Tampa Bay’s Lost Window of Contention

Between 2008 and 2013, the only team to win more games than the Rays was the Yankees. Think about what that means. Over the span of six years, only the richest franchise in baseball could out-perform one of the poorest. The Rays ranked in second, with 550 wins, 14 fewer than the Yankees, but 12 more than the Phillies. The Rays made the playoffs on four occasions, once, of course, getting as far as the World Series. The Rays were a model organization. At least, the Rays were a model, provided you had an organization with comparatively limited resources. It was a minor miracle how much they were able to accomplish.

The recent years haven’t been so rosy. Which, in some ways, is hardly surprising — not only are success cycles cyclical by definition, but the Rays are also at a massive financial disadvantage, at a time when more and more front offices are beginning to think like they do. There’s a popular theory out there that it used to be way easier to build good baseball teams on the cheap. It’s probably true! So one could use the recent Rays as evidence that parity is beginning to slip away. Small-market teams might be increasingly screwed. It wasn’t long ago we saw the Rays trade away the face of the franchise. It’s possible Chris Archer could be next.

There’s no question the Rays aren’t what they were. There’s no question they’ve been on the outside of the playoff picture looking in. And yet, with the benefit of hindsight, it’s interesting to look at what the Rays have been, and at what they’ve almost been. By one measure, the Rays haven’t had that much of a dip.

In 2013, the Rays lost to the Red Sox in the ALDS. Those were the last crucially important games they played. Over the four seasons since, the Rays have failed to reach .500, and they’ve won exactly as many games as the Diamondbacks. Maybe that’s not very helpful — the Diamondbacks did just make the playoffs. So let’s do this instead. Here are all 30 teams, and their combined four-year regular-season win totals.

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The Rays are tied for 20th place. They’re sandwiched between the Brewers and the Marlins. Their seasonal win totals have gone from 77 to 80 to 68 to 80 again. It’s not that the team has been dreadful. Rather, the team has been consistently forgettable. Harmless, for lack of a better word. The Rays just haven’t mattered a whole lot, in the grand scheme of things.

But now I’d like to show you another plot. You could call it a plot of an alternate history. Above, you see four-year actual wins. Here, you see four-year BaseRuns wins. BaseRuns, if you don’t know, is a team performance estimator, which aims to strip away unsustainable factors like luck and timing. Like any estimator, BaseRuns isn’t perfect, and it reduces baseball to something more simple than it actually is, but one shouldn’t take this too far; BaseRuns is pretty good. Usually does a solid job of explaining how well a team has played. Okay, I don’t need to defend BaseRuns anymore. Here’s the plot.

The Rays scoot up. Where they’re tied for 20th place in actual wins, they’re 10th in BaseRuns wins, only three behind the Red Sox. Now, 10th place is a far cry from first or second or third, but there’s a big difference here. The biggest negative difference, it turns out. Here are all of the four-year differences.

The Royals have the biggest difference overall, with 35 more actual wins than estimated wins. And that’s fascinating, but at the same time, we’ve talked about the Royals countless times before, in this regard. It is what it is. The Rays have received less attention, for their comparable level of under-performance. The Rays’ difference is at -32 wins, since 2014. I have this information going back to 2005, which is a weird starting point, but, just go with it. Out of the whole sample, the 2014 – 2017 Royals are the greatest BaseRuns overachievers, at +35. And, the 2014 – 2017 Rays are the greatest BaseRuns underachievers, at -32. This has been extraordinary, even if it’s been difficult to notice.

Pretend, for a moment, that BaseRuns were reality. In 2014, the Rays ranked 18th in baseball in wins. They ranked 12th in BaseRuns wins, and would’ve been within three BaseRuns games of a playoff spot. The next season, they ranked 17th in baseball in wins, and 12th again in BaseRuns wins. They would’ve occupied a playoff spot. The next season, they ranked 26th in baseball in wins, and 15th in BaseRuns wins. They would’ve been within four BaseRuns games of a playoff spot. And finally, last season, they ranked 13th in baseball in wins, and 10th in BaseRuns wins. They would’ve occupied a playoff spot.

Two times in the last four years, the Rays were within the American League’s top five, by BaseRuns. The other two times, they were close. As doesn’t need to be repeated, BaseRuns doesn’t exactly mirror reality, which is why I’m writing this post in the first place, but think about how different the circumstances might be. Where would the Rays be today, had they made the playoffs two times, with another two competitive stretch runs? They’d still be a lower-budget ballclub, I’m certain, but they would’ve kept up sustainable success. They’d be viewed differently. They’d still be thought of as a ballclub run by geniuses. The Rays would still be a model franchise.

You can’t go and just dismiss under-performance entirely. The front office put together baseball teams that didn’t win as many games as it seems like they should’ve. I don’t mean to suggest it’s all just horrible luck, and that the team is totally blameless. But you can understand why the front office might be frustrated, because it might not have an answer. Historically, under-performing BaseRuns just hasn’t been a thing that keeps up. I looked at the gaps between actual and estimated wins, and then I looked at the gaps for the same teams in the next season. Here’s the plot for 2005 – 2017.

It’s more or less a picture of randomness. Though the relationship isn’t completely random, this is something you should regress almost all of the way. Over- or under-performing BaseRuns doesn’t seem like a sticky skill. Maybe it really is a sticky skill, sometimes for some clubs, but it doesn’t seem like something to plan on. The Rays might feel like this mostly isn’t their fault.

The team with the next-biggest negative four-year difference is the 2012 – 2015 Astros. Those Astros under-performed by 28 total wins. The next year, they over-performed, by two. As for the 2006 – 2009 Angels, who over-performed by 25 wins? The next year, they over-performed by one. Baseball is forever finding ways to not be what it seems like it should be.

Before I get to the end, I should explain how the Rays have gotten here. How does a team end up so far off its BaseRuns estimate? It’s timing. Which means, it’s clutch. I’ll show you what I mean, by subtracting team wOBA allowed from team wOBA for. Overall, since 2014, the Rays have out-performed their opponents by 8 points of wOBA, ranking ninth in baseball. In low-leverage situations, the Rays rank fifth-best. In medium-leverage situations, they rank 11th-best. In high-leverage situations, they rank dead last. When the stakes have been at their highest, the Rays have been out-performed by 38 points of wOBA. The next-worst mark is 24, and the gap here is huge. The explanation, therefore, is simple: The Rays have played their worst at the biggest moments. That’s a surefire way to underachieve the surface stats.

What’s unsatisfying is trying to find an explanation for the explanation. So the Rays have been terribly unclutch. Why have the Rays been terribly unclutch? You can try to point to different factors, but doing so ignores that research on clutch performance has never been very conclusive. Maybe there’s just something about the players the Rays have had. I genuinely couldn’t tell you. Maybe they’ve been built to wilt this whole time, and it’s no mystery to the front office at all. But I’m skeptical. Most explanations of clutch performance fail to hold up. At least, they don’t point to this strong a signal.

Nevertheless, what’s done is done. Based on the overall numbers, the Rays have been pretty good over the past four years, which means they’ve been very good over the past decade. But because of some godawful timing, the Rays playing in the playoffs is a distant memory. No one has under-performed quite like the Rays have of late, and while I suppose that might offer some faint glimmer of hope for the season just ahead, all I can think about is the wasted window. For four years, the Rays have been something. They came close to being something else entirely.





Jeff made Lookout Landing a thing, but he does not still write there about the Mariners. He does write here, sometimes about the Mariners, but usually not.

30 Comments
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Jacob Faria
8 years ago

#RaysUp

librada
8 years ago

I think jeff’s conclusions are spot on. They are unlucky & unclutch. Last year a dead Tx team sweeps em at home, they go on to pale hose to lose another winnable series. Turn those games around and give me a run or two and they’re in playoffs. I think you are undereatimating them for ’18, though. They’re gonna get something for Dickerson & Colome, and al e just got even tougher when they do, imo.

Stevil
8 years ago

I’ve been anticipating trades with Span and Ramos attached to some of their arms, but with so little having happened at this point, I wonder what their intentions are for 2018.

Ivan_GrushenkoMember since 2016
8 years ago
Reply to  Stevil

I’m picturing Span and Ramos with some arms attached. Maybe they’re their own arms and maybe octopus arms. My vision is a bit hazy.

LHPSU
8 years ago

Rays bullpen by WAR:
2014: 15th
2015: 26th
2016: 29th

By WPA:
2014: 20th
2015: 20th
2016: 21th

Not saying it’s the sole factor, but subpar bullpen performance certainly won’t help.

Slappytheclown
8 years ago
Reply to  LHPSU

This is a big factor. bad luck, bad bullpen depth, throw in some bad clutch hitting, below average defense at times and tough teams in division. They could still do something and they have a lot of great prospects…but so do the Yankees. And the Red Sox have Price/Sale/Kimbrel/Betts, etc. oh vey.

sadtromboneMember since 2020
8 years ago
Reply to  LHPSU

And it also explains why the Royals have dramatically outperformed their Baseruns too.

Bullpens are clearly really tough to account for, but it does seem to play a major role here.

tung_twista
8 years ago
Reply to  LHPSU

This is the first thing I thought of when thinking of ‘sustainable’ clutch performance.
However, this is not a satisfactory explanation of why the Rays underperformed baseruns.
Looking at ’14-’17, by WPA, Rays’ bullpen is 22nd (3.06) and their clutch score is 25th (-2.51).
their starters’ WPA is 8th (4.05) and their clutch score is 28th (-1.93).
And then we have the hitters.
The Rays’ hitters combined for WPA of -25.64 good enough for 27th (worst in AL) and their clutch score (-19.27) is at the bottom significantly worse than the second last Astros (-14.88).
This was while they had team wrc+ of 98 good enough for 12th.
So yes, the Rays’ bullpen was not good but their hitters’ unclutch performance was a significantly bigger factor.

AzizalMember since 2017
8 years ago
Reply to  tung_twista

Really don’t understand why this is being downvoted.

John Autin
8 years ago

Good post, Jeff. How much connection do you see between the underperformance and their decision to tear it down this offseason? You speculated that, had those 2 BaseRuns playoff berths been reality, “they would’ve kept up sustainable success.” Could you clarify that and elaborate on it?

I note that Rays attendance has dropped in these 4 non-playoff years, the last 3 drawing even less than the final 2 years of their “Devil Rays” dark ages. On the other hand, it looks like “fan fatigue” had already set in well before this latest stretch. Their first 3 contenders (2008-10) each drew about 1.85 million, while the next 3 were each about 300K less than that. So it’s hard to guess how much more “sustainable” their success might have been had they actually gotten those 2 hypothetical playoff berths but not returned to the World Series.

dl80Member since 2026
8 years ago

This is really interesting. Is it possible they might have tried to upgrade mid-season if they had been playoff-bound or nearly so in the last 4 years? Maybe just rentals, or cheaper players, but still.

I wonder if their lack of clutch is because some of their players are easy to exploit with relievers in key moments?

Kevin Kiermaier is their WAR leader over that four-year span, and his career wRC+ against lefties is 82.

Longoria’s wRC+ against righties has been 102 or lower 3 of the past 4 years.

James Loney (1000+ PA in 2014-15) was terrible against lefties, and Brad Miller (1000+ PA in 2016-17) was bad against them.

In his time with the Rays, Tim Beckham was poor vs. righties, doing most of his damage against lefties.

I don’t know if most good teams have the same problems, but I would guess teams with higher payrolls either tend to have players with less extreme splits or are able to pay more for good platoon partners?

Alan
8 years ago
Reply to  dl80

The teams with higher payrolls, at least currently, also have several excellent relievers to exploit the exploitable.

The Royals did also in their playoff years and, iirc, did not use many (if any) platoons – perhaps because their hitters didn’t warrant it.

kylegodown
8 years ago

The point I took away is that the Phillies have been justifiably terrible and they last 4 years of my life have been sad.

pumpsie greenMember since 2022
8 years ago

There are 9 teams behind them in actual wins; none of those teams are in their own division. Somewhere in the muck, I’m sure we’ll find the stupid unbalanced schedule to blame. What is their intra-division wOBA in high-leverage situations?

OTMHeartBBCMember since 2025
8 years ago
Reply to  pumpsie green

Time to eliminate division, teams dont travel by train anymore

Hank G.Member since 2016
8 years ago
Reply to  OTMHeartBBC

Nor did they when divisions were introduced.

JoserMember since 2021
8 years ago
Reply to  OTMHeartBBC

Yes, I can’t wait for all the fans and media in the Eastern Time Zone who whine loudly and incessantly about choosing between missing sleep or missing a game whenever their team plays anywhere west of Detroit having even more such games to complain about. The unbalanced schedule exists because time zones exist — and also because the Yankees-Red Sox rivalry exists. Nothing is going to change either of those things.

Mike NMN
8 years ago

There’s an assumption that because a small-market team may have found a path to success that it’s kind of a David and Goliath thing where David is always smarter and more nimble, makes better choices, and is more fortunate. But that doesn’t have to be true. Even the brightest minds can misjudge a player, or there are untimely injuries, or unexpected underperformance. And sometimes things just happen.

LHPSU
8 years ago
Reply to  Mike NMN

Goliath has the bigger brain.

Roger McDowell Hot Foot
8 years ago

Is it possible the kind of un-“clutch” it takes to consistently underperform BaseRuns is related to having a bad bullpen? You can lose more games than you should if a higher proportion of the runs you give up are game-decisive.

grandbranyanMember since 2017
8 years ago

Another possibility for the Rays poor performance in clutch situations is maybe their propensity to strikeout? 22.2 K% among non pitchers is tied for third worst overall in MLB during the 2014-17 window referenced & jumps to an MLB worst 25.2% in clutch situations.

budman3Member since 2023
8 years ago
Reply to  grandbranyan

To take it further, the Rays are good at KO’ing, walking and hitting HR’s…. with no on on base. They KO a lot. In the AL during the same four year time span (2014-2017), the Rays have led the league in K0% (22.3%) with no one base (22.7%), with men on base(21.7%), w/RISP(22.1%)and high leverage situations (25.3%).

Things begin to get bad when there are men on base, men in scoring position or in high leverage situations. With the bases empty, they they are only 10th in BB%(7.1%), men on base their BB% is 4th highest (9.2%), w/RISP they have the 2nd highest BB% (11.2%) and in high leverage they rank 2nd (10.0%).

With no on one they have hit the 4th most HR’s in the AL, but with men on they rank 12th in HR’s, w/RISP they rank 13th and in high leverage spots they rank 14th.

Is it their approach with runners on? Maybe they are schooled to be less aggressive when runners get on or late in games because they increase their walks but the HR’s disappear. Maybe they are looking for the perfect pitch to launch. Are the other teams bullpens taking advantage of that? Is it lack of clutch based on tensing up in the moment when just putting the ball in play could produce runs? For a team that plays a lot of hitter/pitcher match-ups to maximize strengths is it possible some players just aren’t ready handle the situations?

Antonio BananasMember since 2026
8 years ago

Could it be divisional strength? Any way to breakdown where the baseruns and actual wins come from? Maybe losing close games to Chapman, Kimbrel, Britton, etc.

Ryan DCMember since 2016
8 years ago

Are there bots voting on comments? These numbers are ridiculous

CrashMember since 2016
8 years ago
Reply to  Ryan DC

Based on comments from previous posts, it seems like it’s one guy with a dozen usernames, a lot of time, and no purpose in life.

John Autin
8 years ago
Reply to  Crash

Reason number 1,001 why it’s just silly for a site like this to even offer a “thumbs down” button.

Roger McDowell Hot Foot
8 years ago
Reply to  John Autin

Yeah. Even bot-gaming aside, which is mostly just funny, I just don’t understand what the point of it is. Apart from the occasional -150 on some pure-troll stupidity or work-from-home spam everyone presumably has learned to disregard the vote counting almost totally by now and just read the comment to see how smart or dumb it is.

Rich AlanMember since 2019
8 years ago
Reply to  Ryan DC

Russia hates baseball

johansantana17Member since 2026
8 years ago

In 2014-17, the Rays employed three of the 30 least clutch position players in baseball: Evan Longoria (#17, played for TB all four seasons), Corey Dickerson (#20, played for TB in 2016-17) and Brad Miller (#29, played for TB in 2016-17).

They also employed two of the 30 least clutch pitchers in baseball: Matt Moore (#12, played for TB from 2014-mid 2016) and Jeremy Hellickson (#15, played for TB in 2014).

Paul22
8 years ago

Cash is an awful manager. His lineups and batting orders-awful. Timing for removing SPer- off.