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2016 Hall of Fame Vote: How Good Were My Predictions?



The voting results for the 2016 Hall-of-Fame election were announced Wednesday afternoon. In early November, when the Baseball Writers Association of America (BBWAA) first released the 2016 ballot for the National Baseball Hall of Fame, I predicted the final results. So, how did I do?

The next table shows my predictions, actual votes, and the difference (actual minus predicted, so a positive number means the player did better than I expected).

2015 Vote Percentage
Player Predicted Actual Difference
Ken Griffey Jr.95.3%99.3%4.0%
Mike Piazza81.0%83.0%1.9%
Jeff Bagwell60.6%71.6%11.0%
Tim Raines Sr.69.9%69.8%-0.2%
Trevor Hoffman45.2%67.3%22.1%
Curt Schilling51.4%52.3%0.9%
Roger Clemens39.4%45.2%5.8%
Barry Bonds38.8%44.3%5.5%
Edgar Martinez35.2%43.4%8.2%
Mike Mussina43.1%43.0%-0.1%
Alan Trammell39.9%40.9%1.0%
Lee Smith30.7%34.1%3.4%
Fred McGriff17.5%20.9%3.4%
Jeff Kent22.2%16.6%-5.6%
Larry Walker14.7%15.5%0.7%
Mark McGwire16.6%12.3%-4.4%
Gary Sheffield16.6%11.6%-5.0%
Billy Wagner5.8%10.5%4.7%
Sammy Sosa5.5%7.0%1.5%
Jim Edmonds13.6%2.5%-11.1%
Nomar Garciaparra4.9%1.8%-3.1%
Mike Sweeney0.0%0.7%0.7%
David Eckstein1.7%0.5%-1.3%
Jason Kendall0.0%0.5%0.5%
Garret Anderson0.4%0.2%-0.2%
Randy Winn0.0%0.0%0.0%
Mike Lowell0.0%0.0%0.0%
Brad Ausmus0.0%0.0%0.0%
Luis A. Castillo0.0%0.0%0.0%
Mark Grudzielanek0.0%0.0%0.0%
Troy Glaus0.2%0.0%-0.2%
Mike Hampton1.3%0.0%-1.3%
Avg. Names per Ballot 7.5 7.9 0.4


As a simple prediction of who would be elected, I predicted that two players would be elected: Ken Griffey, Jr. and Mike Piazza. And, in fact, two players were elected to the Hall of Fame: Ken Griffey, Jr. and Mike Piazza. So, one could say that my prediction was perfect.

But, of course, I didn't limit my prediction to who would be elected. On the contrary, I predicted exact vote percentages for all 32 players on the ballot. And there, my predictions ended up being not so perfect.

What I Got Right
Of the 17 players who also appeared on the 2015 ballot, my prediction came within 1% of the actual vote total for five of them: Tim Raines, Curt Schilling, Mike Mussina, Alan Trammell, and Larry Walker.

I correctly predicted the continuing momentum of Tim Raines's candidacy as well as the growth in support for Curt Schilling and Mike Mussina with the lack of first-ballot starting pitchers for the first time in three years. My estimate of the last-ballot surge for Alan Trammell turned out to be very accurate. And I correctly saw Larry Walker's vote total remaining fairly stagnant.
What I Sort of Got Right
In 2015, the average Hall-of-Fame ballot included 8.42 names. I correctly predicted that would go down. But I over-estimated how much that would go down. I predicted 7.5 names per ballot. Actual voters included 7.9 names per ballot, about 5% more than I predicted.

I also correctly predicted that one returning candidate would receive less than 5% of the vote and fall off the ballot this year: Nomar Garciaparra. I over-estimated his overall support, however, by 3% (or, to put it in the worst possible light for me, I predicted that he would receive almost three times as many votes as he actually did).
What I Got Wrong
Even trying to present my results in the best light possible, there were several predictions that were just flat-out wrong.

Jeff Bagwell
I did not predict the surge in voting for Jeff Bagwell, missing his final vote percentage by 11.0%. I discussed Bagwell in some detail in my original article. I'll repeat that here and let readers draw their own conclusions.
In many ways, Jeff Bagwell may be the Hall-of-Fame candidate worth watching most closely. While 3 of the top 4 returning vote getters saw significant increases in support in 2015 (Biggio, Piazza, and Raines), Jeff Bagwell's vote total basically stagnated. He actually lost 4 votes from 2014 to 2015, although the smaller electorate meant that his vote percentage increased slightly, from 54.3% to 55.7%. But that latter number remains lower than Bagwell's vote percentage in both his second and third years on the ballot (2012 and 2013, 56.0% and 59.6%, respectively). And the ballot cap numbers do not suggest a hidden reservoir of support for Bagwell as they do for Raines. Nor did Bagwell do appreciably worse among Non-Public voters than he did among Public voters. Even adding in full-ballot voters who excluded Bagwell because of the ballot cap and removing one-third of Non-Public voters only pushes Bagwell's percentage to 58.5%, which would still be about 1% below the high-water mark of Bagwell's third year on the ballot.

I see three possible explanations and paths going forward.
One possibility, and I think by far the most optimistic for Bagwell, is simply that voters were overwhelmed by the last two exceptionally strong ballots and had no opportunity to really evaluate Bagwell's candidacy. It could be, then, that Bagwell's candidacy will essentially reset in 2016, picking up where it left off in, say, 2012 - when Bagwell's support grew 14.3% (from 41.7% to 56.0%) from his first to second ballot. Bagwell has five years left on the ballot and needs to increase his support by 15-20%. A solid gain in 2016 of 6-8% by Bagwell - into the low-to-mid 60's would put Bagwell back on a path to 75% that would be attainable before his ballot eligibility expires.

A second possibility is that voters have considered Bagwell's case but are simply unpersuaded by it. Using traditional statistics, Bagwell's Hall-of-Fame case is fairly subtle. He wasn't a .300 hitter (barely, he was a career .297 hitter), he failed to hit 500 home runs (he hit 449 and added 488 doubles), he made only 4 All-Star games, he won only one Gold Glove. Digging more deeply, Bagwell's case becomes much stronger - he had a career on-base percentage of .408, he was an excellent base runner and fielder for a first baseman. Controlling for context, for example, his career value is similar to Hall-of-Fame first basemen Eddie Murray and Willie McCovey. If the problem is simply that voters can't see that, Bagwell's case could still be won yet, but may require a more concerted effort at persuading the doubters among the electorate. Given the relatively light rookie class on the 2016 Hall-of-Fame ballot - none of whom are very similar to Bagwell - the electorate could be open to this sort of persuasion to a greater extent than in years past. But half of Bagwell's eligibility has already been used up, and such persuasion could be an increasingly difficult sell.

The third possibility is probably the most damning to Bagwell's candidacy. There are undoubtedly some Hall-of-Fame voters who are reluctant to vote for Jeff Bagwell because of a belief that he might have used steroids during his playing career. It is clear that the number of voters who view verifiable (or even reasonably certain) steroid use as an absolute disqualifier for the Hall of Fame is sufficient to deny election. The question, however, is how many such voters are placing Bagwell into the "known steroid user" bucket. If 30% of the electorate are not voting for Bagwell because they believe he used steroids then, absent some compelling evidence that Bagwell did not use steroids (and it's very difficult to prove a negative), his Hall-of-Fame candidacy would seem doomed.
I do not really have a good feel for which of these three possibilities is the most likely. As such, my first guess as to Bagwell's 2016 vote total would probably be something very similar to the number in the above table, perhaps plus 5-10 votes. I think that 60% is probably the magic number for Bagwell. If his 2016 vote total ends up below 60%, I suspect that the second and third possibilities raised above are the dominant factors affecting Bagwell's case and I would bet against him being able to overcome them in time to be elected by the BBWAA.
Edgar Martinez
I also missed the surge in voting for Edgar Martinez, missing his vote total by 8.2%.

Following both the 2014 and 2015 elections, I looked through public ballots which included the maximum 10 names, and identified players named by voters as players they would have voted for but for the ballot cap. I identified these "ballot cap casualties" and analyzed the impact of the ballot cap on voting in articles following the 2014 and 2015 elections. In 2014, Edgar Martinez was named as a Ballot Cap Casualty by 18 writers, the second-highest total of any player (Mike Mussina was named by 30 writers). In 2015, Martinez was only named by 9 writers, which tied him for 4th-most with Jeff Kent (behind Mussina, Trammell, and Raines).

For my 2016 predictions, I incorporated Ballot Cap Casualties based on the 2015 numbers. In retrospect, my forecast for Edgar Martinez would have been more accurate had I incorporated the 2014 numbers into my analysis. On the other hand, my forecasts were within 1% for the players with the top 3 number of Ballot Cap Casualties in 2015, which means it's very likely that incorporating 2014 results for those players would have been at least somewhat less accurate.

In retrospect, it seems likely that the 2014 Ballot Cap Casualty number for Edgar Martinez was the "right" one. The question for next year, then, is the extent to which Martinez's gain in support in 2016 (from 27.0% to 43.4%) was simply due to his supporters having room to include him on the ballot versus how much was due to voters actually changing their mind on him (and the extent to which more voters are open to changing their minds as well).
Barry Bonds and Roger Clemens
Barry Bonds and Roger Clemens have been pretty much a package deal on Hall-of-Fame ballots since they debuted together in 2013. Last year, their vote totals differed by 4 (Clemens out-polled Bonds 206-202). This year, Clemens maintained his 4 vote lead, 199-195. Clemens and Bonds both out-performed my prediction by 5-6%.

As with Bagwell, I speculated a good bit about Bonds and Clemens in my original article this year. And, as with Bagwell, I'll quote myself here and let you judge my analysis for yourself.
Hall of Fame support for Barry Bonds and Roger Clemens has held fairly steady in their three years on the ballot, at 35-39%. And, in both 2014 and 2015, I found very few writers who excluded either Bonds or Clemens (or both) because of the ballot cap. So, my first guess would be to expect support for Bonds and Clemens to continue to hold relatively constant in 2016 (and thereafter), at something just under 40%.

There are two potential pieces of evidence against this expectation. First, reading through Hall-of-Fame articles from full-ballot voters one sometimes gets the sense that having a full ballot - that does not include Bonds or Clemens - provides a convenient excuse to not have to reconsider one's position on steroids (e.g., "And again, I did not even factor Barry Bonds, Roger Clemens, Mark McGwire and Sammy Sosa into the equation.") With the ballot logjam easing up, some full-ballot voters may decide to start "factor[ing] Barry Bonds [and] Roger Clemens [back] into the equation." And some voters who perform such a re-evaluation may change their mind in a way more favorable to Bonds and Clemens.

The second piece of evidence, which, I think, supports the above paragraph, is that there is some evidence - possibly weak, perhaps not statistically significant, but there nevertheless - that Barry Bonds and Roger Clemens did better among non-full-ballot voters in 2015 (~19% support) than in 2014 (~15%). Even 19% support is, of course, far below what would be necessary to actually elect Bonds or Clemens to the Hall of Fame - something that is certainly not going to happen in 2016. But it is a move in that direction. As a first guess of Bonds and Clemens vote totals for 2016, I would probably still guess that they will hold fairly constant beyond the gains implicit in the above table. But they could see some improvement. In the long run, I think the magic number for Bonds and Clemens is 50%. If there comes a time when a majority of the BBWAA votes for Bonds and Clemens, there might be a shift in the electorate away from a reflexive rejection of "known steroid users" with more of a shift toward forcing voters to more affirmatively make the case why Bonds and Clemens are NOT Hall-of-Famers. For the 2016 election, I think the magic number might be 40% - if Bonds and Clemens can break 40% in 2016, that would be a clear sign of improvement in their support.
First-Year Players
The hardest players to predict in Hall-of-Fame voting are undoubtedly the first-year players. For players who have been on the ballot before, especially those who have been on for several years, we have a starting point for estimating their support. Even in cases where, perhaps, one may not understand why somebody would vote (or how one could possibly not vote) for a particular candidate, if that candidate has received 20% or 30% or 60% of the vote in previous years, we can more easily set aside our opinion of the player's candidacy and simply accept historical reality. With first-year candidates, however, we simply don't have that.

The overwhelming majority of my interaction with other baseball fans, especially with regards to Hall-of-Fame voting, takes place on the Internet. And within the baseball community, my interaction with other baseball fans ends up in something of a bubble. For me, this interaction mostly comes from Baseball Think Factory and from Twitter. And those interactions tend to have a very strong sabermetric bent.

My sabermetric bias is, I think, evident in my predictions for first-year candidates vis-a-vis actual voting results.

We'll start with the good.
I correctly predicted that one first-year player would be elected to the Hall of Fame, Ken Griffey, Jr., and he would be elected overwhelmingly.

I correctly predicted that Trevor Hoffman would finish second among first-year players.

I correctly predicted that only two other first-year players would receive more than a trivial number of votes: Billy Wagner and Jim Edmonds.
But my actual percentage predictions missed fairly badly on all of Hoffman, Wagner, and Edmonds.

With regard to Hoffman and Wagner, sabermetric measures (e.g., my Player won-lost records as well as all flavors of WAR) tend not to think too highly of relief pitchers, with the possible exception of Mariano Rivera. Even taking "leverage" or context into account, the relatively small number of innings pitched by relief pitchers simply makes it hard for them to accumulate as much value as starting pitchers or position players. For his career, Billy Wagner pitched 903 innings and faced 3,600 batters. From 1971 - 1973, Wilbur Wood pitched 1,070 innings and faced 4,337 batters. To be clear, Billy Wagner was outstanding in the vast majority of the 903 innings he pitched, but it was still just 903 innings. Yet, several relief pitchers have been elected to the Hall of Fame. The most recent pure reliever elected was Goose Gossage. But Gossage pitched more than twice as many innings as Wagner (1,809) and faced more than twice as many batters (7,507).

Still, I should have known better. Last year, John Smoltz performed far better than I expected and the reason for this was almost certainly the credit voters were giving him for his three years as a closer. But, based on the numbers in the first table here, I clearly under-estimated the extent to which voters are willing to vote for relief pitchers.

The other side of the same coin, then, is Jim Edmonds. Jim Edmonds looks great in sabermetric statistics: good on-base skills (.376 on-base percentage) and power (.527 slugging percentage) at a premium defensive position (center field), which he played well. In my initial analysis, I said that "Larry Walker might be my best guess as the candidate most similar to Jim Edmonds". Larry Walker received 20.3% of the vote in his first year on the Hall-of-Fame ballot and 15.5% this year. Jim Edmonds received 11 votes. Obviously, that was a bad guess on my part.

Why? Because, even while recognizing that Edmonds would do poorer in Hall-of-Fame voting than he would in a pure sabermetric analysis, I was still using that sabermetric analysis to identify comps for Edmonds. Larry Walker is similar to Jim Edmonds in that he had a good combination of on-base skills and power (.400/.565). But Walker had a much higher batting average than Edmonds (.313 to .284), made one more All-Star game than Edmonds (5 - 4), and did significantly better in MVP voting (winning one in 1997 and beating Edmonds in career MVP shares 1.63 to 0.90). I doubt (m)any voters look up MVP vote shares on Baseball-Reference while filling out their ballot, but I do think that voters' perceptions of players are both formed by and reflected in MVP voting while players are active. And, in retrospect, Larry Walker was perceived as a markedly better player than Jim Edmonds during their careers.

The other thing that I think hurt my prediction of Jim Edmonds is that I think I failed to appreciate how stacked the Hall-of-Fame ballot remained, and how much that specifically hurt Jim Edmonds. As I type this, 132 of 272 public ballots this year included the maximum 10 names (48.5%). Jim Edmonds's Hall-of-Fame case is largely sabermetric. But there were a lot of players on this year's Hall-of-Fame ballot with strong sabermetric cases. Jim Edmonds was only 13th on this year's ballot in career WAR. His JAWS score ranked somewhat better, 12th. Now, three of the players ahead of him in both of those were Barry Bonds, Roger Clemens, and Mark McGwire. So, it was possible to put together an anti-steroid, pro-sabermetric ballot that included Jim Edmonds as one's 9th or 10th selection, but it also very, very easy to put together a full 10-man ballot, even excluding steroid users, that justifiably excluded Edmonds. For example, catchers tend to do fairly poorly in WAR, because they tend to have shorter careers and play fewer games per season. Because of this, Mike Piazza ranked just below Edmonds in WAR and JAWS (Piazza beat Edmonds in JAWS relative to position - although Baseball-Reference doesn't show that calculation directly). Slide Piazza onto your 10-man ballot and it's very easy for Jim Edmonds to be the guy who slides off the other end.

Bottom line: it was perhaps easier to dismiss Jim Edmonds's Hall-of-Fame case than I expected and it was definitely easier to squeeze Edmonds off of one's Hall-of-Fame ballot even if one did appreciate his case. And as a result, Jim Edmonds has been squeezed off of the Hall-of-Fame ballot entirely.



All articles are written so that they pull data directly from the most recent version of the Player won-lost database. Hence, any numbers cited within these articles should automatically incorporate the most recent update to Player won-lost records. In some cases, however, the accompanying text may have been written based on previous versions of Player won-lost records. I apologize if this results in non-sensical text in any cases.

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