2016 Prospect Rankings
This past season may end up going down as the year of the prospect. So many good rookies got their promotion to the majors like Kris Bryant, Carlos Correa, Noah Syndergaard, and Lance McCullers. It is time to look at finding the next batch of rookies. By using just a handful of minor league stats, I have created basic prospect rankings for 2016.
I have played around with prospect rankings for a while and just recently publish my 2015 ZOBRIST rankings which looked at older potential hitter breakouts. I have had some personal player rankings using just the player’s stats, but nothing worth publishing. Well, I finally took the few step forward by stealing some ideas from a couple of my fellow writers. First, I was able to add position values to the rankings after helping Carson Cistulli work on his minor league WAR values. The final piece came after reading a recent article by Tony Blengino at ESPN where he gives credit to the player’s age compared to the level’s average age.
With these additions and bit finding the best weight for each category, I have come up with a prospect ranking system which I believe holds up darn good. For hitters it uses wOBA, most common position played, and age compared to the rest of the level. For pitchers, it is K%-BB%, the percentage of games as started (vice relieving), and age compared to the rest of the level. The player’s value combines his performance at all levels he was in during the time frame.
For each player, I came up with an unregressed value which shows the player’s value no matter how little they played. Then, I regressed the value a bit to come up with a second value. Finally, I put the values on a 100 scale where a top player value is 100. For the 100 scale, I used the highest one-year total I could find. I can and did run the analysis for multiple years’ worth of data, so the scaled value can go above 100 in these occasions.
The process and results seem to hold up, but I did have a few possible issues show up. First, the position used is the position the player was at the most. It doesn’t know if the player was good at the position and may need to move off of it. The second issue is injuries especially with pitchers. If a highly touted prospect like Kyle Zimmer is unable to stay off the DL, they get hammered quite a bit. Third, players just drafted usually don’t have enough playing time to get highly ranked. The final change I could add is some form of prospect pedigree using their draft slot and/or prospect ranking. I am torn about using any prospect ranks as I am trying to find players people may have missed.
So here are four lists with all the data downloadable from here. Finally, let me know if you have any questions especially if you think any of the three weights I used (age, position, talent) were mis-weighted. That is it for now and tomorrow I will look at where some players in the Arizona Fall league are ranked.
Hitters: 2015 Only
Hitters: 2013-2015
Pitchers: 2015
Pitchers: 2013-2015
Jeff, one of the authors of the fantasy baseball guide,The Process, writes for RotoGraphs, The Hardball Times, Rotowire, Baseball America, and BaseballHQ. He has been nominated for two SABR Analytics Research Award for Contemporary Analysis and won it in 2013 in tandem with Bill Petti. He has won four FSWA Awards including on for his Mining the News series. He's won Tout Wars three times, LABR twice, and got his first NFBC Main Event win in 2021. Follow him on Twitter @jeffwzimmerman.
Remember when you posted this awesome information? That was awesome.
I’m high on Arcia as well. What do you see his PT situation being in 2016?
About everything points to Arcia being a stud. I just don’t know how fast the Brewers will promote him.
Agreed, which brings me to a thought. There is probably some value related to how soon a player will play MLB games. Maybe players with a higher probability of playing a lot next year deserve a bump? I realize there is a lot of uncertainty related to this but some sort of probability scale could be developed and applied. Oh, and thanks for ruining my productivity this afternoon. Always enjoy your posts, this one is especially interesting.
oh I love seeing Arcia higher than Crawford
i made the trade for Arcia more SB’s gotta have speed
oh and Berrios rank gives me good feelings too. keeper!
Hi Jeff, thanks for putting this together. I’m trying to figure what this brings to the table that existing methods don’t include. As far as evaluating hitting talent that will translate to Major-League success and incorporating ARL, it seems as though KATOH already has us covered. For real-life player evaluation position certainly matters, but I’m not sure that having Anderson Tejeda’s .555 OPS just a couple spots away from AJ Reed who might be next year’s Schwarber just because he is young and plays shorstop really tells me anything useful about their relative fantasy value.
That said, thanks for bringing Jamie Westbrook to my attention 🙂
Truthfully, I consider it the Marcels for prospects. Simple and works extremely well.
The Anderson Tejada in question had a .954 OPS in rookie ball as a 17-year-old and seems to have a rocket for an arm.
http://www.minorleagueball.com/2015/8/22/9152657/al-west-short-season-breakout-players
On Reed, his value is one I have worked with the most. The issue is the 1B value. Tough to break in as 1B. I will like to see how he does in the AFL this year.
My bad, I was looking at Anderson Adonys (Franco) Tejada
Great stuff!
Would love to see some articles based on this data from the experts on this site.
I have a few issues with your methodology, even though I like it’s simplicity.
First, why use wOBA? We know that BABIP is inflated in the minor leagues because of bad defense, and high-strikeout minor league hitters often can’t adjust to the majors when their BABIP drops and their K% skyrockets.
Second, you really have to incorporate league and park factors into your prospect rankings in some form. I love Dilson Herrera, but it’s pretty clear that he’s only ranked so highly because he plays in a) the extremely hitter friendly Pacific Coast League and b) the even more hitter friendly Cashman Field.
I thought I should maybe just use ISO instead of wOBA. If I just use K% and BB% also, then I have the exact components to ZOBRIST.
I have adjusted values for the different leagues, but not parks.
Looking at Herrera’s numbers, he is getting the credit for being 21-year-old 2B in AAA. Having the 10th highest wRC+ in AAA doesn’t hurt either (min 300 PA)
Nice article! In a dynasty who would you rather have, Trea Turner or Orlando Arcia? Thanks
I would go Turner. On overall production Arcia could be far more valuable, but if they do not shine he is Semien or Cliff Pennington. Turner has plus speed (something that plays better), so the floor is a little higher on him (at this point a slight worse fielding Alcindes Escobar may be about right, but escobar is a really good fielder)