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The recent February ennui thread featured a long discussion about the benefits and risks of various drafting strategies, with a few tangents into using minor-league performance to project major-league success. This wasn't the first thread we've had on this subject, and they all tend to get rather repetitive:

Person A: X is true.
Person B: There is no evidence for X. Y is true.
Person C: Y is obviously not true.

[I've partaken in these discussions many times myself, so cut me some slack on the parody.]

Here are some paraphrased assertions from the February ennui thread; we've all heard them stated and denied many times over:


- College players have less upside than high school players.
- College players are less risky than high school players.
- College players have a higher expected value than high school players.
- There exist identifiable groups of minor league players who can be expected to overperform or underperform statistical projections when advanced to a higher level.
- College players make it to the majors more quickly than high schoolers.
- Focusing on one specific group of players improves the quality of a team's drafts.
- Focusing on one specific group of players decreases the quality of a team's drafts.
- Tools matter.
- Tools don't matter.

Part of the problem with this sort of discussion is that, as far as I know, there is no organization that attempts to keep track of all studies on subjects such as these. I'm a medical student by day. If I want to find out whether a patient presenting to an emergency department with chest pain is more likely to be having a heart attack if he has a documented history of coronary artery disease, I can connect to Medline and search the entire literature; abstracts are freely available for almost all recently published articles. (In fact, a history of coronary artery disease has not been shown to significantly increase the probability that a patient is having a heart attack.) In baseball analysis, however, there's no well-organized, exhuastive repository of information to which one can turn for answers.

Ideally, I'd like to see someone create such a well-organized, exhuastive repository. However, I don't see that happening any time soon, so let's aim for a poorly organized and incomplete one. If you know of a good study on some aspect of drafting or prospecting, post a citation in this thread, together with a brief synopsis if you please. The study can be freely available on the Internet (e.g. at Primer), available on the Internet for a fee (e.g. at BA or BP), or published in a book (e.g. Bill James' Baseball Abstracts.)

Do high K/BB and K/IP ratios predict success for minor league pitchers? Do Baseball America's top 100 prospects outperform their PECOTA projections in aggregate? Is the speed of a pitcher's fastball a predictor of future success independent of his stats? Is his height a predictor of future success? Do high-school pitchers drafted in the first round have less success than their college peers? I really don't know the answers to any of these questions. I've heard it said that some of these questions have been conclusively answered, but I've never seen the studies with my own eyes, or if I have, I've forgotten where to find them. But perhaps you haven't.

One last request: let's try to restrict this thread to citations of studies and constructive criticisms of the studies cited. I love arguing about Brian Grant and Jamie Vermilyea as much as the next guy, but there's already an active thread for that discussion.
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Pistol - Sunday, February 15 2004 @ 08:11 PM EST (#78792) #
http://espn.go.com/mlb/columns/stars/1403766.html
There was an article by John Sickels on where the 2002 All Star came from.

In the AL the breakout was:
31 Players
23 Drafted
4 Junior College players
7 College players
12 North American high school players
8 Latin American non-drafted players

Of those drafted:
11 First-round picks
1 Second-round pick
8 Third-through-10th round picks
3 Later than 10th round picks

In the NL the breakout was:
33 players
25 drafted
3 Junior College players
12 College players
10 North American high school players
8 Latin American non-drafted players

6 First-round picks
6 Second-round picks
2 Third-through-10th round picks
9 Later-than-10th round picks
Pistol - Sunday, February 15 2004 @ 08:17 PM EST (#78793) #
COMN above for that Sickels article
Pistol - Sunday, February 15 2004 @ 08:31 PM EST (#78794) #
http://www.baseballprimer.com/articles/cdial_2003-06-09_1.shtml
Chris Dial at Baseball Primer looked at the all of the first round picks in the 90s prior to last years draft (COMN).

Here were his results:

High school: 141 players
College: 144 players

That was interesting in itself. And it was odd, some seasons were all high school players and some were all college players and most were close to 50:50.

High school stars: 15 (11%)
College stars: 13 (9%)

High school regulars: 31 (22%)
College regulars: 41 (29%)


And his conclusion:
My interpretation of this data is that drafting high schoolers in the first round isn’t significantly riskier, if riskier at all, than drafting college players. And the chances of the high schooler being a star is higher, offsetting getting a "regular".

No details on the split between hitters and pitchers that I can tell, although if your a Baseball America subscriber it'd probably be pretty easy to figure out.
_Jabonoso - Sunday, February 15 2004 @ 08:55 PM EST (#78795) #
There is a Latin saying " quom natura non dat, Salamanca non presta"
what you do not get by nature ( implying intelligence here ) College won't make you any better. Gillick used to say " if you pick mediocre players you get a mediocre team " ( refering i guees to gambling a bit with "high ceiling" stuff ). Yoy have to take your educated choices to get a player like Rios, or an after the fact guy like Halladay. How you get to the point to have those educated guesses ? De Podesta just told an audience that you look for the kind of player that gives you a chance to win. That is a more holistic approach than say Wilken choosing bright players for a team that did not know what to do with them ( have you figured it out,Gordo? ). So you must look for baseball skills as much as tools, as personality, as your final fit in an org...
_R Billie - Sunday, February 15 2004 @ 09:45 PM EST (#78796) #
I wonder if any conclusions can really be drawn from that Primer study. Is 15 versus 13 really enough to say that high schoolers have an edge in becoming a star when it's a sample of only 285 players in total? Is 41 versus 31 regulars also conclusive? To me if anything that says there's virtually no difference.

However, the real heart of the issue is that not all college talent is built equally and not all high school talent is built equally. It's treating Eddie Zoskie who had virtually no redeeming qualities with the bat on par with Shawn Green who had an All-Star ceiling.

Those are the results of 30 different teams with different front offices applying their own philosophies and working within their own budgets. I don't think there's any way that you can take historical results such as these and conclude that similar patterns will continue to happen in the future. There's no way to account for which teams had bad process and good results and good process and bad results.

My own subjective speculation says that it shouldn't matter where a player comes from as long as he has a package of tools and smarts and character that can see him be successful. Especially with hitters I don't think it makes that much difference where they come from.

With pitchers you have the built in problem of projecting health so it would seem that college pitchers are safer but is that information from 10 or 20 or 30 years ago still valid today with advanced knowledge in mechanics and training that people have picked up and are still picking up with the work of people like Rick Peterson? And is data from recent years enough of a sample? If a guy like Zach Grienke comes along and he has everything you expect to see in a polished college kid with the assortment of pitches, control, and poise, is he still worth passing over because he's three years younger even with the injury risk?

I'm personally of the opinion that you get the best talent you can afford and let chance sort it out. I DON'T think that means drafting or signing Olympic athletes with no baseball sense but guys who have the baseball goods and the most room to grow.
Gerry - Monday, February 16 2004 @ 10:18 AM EST (#78797) #
Baseball America also ran a study on this and their findings were somewhat similar. You have to remember that the draft has been like a free market economy. When I say a free market economy I mean that the market has settled into an equilibrium. You have an even chance of success at drafting high school or college players. If one way was much more successful, then more teams would move in that direction.

There is one wrinkle that has emerged in this "economy" over the last few years. That wrinkle is that selecting high school pitchers in the first two rounds has a poor return. So the draft has self adjusted to that reality. So I don't believe one drafting method is the "better way", either college or high school works. Now if too may teams focus on college players then the market equilibrium may have shifted, so choosing high school players would then have a better return.

Also in the last few years some teams have taken a different approach to the draft. They have focused on college players. The reason for this is as much financial as for baseball reasons. Financially college players do not have much leverage. Are they going to get a job? Are they going to an independent league? Those options rarely work. High school players have the college option. So college players are cheaper. Also it costs less to train, manage and keep a college player for three years than it does a high school player for six.

From a baseball perspective some teams choose college players because they get to the big leagues more quickly. If your farm system is depleted college players are the way to go. Secondly if you need to build a pitching staff, choosing college pitchers is a lower risk strategy that choosing high school players.

To summarize, teams have been successful with either a college or high school approach. The Jays have taken the cheaper and quicker route to restocking their farm system.

Finally remember that the teams with low payrolls that are successful have a home grown pitching staff. Great pitchers are hard to sign as free agents, they are expensive and heavily in demand. Oakland have a home grown pitching staff. Minnesota have a home grown pitching staff. KC last year did too. The Jays want a home grown threesome, or foursome, like those teams. So they have drafted college pitchers, en masse, to find the extra pieces to fit with Halliday long term. The next two to three years will show if they made the right choice.
_Jonny German - Monday, February 16 2004 @ 11:08 AM EST (#78798) #
Finally remember that the teams with low payrolls that are successful have a home grown pitching staff.

I'm not so sure about this. Consider the likely opening day staff for your 2004 Toronto Blue Jays:

Halladay - Homegrown
Batista - FA
Lilly - Trade
Hentgen - FA
Towers - FA
Lopez - Rule 5
Speier - Trade
Ligtenberg - FA
Adams - FA
Kershner - Waiver
de los Santos - FA
Haines - Rule 5 (This spot could be Chulk (homegrown) or Walker (waiver) or one of the minor league free agents. Or, hopefully, not a pitcher at all)

I will call this team successful if they amass anything over 85 wins, and that one home-grown pitcher on the staff costs $10M per. Successful means making the playoffs? The Jays would be strong contenders in any other division.

But anyways, we're getting into opinion and John asked for hard data.
Mike Green - Monday, February 16 2004 @ 11:37 AM EST (#78799) #
http://www.baseballprimer.com/articles/desimone-prince_2003-07-16_0.shtml
COMN for an interesting Primer article on topic. College infielders seem to be the best bet historically for 1st round picks. Hmmm..I wonder if Keith Law is familiar with this one.
Gerry - Monday, February 16 2004 @ 12:01 PM EST (#78800) #
More thoughts......

Most studies, like the Primer ones, and the Baseball America one, look at a limited subset of the draft, sometimes first round, sometimes ten rounds. I believe the teams have done more detailed work and perhaps believe that there are bigger benefits to drafting college players later in the draft. In the BA story, JP was quoted as saying that the Jays have their own data that supports their approach.

Oakland and Minnesota through developing pitchers, and signing them to long term contracts, have stability at the SP position. This year JP had to find three new SP's at a financial and player cost. It is tough to thrive when you have to do this on a regular basis.

I am in a DMB keeper league. The available players for the draft are those who have played in the major leagues for the first time. My draft strategy is to take a position player in the first round, and then grab pitchers thereafter. Why? You know which position players are likely to make it. With pitchers there is so much more uncertainty, so quantity beats quality. The Jays are the same way. Pitchers success cannot be predicted as well as hitters, so draft 25 pitchers each year, and hope 3 to 5 of them make it.
Gerry - Monday, February 16 2004 @ 12:22 PM EST (#78801) #
Even more......

Originally Bill James had generated some reports showing that minor league statistics were a good predictor of major league success. There have been a number of follow up studies showing which categories are good predictors, such as batting eye, K/IP ratios, etc. However these studies are at the minor league level. I have not seen any studies at the college or high school level. In Moneyball, Paul DePodesta used players actual college stats as reasons for drafting them although there was no study cited and the jury is still out on the success of the Oakland 2002 draft. I am sure DePodesta had his own study to rely on.

The issue with draftable players is in many cases level of competition. How do you evaluate a JuCo player? One of the Jays success stories in 2003 was Jamie Vermilyea. He was a good pitcher at college but how do you translate success at a smaller school to the minor and major leagues? As with the previous minor league studies a soft tossing pitcher may be successful at college but scouts predict he will fail before he gets to the major leagues.

I think the analysts are trying to push Bill James's work down to the college level.
_Jabonoso - Monday, February 16 2004 @ 12:25 PM EST (#78802) #
Interesting indeed. But still, this matter can not be settled: there is not enough data for any solid conclusion and there is not enough clarity in what we are looking for: All stars?, longeve big leaguers?, your team player? high quality vs big bunches ?
_Dean - Monday, February 16 2004 @ 04:16 PM EST (#78803) #
I think ratios can be useful in helping to determine a players future performance. Various factors must be taken into consideration when using these, the age of the player vs his competition, if he was coming back from an injury and it would be good to have at least a couple of years of data. Small sample sizes can create false hopes or expectations.
_DS - Tuesday, February 17 2004 @ 02:36 AM EST (#78804) #
I don't understand why drafting college players is better for revitalizing your farm system. Could someone explain? If HS and College players have same likelihood of making it, and they will be payed the same amount each year (depending of draft position) the only difference is development time.

I see drafting either group depending on cycles. Lets say you believe you will contend in 2007. You would draft college players heavily perhaps up to 2004/2005. Thats about when those players contribute or are good trading chips. Then you can draft HS players for a couple yrs and then get back to college players so you have everyone coming up at the same time for another run.

Only a small % of players drafted become regular MLB players, whether from HS or College. What you want is a large group to develop at the same time so that you have a greater chance of regulars or starts coming out at that time.
Pistol - Tuesday, February 17 2004 @ 08:24 AM EST (#78805) #
I don't understand why drafting college players is better for revitalizing your farm system. Could someone explain? If HS and College players have same likelihood of making it, and they will be payed the same amount each year (depending of draft position) the only difference is development time.

Exactly. And although I have nothing to support it at the moment, HS pitchers don't have the same likelihood of making as college pitchers.

Another advantage to drafting college players is that you don't need to put them on the 40 man roster as fast. That is, a college player will be in AA or AAA and a HS player will likely be in A ball when you have to protect them.
_Dean - Tuesday, February 17 2004 @ 09:24 AM EST (#78806) #
40 man roster - High school players do no have to be protected as quickly as college players. I'm not sure of the breakdown but there is an allowance for more development time while college players have to be protected sooner once in a teams minor league system.
_MatO - Tuesday, February 17 2004 @ 09:36 AM EST (#78807) #
College players 3 years and highschool players 4 years (generally - based upon age of player). If player is 19 or over when signed then 3 years in minors before the need to be protected. Please someone correct me if I'm wrong. Also does a signed player in Dominican summer league have the minor league clock ticking?
Craig B - Tuesday, February 17 2004 @ 09:47 AM EST (#78808) #
does a signed player in Dominican summer league have the minor league clock ticking?

Don't hold me to this 100%, but I think the answer is yes. A player signed at 16 still has 4 years to be put on the 40-man.
Mike Green - Tuesday, February 17 2004 @ 09:57 AM EST (#78809) #
The Baseball Cube (see links on sidebar) has draft data, going back to 1965 (with complete lists from 1998). If one looks at the lists casually, some points do leap out:

1. if the best available player in the draft is a high school position player, it's wise to take him #1.

2. the late round surprise great position players are disproportionately high schoolers.

3. great pitching does emerge from both college and high school ranks, but the ratios of success are better from college.

It'd be necesary to have the complete lists from 1970-1990 to do a really good study. As far as I know, one has not been done.
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