If you haven’t studied the managers who won your league by now, you should. If you won your league, and your competition is smart, you’re being studied. People are trying to find out why the Robbie Ray‘s and the Marcus Semien’s of 2021 caught the eye of those who drafted them and are looking to find next season’s doppelgangers. The Dodgers didn’t take long at all to take their pick. We can make all the models, algorithms, spreadsheets, and crystal ball readings we like, but the most tried and true technique is regression. Players that were unbelievably good…will regress to their true-talent level. Players that were unexpectedly bad…will regress to their true-talent level. This is something you can take to the bank. Rather than choose from 15 of the best players we should take in the first round, let’s think of players that we expect to go in the 5th and 6th rounds. Here’s a look at three players that seem likely to do just that, and could fly under the radar in your 2022 draft.

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The End of Season Recap Episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

The focus of this podcast is on fantasy baseball strategy.

Today, we look back at the topics and highlights of our season-long coverage, and give thanks to all those that made our show extraodinary this year.

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The Live Episode from First Pitch Arizona 2021 of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Derek Carty

What’s new in THE BAT X for 2022?

Strategy Section

• Risk
  • How to deal with injury risk
  • How to discount for binary risk
  • Low risk players / consistent players
    • Injury Guru’s Trivia of the Week
  • Categorical Risk
    • Who would you rather draft – Bo Bichette or Vladimir Guerrero Jr.?
  • Replacement Level Risk
    • The risk of paying up for a super elite catcher (Salvador Perez / J.T. Realmuto).
  • Ace Pitcher Risk – Should you draft pitchers in the first few rounds?
  • Stacking Risk – Doubling up in one league vs. spreading out in two different leagues
• Auction
  • Spread the Risk vs. Stars & Scrubs
    • League depth matters
    • Grab value in every price tier
  • The value at the corner infield position
  • The Joey Votto nomination strategy

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This season I went add/drop crazy. I made 344 moves (adds/drops/trades). The next highest person in my league made 167. There were times when it was so incredibly uncomfortable to drop a quality player, releasing him to the waiver wire. When sharks are circling the boat, it’s not a good time to take a dip. However, as I’ve mentioned many times before, one of the leagues I care most about is a shallow 10-team, 5×5 roto league where turning and burning is almost a requirement, and turn and burn I did!

All season I was looking for indicators that would predict small clumps of player performance. xwOBA did a tremendous job of evaluating in-season talent. But, this offseason I will be looking for more ways to catch those small clusters of player performance that seem to elude me. When MLB The Show releases its monthly awards I’m usually like, “What? Really? How did I miss that?” To be fair, those players were usually rostered during that time, but it’s the ones that sneak onto the list that I’m trying to create a system for.

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You remember sorting baseball cards, right? You sorted them on anything; career stats, teams, season, jersey color. You got your sticky fingers all over those glossy, fresh pieces of thin cardboard and you just sorted away. Let’s think of a clustering algorithm called k-means clustering as that 8-year-old card sorter, only with a set of instructions. “Hey kid, here’s a bunch of cards from the last month of the season, back in 2020. Rather than your typical stat-lines, these cards show each player’s change in batted-ball and plate discipline from the first half of the month to the second half of the month. Here, take a look at Randy Arozarena”:

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The Season Wrap-Up Episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

Guest: Ian Kahn

Most memorable moments of the baseball season

Strategy Section

• Which is more important at the draft – Having better knowledge of the players, or better valuation & auction/drafting skills?
• Which is more true?
  • Leagues are won on draft day vs.
  • Leagues are won with great in-season moves & pickups
• Injury Guru’s Trivia of the Week
• Do you have to walk away with speed in the first few rounds?
  • 1st Round Pick – Bo Bichette vs. Vladimir Guerrero Jr.
• The Case for An Ace – Do you need to walk away with an ace (or two aces) in the first few rounds?
• Is it worth paying up for a super elite catcher (Salvador Perez / J.T. Realmuto)?
• Is it worth paying up for closers?
• Can you wait on corner infielders?
  • Should you disregard positions in the first few rounds?

Our successes and failures in 2021

Sandy Alcantara – Is he a top 10 pitcher for 2022?

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If you go to our 2021 Leaderboards, look at team relief pitcher stats, and sort by wins, you’ll see an interesting top five. The Rays, as you might have guessed, are holding the one spot by 10 wins at 56. They are followed by the Giants (46 wins), the Yankees (45 wins), and the Mets and Brewers (tied with 44 wins). If you’re like me and you’ve given up on your pitching ratios long, long ago, but are still fighting to win your league, you need wins and saves. Strikeouts are also welcome, too.

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In most weekly leagues, the ability to add and drop players is gone for this season. Since there are no more moves, I’m going to analyze the most added and dropped players in NFBC’s Main Event and Online Championship with the main goal to create a composite replacement-level player.

For reference, the Online Championship (OC) leagues have 12 teams while the Main Event (ME) has 15. Both of the leagues require 23 starters each week with 7 bench spots (no IL spots). At all times, 360 players will be rostered in an Online league and 450 in a Main Event league. The reason I decided on the two NFBC formats were:

• The data is freely available.
• The information is from several leagues (43 Main Events, 199 Online Championships) with the same ruleset.
• The leagues remain competitive longer since there is decent money on the line.
• With two formats (12-team and 15-team), a comparison can be done on the different player pools.

I know at times we may seem a little NFBC centric here at Rotographs. Now, if some other platform had the ability to select a league type and make available all the adds and drops, I’d use them. The NFBC is the only platform that offers this service. Read the rest of this entry »

Introduction

Well, we are down to the final week of fantasy baseball. After a short 60 game season in 2020, we are blessed to be approaching game 162 here in 2021!

We here at RotoGraphs, are hoping that you are right in the thick of the competition for your league’s fantasy championship title. For me – I am right in the middle of an intense battle with one of the legends of rotisserie baseball, Ron Shandler, as well as our own Jeff Zimmerman.

The league that I am referring to is the Mixed Auction LABR league. I was one this division of LABR’s inaugural members back in 2020.

Above is a photograph of some of the participants of the live 2020 auction draft from Tampa, Florida. Due to COVID, this year’s draft was held online. LABR is one of the longest running (if not THE longest currently running) expert leagues of rotisserie baseball. It is an honor simply to be invited to compete.

The Mixed auction LABR league is a very standard 12-team 5×5 rotisserie league. We use the standard scoring categories (R, RBI, HR, SB, BA, W, K, SV, ERA, WHIP), and standard rosters (14 B, 9 P). Scoring periods are weekly, trading is allowed, and the initial draft is of the auction variety. Last year, I went into great detail recapping my draft – a two-part article that can be found here and here.

As many of you might already know, as a risk management actuary – my day job consists of running simulation models to recommend purchasing decisions to the upper management of my company. I simulate possible fires, hurricanes, medical malpractice claims, and other liabilities that we may be on the hook for.

Borrowing several actuarial methods, I adapted some of these models in order to develop a proprietary in-season fantasy baseball tool. It is a probabilistic final standings simulator. Using the current league accumulated standings, a source of projected ROS statistics, a volatility and a correlation model – I run 4000 iterations of what might happen for the remainder of the season.

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The Final Week Decisions Episode of the Beat the Shift Podcast – a baseball podcast for fantasy baseball players.

League Updates

Strategy Section

• Final Week Strategies & Decisions
  • No fear of droping players
  • Categories categories categories
  • Players in a pennant race
  • Younger players
  • Hot hand
  • Projections vs. final month stats
  • Roster flexibility in the final week
  • Go with your gut
  • Rotation schedules revamped for playoff bound teams

Injry Guru’s Trivia of the Week

Waiver Wire

Pitcher Preview

Injury Update – Reuven gives us the injury updates.

Housekeeping

• Upcoming Episode Schedule
• Thank you for listening !!!

Follow us on Twitter

• Ariel Cohen (@ATCNY)
• Reuven Guy (@mlbinjuryguru)
• Beat the Shift Podcast (@Beat_Shift_Pod)

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