Archive for Projections

Manager Influence on Stolen Bases

Earlier this month, I asked our readers for any aspects of the fantasy game which are missing. Okra stepped up and said:

“I feel like we still do a poor job of predicting stole bases. I think we could better utilize the new Sprint Speed data and speed scores to predict SBs. Taking it one step further would be to try and quantify each managers propensity for SB attempts.”

This statement is 100% true. We really don’t know which measurable factors fantasy owners should focus on when looking for stolen base breakouts. I’ve gone ahead and dived into the topic of just the manager influence with positive results.

Read the rest of this entry »


10 Players I’m Excited to Watch in 2018

As somewhat of an ode to the will-be-missed Mr. Swydan, I want take a page out of Paul’s book to highlight a number of players I’m excited to watch in 2018 (this is part one).

Freddie Freeman

Having fun with some random comparisons, Justin Smoak finished a terrific 2017 with a career-high .371 wOBA (.270/.355/.529).  Freddie Freeman also finished the summer with a .371 wOBA (.291/.378/.513)…after spending six weeks on the DL with a broken wrist.  Before that DL stint, Freeman was arguably the best hitter in baseball, slashing .341/.461/.748 (.485 wOBA) over the first six weeks of the season.  He was essentially unstoppable during that stretch, and at the age of 28, armed with one of the most consistent batted ball profiles in the game and a full season of health (plus 3B eligibility in some leagues), Freeman has all the ingredients for a truly special season in 2018.

Read the rest of this entry »


Is Middle Infield Scarcity Overblown?

I think at the crux of it, the question is asking whether people [call them “the market”] are adjusting middle infielders’ values upwards artificially as compared to other positions.  But another way to ask this (from a fantasy baseball drafting perspective), is perhaps:

Due to the market’s perceived value of the scarcity in the Middle Infield (MI) position, are other positions better valued at the draft table?”

Read the rest of this entry »


Exploiting Middle Infield Bias

“… pros were more likely to ride a wave of irrational exuberance than to fight it. One reason is that it is risky to be a contrarian. ‘Worldly wisdom teaches that it is better for reputation to fail conventionally than to succeed unconventionally’” – Richard Thaler in Misbehaving

At the root level, fantasy baseball is about acquiring more undervalued assists than your opponents. Everyone wants a first-round talent for a last round price (e.g. Aaron Judge). With teams clamoring to acquire every advantage, they are insistent on wasting away an early draft advantage. In early 2018 drafts I’ve participated in, an early emphasis on middle infielders is inflating their value way beyond their projected production. Is the observation wrong? If so why? If not, how can an owner take advantage of this mispricing?

Note: For this article, I will lump second basemen and shortstops together into one middle infield position. Neither position has more talent than the other and the bottom players will be used to fill a middle infield position.

For those who have recently created mixed-league valuations, positional scarcity doesn’t exist besides with catcher. I use the method outlined in Larry Schechter’s book, Winning Fantasy Baseball to determine my values. I’m not going to go into the process’s exact details but it’s the standard procedure used by fantasy experts to prep for auctions. Even a couple years ago a small amount of positional scarcity existed but a huge influx of good middle infielders has raised the group’s overall talent level up to the other positions.

Read the rest of this entry »


Jonathan Villar: A Tale of Two Seasons

Jonathan Villar burst onto the scene in 2016 with 19 HR and 62 steals. He was going 19th overall in 2017 NFBC drafts and was a huge disappointment when he hit posted a .293 OBP, 11 HR, and 23 SB. With 2018 drafts starting, I’ve seen his ADP (200) way below where he should go using his Steamer projection (~118). The disconnect is understandable but not to the current level. Opportunity exists for huge upside.

Just for reference, here are Villar’s basic stats from the past four seasons and his 2018 Steamer projection.

Villar Recent Stats
Season Team Age G PA HR SB AVG OBP SLG ISO
2013 Astros 22 58 241 1 18 .243 .321 .319 .076
2014 Astros 23 87 289 7 17 .209 .267 .354 .144
2015 Astros 24 53 128 2 7 .284 .339 .414 .129
2016 Brewers 25 156 679 19 62 .285 .369 .457 .171
2017 Brewers 26 122 436 11 23 .241 .293 .372 .132
2018 Steamer 27 130 563 15 34 .250 .324 .399 .149

Of all the values which changed his value from 2016 to 2017 was the 76-percentage point drop in OBP. Less times on base meant fewer steals and runs scored. An OBP under .300 is kill for any hitter.

Besides the scoreboard stats, here are his 2nd order stats over the same time frame.

More Villar Stats
Season GB% HR/FB Pull% BB% K% Swg% Contact% AVG EV Sprint Speed
2014 51.0% 13.5% 34.0% 6.6% 27.7% 46.0% 70.1%
2015 58.0% 10.0% 44.9% 7.8% 22.7% 46.2% 77.0% 89.5 27.3
2016 56.0% 19.6% 32.3% 11.6% 25.6% 42.8% 75.0% 87.7 27.7
2017 57.0% 19.0% 39.1% 6.9% 30.3% 47.5% 71.3% 86.7 27.6

His plate discipline is the biggest discrepancy over the past two season seasons with his K%-BB% jumping from 14% to 23%. Even though he maintained similar power and groundball rates, the overall decline in contact rate while swinging more did him in.
Read the rest of this entry »


Counting Stat Estimator For Hitters On The Move

In leagues with Runs and RBIs as categories, predicting how a player’s mix will change with a new team can be guessing. Some clown at Fantrax yesterday wrote the following:

“As for Headley, his value drops by going to a worse offensive team in a pitcher-friendly park. Part of the decline could be offset by a move up in the lineup since he mainly batted seventh for the Yankees last season.”

It could go up, it could go down, who really knows? While writing the statement, I needed a better answer so I created a couple quick and simple tool. If an owner can estimate a few stats, they can predict changes in plate appearances, Runs, RBI when a hitter moves from one team to another.

The key was to be simple and quick. For simplicity, only the following stats are needed.

  • New likely lineup location
  • Estimate of projected home runs
  • Estimated games played such 150 out of 162 games as a percentage.
  • Estimated Runs scored by a team. Used over on-base percentage because team level runs scored is easier to find and remember.

The estimated runs scored is the toughest value to come up with. I’d just go to FanGraphs team projection page to get a decent idea. Just take that year’s RS/G and multiply it by 162. Another method is to take the previous season value and plug it into the following regression equation:

`RS in Y2` = .575 * `RS in Y1` + 311

The goal is just to get a basic idea of possible changes.

Read the rest of this entry »


The Ohtani Rule

The Japanese sensation Shohei Ohtani is finally coming to MLB (and more specifically to the Angels), and in doing so will become the trailblazer that sets a new expectation for the future of the (possible) “two-way” player.  Because salaries and injuries continue to escalate in the game, a true double threat major leaguer is still hard to imagine in baseball, but if the 23 year old Ohtani does become the first player since Babe Ruth to make a regular impact on both sides of the ball, he will change the landscape of fantasy baseball, too.

Read the rest of this entry »


Miguel Cabrera: Creating a Personal Drafting Plan

The projection systems love Miguel Cabrera. To them, he’s a hitter who performed decent in the first half and struggled in the second half. The projections don’t know that he has two herniated discs in his back. Because of the injury, his wOBA dropped from .339 in the first half to .274 in the 2nd half. Using projections, he’s the 54th highest ranked player but owners have pushed his ADP closer to 100th. It’s time to determine why the disconnect.

It was definitely a tale of two halves for Cabrera.

Miguel Cabrera’s 2017 1st & 2nd Halves
Monthly AVG OBP SLG BABIP BB% K%
1st Half .264 .357 .440 .307 12.1% 20.4%
2nd Half .230 .288 .342 .272 7.4% 21.4%

Read the rest of this entry »


A Potent Odor: Rougned’s Return

About a week ago, I compared rankings with some actual ADP. One player which stood out was Rougned Odor. He ranked 47th overall (AVG vs OBP league) and it’s tough to rank a person so high who hit only .204 last season. Steamer projections currently have him back up to a .255 AVG. Acceptable but not great.

Additionally, Odor comes to the plate hacking and rarely walks (4.2% for his career) so almost all of his value comes from his BABIP. If his batted balls don’t fall for hits, he’s not getting on base. Since his value is so BABIP driven, I decided to see what the BABIP bounce-back chances were for low-walk hitters.

Read the rest of this entry »


Reviewing 2017 Pod Projections: Lance McCullers

Alas, we have finally reached our final 2017 preseason article recap! Welllll, this one shouldn’t have been the last one, but no one wants to read a recap of my David Dahl Pod Projection, right? So we wrap things up by reviewing my Pod Projection for curveball aficionado Lance McCullers, who was coming off around 200 innings of 3.22 ERA ball supported by strong skills over his first two seasons. Health was a question mark, but there was no doubting his talent. Let’s remind ourselves what I forecasted for his 2017 performance and how he actually performed.

Read the rest of this entry »