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Last season, the Colorado Rockies scored 824 runs. According to the runs created formula in the Bill James Handbook, they should have scored 798. The 26-run discrepancy, which worked to Colorado’s favor, was surpassed in the National League only by the 28-run overage by the Chicago Cubs. The Rockies and the Cubs were the two most efficient offenses in the league.

Why did Colorado outperform the algorithms so dramatically? It’s hard to say. Often, the answer lies in sequencing. In other words, the Rockies might have not just collected a lot of hits, but they also tended to get those hits at the right time. That might explain Colorado’s offensive efficiency, which isn’t to be confused with proficiency. In fact, after you adjust for the pinball effects of Coors Field, the Rockies were a below-average offensive unit. However, they led the league in percentage of baserunners knocked in (OBI%), according to Baseball Prospectus. Good sequencing seems the most likely explanation for a run total that wasn’t quite supported by its underlying categories.

That brings us to some comments uttered to reporters last week by Rockies manager Bud Black. It’s unclear why the subject came up, but Black was asked about the possibility of using shortstop Trevor Story as a cleanup hitter. According to Baseball-Reference.com, the Rockies’ team OPS in that slot, as compared to the overall team OPS, was the worst in the National League. Story, who hit just .239 and led the league with 191 strikeouts, seems to be an unlikely candidate to improve that performance.

Here’s what Black told the Denver Post: “Avoiding the strikeout, putting the ball in play, self-admitted [Story] wasn’t good at that early in the year. So he’s got to get to that point. The guys who do knock in runs, the guys who do get it done in situations, those guys put the ball in play. That’s where the challenge is for him and the improvement we’re talking about.”

The italics in that quote were added for emphasis. Black might have simply been pointing out that excessive strikeouts are not what you want in RBI situations or, even more fundamentally, that a good hitter is preferable to a bad hitter. You might also interpret the suggestion like this: High-contact hitters are more desirable in RBI situations than low-contact hitters.

That conclusion seems evident on the face of it. If you have two hitters of roughly equal bottom-line value, it seems to follow that the better contact guy would do better in RBI spots than a player who strikes out a lot, even if those whiffs are accompanied by a lot of walks and home runs. But is that really the case? If so, how much should managers try to wedge a contact hitter into the cleanup spot, even given differing levels of ability?

A couple of the usual statements need to be made here. First, if you’ve paid any attention to the research-based concepts that have emerged in baseball over the past four decades, then you probably know that when it comes to lineup construction, the names in the batting order are way more important than the order they are listed in.

That isn’t to suggest, as you might read from time to time, that lineup construction is meaningless. To illustrate, check out this result from the intensely addictive lineup optimizer tool at BaseballMusings.com. This features arguably the best nine position players in baseball last season. (We’re not worried about defensive position here, so if Joey Votto is catching, don’t be shocked, and this lineup doesn’t include a pitcher.) It’s a great lineup: Over the course of the season, it would average 7.59 runs per game, according to that tool.

The optimum order of those great players, if used every game, would yield 7.67 runs per game. The least optimum would still get you 7.31. Over 162 games, the net difference between the best and worst lineups is about 58 runs, but of course there is no scenario in which a manager would trot out his nine best hitters 162 times and purposefully align them in the least efficient manner each day. So we’re talking about 10 to 15 runs between the average order and the optimal order.

In other words, lineup order matters. But it doesn’t matter enough to justify the amount of ink spilled debating it. Ironically, there are few topics around the day-to-day discussion of baseball that are more fun to debate than lineup construction. It’s tough to avoid, even when you’ve comprehended the marginal stakes at play.

The fourth spot in the batting order does come up to the plate with runners on base more than any other lineup slot. That means this cleanup descriptor isn’t based on nothing. According to “The Book,” the fourth slot is the only spot in the order that comes up with runners on base at least half the time, on average. So there is a reason you would want your best RBI guy — however that is defined — hitting in that spot, unless your optimal lineup would require that batter to hit first or second.

There have been quite a few studies (here’s one) that illustrate one important variable to consider here, which is that hitters as a group become more aggressive in RBI spots. Not all do, and a criticism that has historically been lobbed at even great-but-patient hitters — from Ted Williams to Barry Bonds to Votto — is that they won’t often expand the zone in RBI spots. The defense of that approach is that doing so would over the long haul result in more harm than good, if only because such an altered approach can lead to bad habits. Who can really argue with their results? But some hitters who might be disciplined overall take a turn toward aggression when the situation is warranted.

To look at some of these topics, we grabbed five years’ worth of hitting data from TruMedia and filtered out players who did not compile at least 300 plate appearances overall, with a minimum of 100 opportunities with runners in scoring position. There were 555 such players. For our purposes, we’re using performance with runners in scoring position (RISP) as a kind of proxy for RBI ability, even though it’s a lot more complicated than that. But because we’re specifically wondering about RBI opportunities, this designation will suffice.

From there, we rated the players for “clutchiness” (wOBA with runners in scoring position as compared to usual performance), patience, contact ability and bottom-line performance (as measured by wOBA). The method for calculating these ratings is a little weedsy, but the data behind them include things such as swing percentage, contacts-per-swing and chase rate.

Finally, we subdivided our overall group of 555 players into groups in a variety of ways — for contact, patience, clutchiness, wOBA, etc., and further divided the groups into more groups, according to proficiency in the various categories, with each rating sorted into a high, medium or low tier. With this approach, we can describe hitters as, for example, medium quality/high contact/low patience. There are a lot of combinations, but we’ll share a few observations from the exercise.

1. Patience. The more patient a hitter is, the more he is apt to improve his wOBA in RBI spots, but the numbers are marginal. The most patient group improved its collective wOBA by 0.7 percent with runners in scoring position. The middle group improved by 0.5, and the least patient group lost 0.3 percent of its wOBA. Small percentages, to be sure. But still, if you can put a more patient hitter in the cleanup spot than a less patient hitter, you should probably do so.

2. Contact. These data were a little more counterintuitive. The highest contact group improved its wOBA by 0.5 percent in RBI spots. But the medium group not only improved by more — 1.1 percent — but also was best in overall RISP (.337 wOBA vs. .324 for the high-contact group). Why is that? The answer would require some investigation, but perhaps the high-contact guys have more soft contact and/or hit into more double plays.

3. Medium-contact guys. Since that group stood out, we subdivided that group according to patience. The results here were interesting. Medium-contact hitters with a high degree of patience improved their wOBA by 1.6 percent in clutch spots. So, too, did medium-contact hitters with medium degrees of patience. However, the more patient group posted a whopping .350 wOBA in RBI spots, compared with .337 for the other group. This is the subgroup you’d most like to see cleanup hitters come from.

4. Caveat. The numbers are marginal enough that you would need to be careful interpreting them. That is, lineup optimization analysis tells us that you want to get your best hitters high in the order so they can get more opportunities than their lesser colleagues. So, for example, let’s say Kris Bryant looked like an ideal cleanup hitter, according to this study. He’s the Cubs’ best overall hitter and to hit him second, as the Cubs usually do, is probably the best use of his talents. He’s got too much power for leadoff, where players don’t hit as much with runners on base, but the 2-hole gets him to the plate most often, and if the leadoff guy is a good one, he’ll get plenty of chances with runners on base. The optimal lineup should see a team’s three best hitters being used in the first, second and fourth spots. The first slot favors on-base ability, the second spot is likely the team’s best all-around hitter, and the No. 4 hitter is another one of the team’s top hitters and power threats, and has the traits we’re describing here.

This might fly into the face of convention a bit, with the traditional idea being that your best overall hitter should bat third. But studies have shown that isn’t necessarily the case, largely because No. 3 hitters come to the plate with two outs and the bases empty more often than other lineup spots. But you still want a quality hitter in the 3-hole.

When applying these observations to our data pool, who emerges as a cleanup candidate? To come up with some names, we hit the data with these filters: high wOBA, high patience, medium contact and high clutchiness. This last filter was used to identify hitters with a track record of performing better in RISP spots than they do overall.

Finally, given the general principle that the teams’ best all-around hitter goes into the 2-hole, we filtered out the hitters projected to be the team’s best overall hitter. After all of this filtering, was there anybody left? Yes! Five players survived the process, a nice round number you’ve got to love:

Mitch Haniger, Seattle Mariners: Haniger is coming off his rookie season, so his sample is on the smaller end of the spectrum. So far in his big league career, Haniger has a .364 wOBA with runners in scoring position vs. .357 overall. He falls in the top tiers in both performance and patience and is in the medium tier in terms of contact, though his score in that category was 2 percent better than league average. The Mariners, of course have, some proven RBI guys on hand in Nelson Cruz, Robinson Cano and Kyle Seager, so for Scott Servais to install Haniger as his No. 4 hitter would raise some eyebrows. For what it’s worth, Haniger’s patience and contact factors drop precipitously in RISP situations. He’s a player who expands the zone when runs are at stake, and so far, it’s an approach that has worked for him.

Russell Martin, Toronto Blue Jays: Martin is one of the most disciplined hitters in the game. He, too, expands the zone in RBI spots, but his contract rate actually skyrockets. His wOBA with runners in scoring position has been .345 over the past five seasons, six points better than his overall rate. This is one veteran who should keep doing what he’s doing.

Shin-soo Choo, Texas Rangers: Choo is good for a .368 wOBA in RBI spots versus .360 overall. Like Haniger, he falls below average in patience in RISP spots but maintains an above-average contact rate.

Tommy Pham, St. Louis Cardinals: Pham has a sparkling .391 wOBA in RBI spots so far in his career, compared to .384 overall. That’s good stuff. His plate discipline indicators are off the charts. Like Martin, he remains well above average in patience with runners on base. But unlike Martin, Pham’s contact rate tumbles, though he was just below average overall. The bottom line is Pham looks like a big-time RBI guy, though you have to wonder whether the contact rate will portend some volatility.

Eugenio Suarez, Cincinnati Reds: Suarez’s numbers in this study were amazing. His wOBA in RBI spots is .364. Good stuff. Overall, though, it’s .336, giving him one of the highest clutchiness factors in baseball. He’s just above average in patience in RISP spots and even a little better in contact. However, like Martin and Choo, he’s better at putting the bat on the ball with runners on the line than overall.

But what about Trevor Story? Well, with a career .359 wOBA, he falls into the high-performer tier despite his strikeout-laden 2017 campaign. But he has been less than clutch, losing 26 points off that wOBA with runners on base. His patience factor falls in the medium tier. And as you likely have guessed, his contact rate is in the low tier. In other words, unless Story greatly improves his bat-to-ball skills, he isn’t a good candidate to bat cleanup for the Rockies or anyone else.

Still, let’s give Bud Black some props. The analysis does suggest that a little heightened aggression, as long as it maintains a foot in the realm of selectivity, can pay off in RBI situations. Batters: With runners on base, expand the zone and don’t let those fastballs go by. But don’t get carried away.

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Chicago Cubs’ Kris Bryant not having as much fun as before

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After intimating as much over the last year or so, Chicago Cubs third baseman Kris Bryant admitted he isn’t having as much fun playing baseball as he used to.

Bryant, 29, spoke to Red Line Radio, a Barstool podcast, and was asked if there was joy for him on the field.

“At times, no,” Bryant responded. “It really got to me sometimes. The stuff I was hearing. The first trade rumors (in 2018) that started to pop up really got to me. I find myself (thinking) ‘Man is this even fun anymore? Why did I start playing this game?’ Because it was fun.

“There’s a lot of other stuff involved. You make a ton of money and fame and all this. You have to get yourself back to why I started playing.”

Bryant is set to become a free agent after next season after settling on a contract with the Cubs for $19.5 million for 2021. He’s been the subject of trade rumors as he and the team haven’t been able to come to an agreement on a longer term deal. He’s also heard criticism for his play, perhaps for the first time in his career. That prompted the former MVP to sound off at the end of the 2020 season.

“I don’t give a s—,” Bryant said at the time. “I really don’t. That’s a good answer. I’m over it. Sometimes I go out there and go 4-for-4 and it’s not good enough for some people, so I don’t give a s—.”

Bryant hit just .203 last season but battled injuries and was hardly the only Cub that struggled in 2020. He’s actually had a couple years of some nagging ailments which may have helped prevent him from returning to his MVP form.

Bryant is the only player in baseball history to win college player of the year, minor league player of the year, rookie of the year and MVP in four consecutive seasons, from 2013-2016. But the last few years have been a struggle as he’s become somewhat of the poster boy — fair or unfairly — for the Cubs’ offensive struggles, especially in the postseason.

On the podcast, Bryant recalled the joy of his dad picking him up before he reached home plate after he hit his first home run as a kid. The six year veteran wants to find that happiness in the game again, though he indicated there are more important things going on in the world right now.

“I found myself sitting there, ‘I don’t have that joy right now,'” he stated. “I’m trying all I can to get back to that place. This year was really rough for me personally, just stat wise. I still had a good time (despite COVID protocols and struggles). Making the most of a terrible situation.”

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Kansas City T-Bones renamed Monarchs in move to honor Negro League team

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KANSAS CITY, Mo. — The Kansas City T-Bones of the independent American Association are being renamed the Kansas City Monarchs after the team that played in the Negro Leagues.

The Negro Leagues Baseball Museum signed a licensing agreement with Mark Brandmeyer’s MaxFun Entertainment, owner of the minor league team.

The original Monarchs were founded in 1924 and won the first Negro League World Series in 1920. The team played in the Negro National League from 1920 to 1931 and the Negro American League from 1937 to 1961, with independent stints from 1932 to 1936 and 1962 to 1965.

“This exciting partnership celebrates Kansas City’s rich baseball heritage and becomes an important extension of the work we’re doing to educate the public about the history of the Negro Leagues,” Negro Leagues Baseball Museum president Bob Kendrick said in a statement Thursday. “We are thrilled that the proud legacy of the great Kansas City Monarchs will take the field again and look forward to sharing our story through a myriad of opportunities made possible through this historic alliance.”

A museum satellite exhibit is planned to travel with the team, which intends to establish a Monarchs youth academy for baseball and softball.

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Jason Castro, Houston Astros reach agreement on one-year contract, source says

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The Houston Astros have agreed to a one-year contract with catcher Jason Castro, a source confirmed to ESPN.

The deal brings Castro back to Houston, where he spent his first six major league seasons and was an All-Star in 2013.

Castro finished the 2020 season with the San Diego Padres following a trade by the Los Angeles Angels in August. The 33-year-old appeared in 27 games between the two teams during the shortened season, hitting .188 with two home runs and nine RBIs.

He has been a below-average hitter throughout his career, with a .230 batting average, but has been lauded for his pitch-framing and blocking skills.

The Athletic first reported on the agreement.

Information from The Associated Press was used in this report.

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