We Analyzed the Value of International Signing Bonus Money
FanGraphs has obtained bonus figures for over 90% of all the international signings in baseball history. We have all of the most significant bonuses, every big leaguer, notable current prospects, and everything in the mid-six figure range and above, along with many years for which we have every single signing.
This provides us with a pretty complete picture of the distribution and trends of these bonuses, also allowing us to estimate how many players we’re missing. Those players are overwhelmingly names you wouldn’t recognize, guys who played for a couple of years before being released, signing as filler for a five-figure bonus.
We’ve taken out all of the major league deals (think older, high profile Japanese and Cuban players), and we have incomplete data for all of the Mexican players, as MLB notes all of them as receiving a $0 bonus (it’s an easy workaround for a convoluted system that’s mostly cleaned up now). We’ve filled in correct bonuses for players where we have it, mostly among the high profile Mexican signings, like Luis Urias and Julio Urias (no relation).
We could do a lot of things with this data — and we will, including listing it on the player pages and THE BOARD — but the thing that interests me today is combining this bonus data with our asset value research, and the dollars-per-WAR framework to get a better idea of what a dollar invested in an international amateur player returns. We’ll start with some of the meta data:
| Signing Period | Players Signed | Bonuses Spent |
|---|---|---|
| 2017 | 800 | $148,540,500 |
| 2016 | 804 | $210,356,500 |
| 2015 | 797 | $174,537,500 |
| 2014 | 799 | $158,928,470 |
| 2013 | 811 | $93,906,900 |
| 2012 | 739 | $80,762,800 |
| 2011 | 767 | $96,603,000 |
| 2010 | 735 | $71,383,100 |
| 2009 | 835 | $78,751,751 |
| 2008 | 714 | $67,641,750 |
| 2007 | 812 | $54,658,250 |
| 2006 | 857 | $45,318,750 |
| 2005 | 743 | $29,177,600 |
| 2004 | 714 | $22,662,000 |
| 2003 | 694 | $20,784,200 |
| 2002 | 725 | $22,276,250 |
| 2001 | 732 | $27,548,750 |
| 2000 | 774 | $29,755,999 |
| 1999 | 835 | $33,971,565 |
| 1998 | 781 | $22,811,650 |
| 1997 | 859 | $15,424,512 |
| 1996 | 851 | $18,473,491 |
| 1995 | 642 | $9,349,750 |
| 1994 | 568 | $5,062,300 |
| 1993 | 520 | $4,946,250 |
| 1992 | 503 | $2,863,899 |
| 1991 | 556 | $2,180,710 |
| 1990 | 426 | $1,873,550 |
| 1989 | 429 | $1,434,350 |
| 1988 | 338 | $1,252,800 |
| 1987 | 344 | $974,850 |
2017 was the first season of hard-capped bonus pools, which explains why bonuses declined and also why they spiked the year prior. These figures don’t include the pool overage payments made to MLB from 2013 to 2016. We estimate those figures to add up to about $250 million over those four years, with about $100 million paid to MLB in 2016 alone. (The CBA says that this money was to be spent on international operations and initiatives.)
Since the international market changes and matures so rapidly, it makes sense to start with the early 2000s signing classes as a baseline for a similar era to today. Most of the players who signed 15 years ago are now in their early 30s and have either played out their entire careers or are into their seventh year of major league service time. We can grab the dollar-per-WAR figures from the years that spanned their controlled years and turn that historical WAR into a dollar amount of value created. I used seven seasons since we don’t have comprehensive service time data, which, from some spot-checking, appears to do the trick. We have the FV of the most recent signings that are current prospect on THE BOARD, which maps to an asset value.
The most interesting players to analyze signed in the last 5-10 years, are in the big leagues, and are in the middle of their control years, so I had to do some work to peg their value. I quantified what they’ve already produced the same way I did with the older players, then estimated or figured out by hand their current service time situation. I then used our various projections to fill in what those players are expected to produce in the rest of their controlled years.
In short, it’s not perfect, but as with filling in the holes in the bonus data, it’s fairly accurate and any mistakes appear to cancel each other out in the aggregate. There’s some noise in the data year-to-year, but it appears that right around 2004, the market improved its output and has held mostly steady to today. Here’s the production (a combination of produced WAR, projected WAR, and minor league asset values) over this period:
| Signing Period | Bonuses Spent | Value Created |
|---|---|---|
| 2017 | $148,540,500 | $332,700,000 |
| 2016 | $210,356,500 | $471,000,000 |
| 2015 | $174,537,500 | $1,050,844,096 |
| 2014 | $158,928,470 | $973,478,546 |
| 2013 | $93,906,900 | $996,100,634 |
| 2012 | $80,762,800 | $726,692,526 |
| 2011 | $96,603,000 | $1,522,760,170 |
| 2010 | $71,383,100 | $993,880,384 |
| 2009 | $78,751,751 | $1,788,125,002 |
| 2008 | $67,641,750 | $1,071,117,094 |
| 2007 | $54,658,250 | $1,098,835,664 |
| 2006 | $45,318,750 | $1,397,277,617 |
| 2005 | $29,177,600 | $761,251,602 |
| 2004 | $22,662,000 | $1,100,746,973 |
I included up to the 2017 class, but it would appear that we need three full seasons in the system — with players having signed on July 2, 2015, and played in 2016, 2017, 2018 — before the class as a whole has developed enough to reveal how much value it could create. As such, a dozen years (2004-2015) appears to be our usable sample.
We could use the above figures to create a simple return on investment calculation, but a true ROI would compute what a team is making on the average dollar spent, so we also have to consider the expense to operate the department that signs the players. Building or renting an academy, feeding and housing the players, running a DSL team, paying coaches, trainers, scouts, and administration and travel expenses are all facets of an international operation that are essential to signing and developing these players, so they have to be considered alongside the bonus expenditures. After consulting with some international directors, I’ve estimated those costs for all 30 teams combined and added that to the bonuses, before arriving at an ROI figure that represents something close to what MLB clubs can expect a bonus pool dollar to return. I used a rolling figure to smooth out any noise in the yearly results.
| Period | Bonuses | Overages | Expenses | Value | Rolling ROI |
|---|---|---|---|---|---|
| 2015 | $174,537,500 | $60,000,000 | $77,581,720 | $1,050,844,096 | 307% |
| 2014 | $158,928,470 | $65,000,000 | $73,702,634 | $973,478,546 | 328% |
| 2013 | $93,906,900 | $15,000,000 | $70,017,503 | $996,100,634 | 433% |
| 2012 | $80,762,800 | $66,516,627 | $726,692,526 | 517% | |
| 2011 | $96,603,000 | $63,190,796 | $1,522,760,170 | 715% | |
| 2010 | $71,383,100 | $60,031,256 | $993,880,384 | 780% | |
| 2009 | $78,751,751 | $57,029,693 | $1,788,125,002 | 888% | |
| 2008 | $67,641,750 | $54,178,209 | $1,071,117,094 | 994% | |
| 2007 | $54,658,250 | $51,469,298 | $1,098,835,664 | 1044% | |
| 2006 | $45,318,750 | $48,895,833 | $1,397,277,617 | 1110% | |
| 2005 | $29,177,600 | $46,451,042 | $761,251,602 | 1193% | |
| 2004 | $22,662,000 | $44,128,490 | $1,100,746,973 | 1279% |
This gives us an idea of what a club’s accounting department would say their ROI was running an international operation in these years. There are a couple of other ways to look at this data. Going forward, we know that overages won’t exist. We also know the maximum that can be spent with hard caps in place. If we were to take the historic spending of 2016 and keep those signing rules, while also imagining that the talent of 2018 demanded the same outlay in bonuses and overages as the group in 2016, we could compare the two realities owners were considering in the most recent completed CBA negotiations:
| Period | Bonuses | Overages | Expenses | Value | ROI |
|---|---|---|---|---|---|
| Projected Actual ’18 | $150,000,000 | $0 | $90,487,500 | $1,125,000,000 | 368% |
| ’16 Rules/Talent in ’18 | $210,000,000 | $105,000,000 | $90,487,500 | $1,125,000,000 | 177% |
You can see that there’s still a solid positive return even with historic spending levels, but owners negotiated to add a hard bonus cap to the international market, essentially doubling their ROI. The 2016 class was unique in that clubs were motivated to spend wildly in anticipation of the caps and because of that, a great class of Cuban players that couldn’t be duplicated today (four of our top 132 prospects are Cuban players from this class) drove much of that spending. That roughly $315 million expenditure may be the closest figure we’ll get to what clubs think the true value of a historically-talented class is in an open market with multiple motivated bidders. The market is now capped at half that figure.
We can also answer the question of what an international pool dollar is worth going forward. If we assume that the overhead of running a department is fixed, how should clubs think about the value of each additional dollar added to their bonus pool? We could take the table just above this one and use the projected actual 2018 row to figure out the ROI from $150 million in bonuses and the estimated $1.125 billion in value that will be created by the signees. The result is a staggering 650%. It appears that it takes about three years for the an investment in the international market to mostly mature in terms of trade value, though there’s a way to read this data where there’s further value gained in a 5-7 year horizon for full maturity.
This sort of analysis can get too close to quantifying the worth of humans in purely dollar terms, although going through the exercise in this way also helps to define what a fair market price is for someone’s service. 650% is a pretty abstract number to consider, so let’s compare it to an standard investment for wealthy individuals such as baseball club owners: investing in the stock market. An owner can invest roughly $5 million into international market each year and expect a median return of 650% after three years, while a strong 10% yearly compounded return in the stock market over that period would return a 35% return. That sort of return makes clear both the appeal for ownership of signing international players, and capping their bonuses. It also points to how wide a gap exists between the value these players generate for their clubs and their compensation relative to that value.
In the next part of this series, I’ll take a look at some of the best and worst signing classes, if we were to grade out every club’s international signing class over the last 30 years using the framework rolled out today.
Kiley McDaniel has worked as an executive and scout, most recently for the Atlanta Braves, also for the New York Yankees, Baltimore Orioles and Pittsburgh Pirates. He's written for ESPN, Fox Sports and Baseball Prospectus. Follow him on twitter.
Subtitle: Why teams that didn’t invest in the international market have struggled, and why any team that isn’t investing in the international market now is making a huuuuuuuuge mistake.
Also, why didn’t the players recognize that they were making their replacements cheaper to draft/sign and develop? They thought they were having money set aside for them. Silliness. Fan costs are up and payroll is down.
If anyone is wondering why the Angels have sucked despite having Mike Trout look no further. It’s a testament to just how terrible the Jerry Dipoto years were for the teams’ player development. Not to mention the absurdity of punishing teams for not participating in what was possibly the most corrupt aspect of north american sports.
I have no comment about this article but I would just like to say, please stop posting the “become a member” ad every other time I click a link on this site. It’s extremely annoying and having the opposite effect it is likely intended to.
You can remove that popup by becoming a member
You’re my favorite
As a fellow non-member, I don’t mind. Maybe every three times? It’s not a big deal. It’s free. And it reminds me that I should become a member as soon as I can.
Friendly reminder that “free” websites are not free. We pay for their content with our data.
Perhaps consider spending the member cost? This place is amazing, you can’t get what you get here anywhere else.
I love Chipotle as much as anyone, but I’d rather forfeit ~2 burritos over a year than not have FanGraphs.
But if you simply replace burritos with bowls it isn’t much of a sacrifice
Burritos must be much more expensive where you are. Chipotle burritos are $7-$8 here pre-tax, and even if you say it’s the cost of 3 burritos, you still have to replace those calories somewhere. You’d need to eat peanut butter straight from the jar to even have a shot.
Fangraphs is probably closer to 3 burritos above replacement in most metro areas.
Hold off on the burritos, become a member, and I’ll get you a beer.
I was considering tax and also starvation
I don’t regret membership for a minute
Whoa, this is magisterial! Great work putting this together.
It really is awesome
Curious — could you use this set of data and approach to arrive at a dollar-figure estimate of the penalty suffered by the Braves for their malfeasance in this market? This provided an ROI for sure, but what would be the best way to take that ROI (or some other analyte) and apply it to “thou shalt not play in the IFA market for X years?”
You guys are amazing.
“In the next part of this series, I’ll take a look at some of the best and worst signing classes, if we were to grade out every club’s international signing class over the last 30 years using the framework rolled out today.”
Oh I am so looking forward to that
I’d imagine this would be a ton of work, but it would also be interesting to see the top and bottom front offices, or at least notable GM/Presidents
Just the tip of the iceberg of what should hopefully provide some very insightful analysis. Thanks for all the hard work putting this dataset together!
How does this compare to the draft?
I would certainly think the draft is a larger ROI. The entire MLB bonus pool in 2018 was roughly $240 Million, and each team got 40 picks. Sure there might be more expense from a larger scouting staff, but if each team averaged getting 2 WAR from a draft class for the 6 controllable years that would be $2.88 BILLION in value. I’m thinking that’s a very conservative estimate too.
What I’ve really wanted to see for years, and this should be a good framework to do, is a study of what the optimal distribution of bonuses is for a team between small, medium, and large bonuses. Is it better to sign a dozen $300k guys vs a handful of $1M guys? Etc.
I know kc tried to do this domestically a few years back but was unsuccessful. What would it take for a ball club to run an academy for US residents.
Abolish the draft, and they’ll start doing it.
Yes teams invested in Puerto Rico before Puerto Rican’s were subject to the draft. I’m not sure about Canada
I’d argue the actual overall ROI of international spending is much greater than the above figures primarily because $/WAR underestimates the overall value of ML players on pre-arb and arb contracts. (I admittedly still don’t love the $/WAR framework itself, but it is what we have).
It could theoretically be replaced by a system based on franchise value impact but that’s a Herculean task
Actually, it goes the opposite way. The article greatly inflates the ROI through the $/WAR metric here, because the $/WAR metric itself is higher due to the ROI on signing int’l free agents (and having them produce WAR under pre-arb and arb salaries) being more efficient/more valuable than signing FAs.
Yea I actually was trying to think through that logically and came to the wrong conclusion. Basically teams can only afford to pay the cited $/WAR figure because they can get surplus value from prospects. Therefore $/WAR is an over-estimation of the value of a win if you assume that teams have a fixed or capped amount they will spend on player payroll (probably a fair assumption given the luxury tax and team behavior, though the economics of the game would be very different if pre-arb players suddenly started being paid their value).
You can still halve the value gained in the figures above and teams would still be getting incredible returns though. The $5M intl cap was an absurdly ownership friendly bargaining chip that the players union seemingly badly misplayed.
Regarding your second paragraph, the issue here is that halving the value gained doesn’t say anything about whether teams are getting a good return.
The only thing the charts show is that paying bonuses to acquire int’l players and then paying them pre-arb and arb salaries for performance is far more efficient than simply acquiring free agents and paying for performance in the inefficient, winner’s-cursed free agent market. No sh*t.
Put it this way, how worthwhile would it be to flip this scenario and create a chart that says that the “ROI” for teams acquiring/paying free agent players was garbage compared to acquiring, developing, and paying players for performance according to a WAR/$ metric based solely on pre-arb and arb salaries? The chart would make it seem like teams were getting killed, but it wouldn’t be any more informative/accurate than the charts here.
I think you misinterpret the intention behind halving that figure. I’m not halving it just for the sake of halving it.
What I intended to convey (I can see how this was not clear) is that if you recalculate $/WAR assuming that teams have to pay all their player’s at a “market rate” and that payrolls would remain at their current levels (i.e. getting rid of the surplus value), the actual $/WAR figure might come out closer to half of the typically cited $8M figure. Hence if you halve the returns on the investment from the charts above you might hypothetically be at a “true” $/WAR figure that would be applicable in this scenario. Which would still result in great ROI on international investments.
Interesting comparison to stock market in last paragraph. Even with the most long-term investment in a stock, you can have instant access to real-time return data, a relatively simple ROI calculation and probably most importantly, liquidity to “exit” the investment at any point you want. I’d argue the closer comp is probably VC or PE. The int’l market is a giant lottery (like early stage companies) and hitting on one player/company pays for all the misses – and in the case of $100k for Ronald Acuna, for instance, likely pays for a lot more than that, too.
Great research. Is there a comparable research for the ROI on free agents signing (big) contracts? I would like to know
I can’t imagine how much work went into collecting, smoothing, and analyzing this data. Thank you!
The first part of the article is good/informative. The second part is bad economic analysis, because the fact that there’s “surplus value” from international free agents contributes to the $/WAR analysis.
Basically, you need to re-do the $/WAR analysis to include all player costs (minimum salary, arb, and FA) for this to make sense.
Agree with this.
Drawing an equivalence between stock market ROIs and int’l money ROIs is also clunky — players aren’t liquid assets [the surplus value can’t be “cashed out”].
This is also probably another step too far with the $/WAR framework — even accepting the premise that teams pay $10M/WAR, I don’t know that it implies teams receive $10M in revenue per WAR [which underpins the “surplus generated” calculation].
I love Trout as much as the next person, but is it really reasonable to say he generated $98 M in revenue last year?
Agreed on the “ROI” point (which I put in scare quotes in an earlier comment upthread).
There’s some really good information here, and interesting things could have been done with it, but then the article goes badly off-track in its “economic analysis,” trying to (yet again) further the narrative about teams making a disproportionate share of money on the backs of players, particularly pre-FA players (though the narrative certainly isn’t limited to pre-FA players). Even if one accepted the narrative as true, it’s just bad analysis.
This is the problem as fangraphs has increasingly gotten away from objective on-field baseball analysis and gotten into analyzing legal/economic issues, like the CBA, antitrust (horizontal conspiracy between owners to depress salaries), economic markets (the FA market, extension market, salary distribution between free agents and pre-FA players), the effects of the luxury tax, and on and on. There just isn’t the expertise (or time, probably) to tackle these subjects, so the articles become narrative think-pieces with a patina of analysis.
This article is absolute gas. Keep em coming!
Would be great to see the team $ spent by year and their specific ROI (although I understand that’s a way larger undertaking from a research/content standpoint).
Would also be cool to see a pie chart of sorts that shows the breakdown ROI per bonus level (think sections of >$1M, $750k – $1M, 250k – $750K, <$250K) just to see how the ROI is on specific bonus thresholds. The reason I'm thinking this is because the Yankees have a history of their low bonus babies blossoming (Severino, then Acevedo and Florial (Johnny Lasagna too)) are prime examples compared to the Dermis and Nelson Gomez's of the world.
What’s the baseline? Free agents? Draftees? Average MLB $/WAR? Without clearly specifying what the baseline is, all the numbers in this article don’t mean a single thing, and I’m not sure any baseline other than draft players is going to be a useful one.
Because the alternative isn’t only the Rule 4 draft. Teams could sign FA, trade for major leaguers, trade for minor leaguers, use Rule 5, or do all of those plus this. It’s true that Bonus Pool money can be traded for picks but the money can be spent lots of ways. You could increase advertising dollars for that matter.
You can’t compare acquiring MLB-ready talent with acquiring prospects.
One way to determine the value of international signing bonus slots would be to evaluate what teams have traded them for. There’s likely a reasonable set to analyze at this point. The trick would be quantifying (don’t think $/WAR makes sense) the value of a guy like Dwight Smith Jr. who the Orioles recently acquired from the Blue Jays for slots.
amazing work Kiley!
So this is what happens when Harper signs and Trout gets his extension.
Love it. These kind of articles are why I started coming to fangraphs daily years ago.
How is the net present value of $$ accounted for in this analysis as the money spent at signing differs in some cases significantly from when value is created. For 16 year olds, this can often be ~6 years. This would be true for the other costs mentioned as well.
I’ve been meaning to try to figure this out for a while. Thanks for doing the leg work!
Deeply fascinating. Thanks Kiley, for all the hard work and diligence that clearly went into this piece!