Archive for Projections

Beat the Shift Podcast – Mock Draft Episode – w/ Chris Welsh

The Mock Draft episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Chris Welsh

Strategy Section

  • General snake draft strategy
  • Early round pitcher strategy
  • Differences between various formats & depths
  • Tackling closers
  • Tackling catchers
  • KDS preferences
  • What is the most important statistic to focus on?
  • What is a category that you could get on the waiver wire?

Read the rest of this entry »


There *is* Such Thing as a Pitching Prospect: the Top 10 by Projected ERA at Peak

This is Jordan Rosenblum’s debut at Rotographs. 

I’ve spent the last couple of seasons building out a fully-fledged projection system. You may have seen the StuffPlus-fueled version of them, ppERA, published by Eno Sarris over at The Athletic, or else variations of them elsewhere. Like most projection systems, mine includes aging curves, major league equivalencies, park factors, league run environment adjustments, historical performance, and regression to the mean.

My pitching projections performed well in terms of predictive accuracy in 2023, generally holding their own against other more established projection systems, with my rookie projections performing especially well. I must, however, concede that Steamer dominated the field overall—all hail! This article unveils my top 10 projected pitching prospects for 2024 and beyond, highlighting names worth breaking the TINSTAAP pledge for.

Read the rest of this entry »


Beat the Shift Podcast – Starting Pitcher Preview Episode – Part II – w/ Paul Sporer

The Starting Pitcher Preview (Part II) episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Paul Sporer

Strategy Section

  • Relievers moving to the rotation
    • Good source to find fantasy players?
    • Candidates for 2024
  • San Francisco Giants plan for 2024
  • Total Solar Eclipse
  • Spring Training
    • Red Flags
    • Green Flags
    • Injuries in Spring Training
    • Spring training stats on FanGraphs !!!
  • How to value older / aging pitchers
    • Survivor Bias
    • How cost plays in to the risk
  • Supermodels
  • How to value pitchers coming over from a foreign league
    • Foreign pitchers vs hitters
  • 9 Pitcher roto roster – how to split SP/MR/CL?

Starting Pitchers

  • General player pool observations
  • Lower tiered pitchers
    • What to look for?

ATC Undervalued Players

Read the rest of this entry »


The Perfect (New) Recipe for Drafting Pitchers

Last season around this time I wrote an article showcasing a recipe that would help select starting pitching in drafts. I queried the heck out of a dataset containing 2022 end-of-season pitcher data and 2023 projected data, slicing and splicing the list down to an interesting group of pitchers, each having done or expected to do the following:

  • A SwStr% in 2022 of at least 11%. (2022 MLB SP average – 10.7%)
  • A K/9 projection (steamer) of eight or better. (2022 MLB SP average – 8.18)
  • Positive pVals (Pitch Info) on at least two pitches in 2022.
  • An ADP greater than 100.

Read the rest of this entry »


2023 Projection Systems Comparison – A Game Theory Approach

Introduction

In 2018, I introduced a game theory approach for comparing baseball projection systems. Proudly, the original article was nominated for Baseball Article of the Year by the Fantasy Sports Writers Association (FSWA). Today, I am proud to release the same in-depth research for the sixth consecutive year!

This is not a typical statistical analysis. There won’t be any Chi-squared tests, nor will I calculate Type I or Type II errors. Forget about mean squared errors or any hypothesis testing.

My methodology does not incorporate a statistical model. Instead, it looks to determine the profitability potential of each projection system by simulating what would have happened in a fantasy auction draft. It games the projections.

What do I mean by this?

Let’s think about what happens in a real fantasy [pun intended] baseball draft auction.

Suppose that Jared Cross himself (or anyone exclusively using the Steamer projections) walks into a rotisserie auction prior to the 2023 baseball season. Let’s say that Jared decides to participate in an NFBC auction league. Mr. Cross would take his projections and run a valuation method through them to obtain auction prices. He would generate a list that looked something like this …

Read the rest of this entry »


Beat the Shift Podcast – Auction Strategy Episode w/ Jeff Erickson

The Auction Strategy episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Jeff Erickson

Strategy Section – Auction Strategy

  • General Auction Strategy
    • Rules to live by
    • Differences to snake drafts
    • Online vs. in-person auctions
    • Time of day
    • Other players’ tendancies
    • Looking around at the auction table
    • Most important items to keep track of during an auction
  • Nomination Strategy
    • Have a purpose
    • Reasons for nominating who you are most interested in buying
    • Plan A / Plan B nomination
  • Market Values
    • Assessing the market
    • AAVs / ADP$
    • Hotspots
  • What to pay for players
    • Strike Prices
    • Paying more for players who fit your team’s build
  • Money plan
    • Hitter / Pitcher % Split
    • Stars & Scrubs vs. Spread the Risk
    • Unorthodox strategies
  • Money management
    • Pacing yourself in the auction
    • Buying out of “the break”
  • In-draft adjustments
    • Tracking scarcities
    • Tracking inflation
  • Bidding
    • General procedure
    • Starting bid
    • +2 bids
    • Bidding often
    • Timing of bids
    • Price enforcing
  • Other tidbits
    • Pay attention to the other bids
    • Clogging the DH spot
    • Shohei Ohtani is still pitcher eligible
    • Need to get bargains

Read the rest of this entry »


2024 Projection Showdown — THE BAT X vs Steamer Hitter wOBA Forecasts

Let’s start looking toward 2024 and dive into the projections that are now all available on individual player pages and on the 2024 Pre-Season Projections page. It’s pretty clear that the projection systems are all pretty darn similar, or you would see far more variation between forecasts for individual players. That doesn’t mean they are identical, of course, with some regressing certain metrics more aggressively, or perhaps using Statcast metrics more than others. I don’t know all the ins and outs to compare, so instead, we’ll just focus on the players that THE BAT X and Steamer disagree on most.

Read the rest of this entry »


Beat the Shift Podcast – Starting Pitcher Preview Episode – Part I – w/ Nick Pollack

The Starting Pitcher Preview (Part I) episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Nick Pollack

What’s new at PitcherList?

  • PLV 2.0

Strategy Section

  • Pitch arsenal
    • Is it better to have one elite pitch, or a few good pitches?
    • Pitch mix changes
      • Blind spot of projections?
      • How to know when a pitcher will be more successful?
      • What to make of a pitcher throwing a new pitch?
  • Should we trust certain teams / organizations to improve pitchers?

Starting Pitchers

  • General player pool observations
  • 12-team vs. 15-team leagues
  • Which is more important – securing ratios or strikeouts?
  • Should you chase wins?
  • How much of a discount do you need for an injury concern pitcher?

ATC Undervalued Players

Read the rest of this entry »


Beat the Shift Podcast – Middle Infield Preview Episode w/ Sara Sanchez

The Middle Infield Preview episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Sara Sanchez

Strategy Section

  • Risk
    • Should you minimize risk early on in drafts?
    • Should you increase risk late?
    • At what point in the draft do you worry less about risk?
    • How does league size / depth affect your risk propensity?
  • The value of player consistency
    • Head to Head formats
  • Pitchers with injury issues
    • Why do projections seem to overstate innings for risky starters?
    • Should you avoid injury risk pitchers all together?
    • Should you worry about your team’s aggregation of risky pitching?

Middle Infield

  • General player pool observations
  • Positing scarcity no longer exists
  • Which price points to play at in 2024?
  • What statistics should you get from the MI?
  • Injury Guru’s Trivia of the Week

ATC Undervalued Players

Read the rest of this entry »


Beat the Shift Podcast – Outfield Part II Preview Episode w/ Ray Murphy

The Outfield Part II Preview episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Ray Murphy

First Pitch Florida

Strategy Section

  • Projections
    • The basics of what goes into generating player projections
    • How should you use projections?
    • Blind spots of projections
      • What does the human eye do better than the computer?
  • Pricing Players
    • SGP vs. Z-Scores vs. PVM
  • Outfield Player Pool
    • General observations
    • Are there specific stats that you need to get from the OF position?

ATC Undervalued Players

Read the rest of this entry »