears everything down to the foundation, they probably won’t be competitive in 2020. Whether you call it a rebuild or a retool or a reimagining, finding low-cost pickups and reclamation projects are typically smart things for teams to do. It’s also a healthy situation for players seeking to rebuild their value and get better contracts down the road.

Seattle’s bullpen is a prime place for these types of low-risk additions. Spending on relievers tends to be the worst bang-for-the-buck signings when it comes to wins, so it’s natural to look for these kinds of transactions to fill out the relief corps. The Mariners are also a good candidate for this as they’re currently projected in our Depth Charts to have the worst bullpen in baseball. Read the rest of this entry »

“Don’t let yesterday use up too much of today.” – Will Rogers

The successes of the Moneyball era sowed the seeds of Oakland’s later struggles. While the modernization of baseball’s front office structure was an inevitable process, the success of the Moneyball A’s and the fame that resulted from their efforts likely sped up this evolution. How many movies about a company’s improvement in personnel management get made into a film starring Brad Pitt?

But as more franchises cast off the shackles of baseball beliefs from the 1940s, the A’s quickly found themselves less able to easily leverage knowledge as a considerable advantage over other teams. I tend to believe that teams’ overwrought claims about the Dickensian workhouse state of their finances are unadulterated nonsense, but I don’t think it’s controversial to say that the A’s are one of the poorer organizations in the league. Adding plodding, OBP-heavy Ken Phelps All-Stars and grabbing pitching prospects on the cheap was never going to be a sustainable strategy long-term in a world where the Yankees and Dodgers are rich and smart.

Instead, the A’s have been forced to reinvent their win conditions repeatedly. In their latest iteration, the team has relied on churning out defensive superstars, whether by drafting them (Matt Chapman), helping them improve (Marcus Semien), or by finding under-appreciated defensive talent just as they once drooled over walks (Ramón Laureano). Read the rest of this entry »

“I am sick to death of cleverness. Everybody is clever nowadays.” – Oscar Wilde, The Importance of Being Earnest

From the point of view of the 2010s Cubs, one could argue that their true antagonist has been the Milwaukee Brewers rather than their historical rivals, the St. Louis Cardinals. In two consecutive Septembers, it was Milwaukee that twisted the knife, first by catching up and taking the division on the back of an eight-game winning streak in 2018, and then by winning 11 out of 12 in 2019 to leave Chicago choking in the dust. They even managed that last one without Christian Yelich, a feat not unlike the magician’s grand reveal at the end of a particularly exciting illusion.

The Setup

As far as rebuilds go, the mid-decade one by Milwaukee was not too traumatic. In 2014, the Brewers burst out of the gate unexpectedly, winning 10 of their first 12 games, giving them first place in the NL Central. Despite projected win totals in the mid-70s, Milwaukee’s 20-8 April gave the club enough of a cushion that when the inevitable regression toward the mean occurred, it didn’t fall out of first place until the start of September. Four months of below .500 ball (53-55) eventually did them in, and a rough September dropped their final record to 82-80.

After struggling in 2015, the Brewers had the courage to do what a lot of teams in a similar position do not: rebuild before the roster was devoid of talent. Philosophically, rebuilding from a situation in which you’re not completely out of options ought to give a team more flexibility in the rebuild and a less painful fallow period. While I’m no expert in home repair, I would guess that it makes sense to replace the roof before you’ve got six inches of water in your kitchen. Read the rest of this entry »

12:03

Dan Szymborski: And away we go!

12:04

Dan Szymborski: Not even thinking about it until my two big year-end/winter projects (the elegies and the ZiPS are done).

12:04

Dan Szymborski: I had process writing.

12:04

Dan Szymborski: Depends who you ask. Based on ZiPS projections, I still get the best predictor of salaries players get in the mid 7s.

Read the rest of this entry »

“Overconfidence is a powerful source of illusions, primarily determined by the quality and coherence of the story that you can construct, not by its validity.” – Daniel Kahneman

If the 2019 Indians thought they the lone contenders in the AL Central, the Minnesota Twins very quickly disabused them of that notion. Cleveland still fought their way to a 93-69 record, but after a quiet offseason, the loss of some key players, and a final run at the playoffs destroyed by a five-game losing streak, this is a team that ought to be haunted by their what-ifs. Much of the team’s core remains intact (at least for now), but with key contributors approaching free agency, these Indians may have peaked.

The Setup

If a baseball season is a marathon, the 2018 Indians were allowed to use a car. They grabbed first place in the AL Central in late April and never relinquished it. The Minnesota Twins ran afoul of the Regression Gods, and the rest of teams in the division were still firmly in the moribund section of their respective rebuilds. With the bullpen not rocking as it had in previous years, Cleveland traded top prospect Francisco Mejía to the San Diego Padres for Brad Hand and Adam Cimber, players who could reinforce the bullpen past 2018. Also added were Leonys Martin and Josh Donaldson, players the team believed could have upside for the playoffs. Read the rest of this entry »