Archive for Projections

The Projections Are Wrong! 6 Starting Pitcher Targets + Bonus Hitter Sleeper

Every year, spring training performances inflate, and sometimes deflate, auction prices and ADP. The vast majority of the time, it’s the wrong reaction. But sometimes, it’s the right move. We do learn new information during spring training, such as exit velocities, pitch velocities, new stances, new pitches added to a repertoire, etc etc. That’s what I care about, not that a hitter is batting .450 (unless it results in more projected playing time) or a pitcher holds a 1.37 ERA (unless it wins him a rotation spot or the closer role). So let’s talk about my starting pitcher targets, plus a bonus hitter sleeper.

Read the rest of this entry »


Beat the Shift Podcast – Draft & Auction Recap Episode w/ Justin Mason

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

Guest: Justin Mason

Strategy Section

  • TGFBI
    • What is TGFBI?
    • KDS Selections
    • Draft plan & execution
    • Freddie Freeman as a 1st rounder
    • Nico Hoerner as a draft linchpin
    • Relief Pitcher darts at the end of drafts
    • How much risk to take on, and when?
    • TGFBI Average Draft Position trends
  • Auctions
    • Differences between snake drafts and auctions
    • What is it like to draft against?
      • Ariel Cohen
      • Justin Mason
    • Adjusting draft strategy based on other owners’ tendencies
    • Coming to auction tables with market values
    • Hitter / Pitcher % Split
    • How to handle Ronald Acuna Jr. in auctions?
    • Online vs. in-person auctions
    • 12-team vs. 15-team auctions
  • LABR Mixed Auction Recap
    • Justin
      • Stars & Scrubs hitting
      • Low cost pitching
      • Late game / low valued injury darts
      • 3 Closers
    • Ariel
      • Big catcher spending
      • High value starting pitching
      • How to make up for the loss of Devin Williams
    • Trading leagues vs. non-trading leagues
  • Tout Mixed Auction Recap
  • Drafting as a proxy for a team’s owner
  • Tout Head to Head Recap
    • Do you need to follow the market’s Hitter / Pitcher % split in points leagues?
    • Nominating catchers early on
    • Salvador Perez’s value
    • Factoring in the HTH playoff format into player valuation

Read the rest of this entry »


Taking Spring Training a Little too Seriously: Hitter Edition

This article looks at the predictive power of spring training statistics last year for hitters. It applies learnings from last year to highlight a few movers and shakers so far this spring (based on spring games through 3/13).

Read the rest of this entry »


Beat the Shift Podcast – Relief Pitcher Preview Episode – w/ Greg Jewett

The Relief Pitcher episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Greg Jewett

Strategy Section

  • General closer player pool observations
  • What price points should you purchase closers at?
    • General strategy
  • Is purchasing closers through FAAB a good investment?
  • What skills or information should you look at to speculate on closers in waiting?
  • Stay away from closers on bad teams?
  • When is it worthwhile to roster a closer handcuff?
  • Should you worry that a closer will be traded mid-season (enough to affect a buying/rostering decision)?

Closer Situations

  • Discussion of all 30 MLB team closer situations

Read the rest of this entry »


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 »