sábado, 28 de diciembre de 2013

Kyle Korver Approaches 100 Straight Games with At Least One Made Three-Pointer

Kyle Korver, a 6-foot-7 shooting guard for the Atlanta Hawks, has now hit at least one three-point basket in 98 straight games, a new record. To reach an even 100, Korver must hit a three tonight at home against Charlotte and Sunday night at Orlando (Hawks' schedule). As reported in this USA Today article from late November, the previous record was 89 consecutive games with a trey. The Top 5 longest such streaks in NBA history include Korver's and four that go back to the 1980s and '90s:

Kyle Korver 98 (still going)
Dana Barros 89
Michael Adams 79
Dennis Scott 78
Reggie Miller 68

The "at least one" aspect of Korver's streak brings to mind baseball hitting streaks (i.e., number of games with at least one hit). Let's refer to a made three-pointer in basketball or a hit in baseball as a "success." To calculate the probability of a streak of games with at least one success, one needs to know the probability of at least one success in a given game, and to determine that, one must know the probability of a success in a single trial (a shot in basketball or an official at-bat in baseball).

The above-linked USA Today article, published when Korver's streak was at 87 games, noted that he had shot 46.9% (226-for-482) on treys during the streak. Consulting Korver's game-by-game log on ESPN.com, we see that he has made an additional 40 treys on 82 attempts in his last 11 games (note that he missed four games between Nov. 27 and Dec. 2 due to injury). Thus, the last 11 games have raised Korver's three-point shooting percentage during the streak to 47.2% or .472 (based on 266/564). We will use Korver's .472 shooting percentage on threes to represent his probability of success in a single trial.

During Joe DiMaggio's Major League Baseball-record streak of getting at least one hit in 56 consecutive games, set in 1941, his batting average was .409. That would be DiMaggio's probability of success in a single trial.

The number of trials or opportunities an athlete gets per game is also a crucial factor. In basketball, of course, a player can shoot as often as the coach wants him or her to, whereas in baseball, teams follow a batting order that limits each player to one at-bat for every nine taken by his team. With that distinction between basketball and baseball noted, dividing Korver's 564 three-point attempts by the 98 games in which they have occurred yields an average of 5.76 attempts per game. DiMaggio averaged 3.98 at-bats per game.* Because Korver has had a higher success rate in his task (making three-point shots) than DiMaggio had at his (getting hits), and because Korver has had more attempts per game than DiMaggio, it is not surprising that the length of Korver's streak has greatly exceeded DiMaggio's.

To deal in round numbers, let's say Korver takes six shots per game from behind the arc. With his .472 success rate on treys, his likelihood of missing any given attempt is 1 - .472, or .528. Korver's probability of missing all six of his (typical) three-point attempts in a game is then .528 to the 6th power, or .022. Anything other than an all-miss night means at least one made three-pointer. Thus, we take 1 - .022, which yields .978 as Korver's probability of making at least one shot from downtown in a game. (This formula assumes the outcomes of shots from one attempt to the next are independent of each other, like successive tosses of a coin.)

With roughly a 98% chance in each game of making at least one three-pointer (as long as he gets six attempts and has a .472 likelihood of success on each one), it is no wonder that Korver has been able to maintain such a long streak of games with a trey. To complete the calculation of Korver's probability of hitting at least one three-pointer in 98 consecutive games, we would raise .978 to the 98th power. This yields .113, for a roughly 1-in-9 chance that Korver (or other players whose three-point attempts and shooting percentages are similar to Korver's) would hit a trey in 98 consecutive games.

As discussed in my book Hot Hand (pp. 54-55), researchers David Rockoff and Phil Yates offered the useful reminder to streak analysts that, even though a player averages a certain number of opportunities per game, he or she may get more opportunities than average or fewer opportunities than average in any particular game. The above calculation for Korver, assuming a consistent six shots per game, may thus have to be taken with a grain of salt.

If, for example, Korver launched only two three-point attempts in a given game, he would not have a 97.8% probability of making at least one three in the game. Instead, we would take his miss rate (.528) and raise it to the second power (corresponding to two shots) to estimate the probability of an all-miss game; the calculation yields .279. With only two shots taken, therefore, Korver would have a 1 - .279, or .721, probability of making at least one trey in the game. That's still pretty high, but not as near-definitive as .978. With more than six shots in a game, Korver's probability of making at least one three-pointer would be even higher than .978. With 10 shots, for example, we would take 1 - (.528 to the 10th power), which yields .998.

To explore this issue further, I've plotted the number of three-point attempts taken by Korver in each game of his 98-game streak.


The most common scenario (evident in 21 games) is that Korver attempts exactly six treys per game. Games with fewer than six attempts (46 total) are somewhat more common than games with more than six (31). Still, he's had no games with just one attempt and only five with two attempts.

Another interesting question (to me at least) is, how many times has Korver's streak been in danger? In other words, how many times has he gotten late into a game without a made three? I decided to examine in depth the play-by-play sheets for games in which he ended up with only one made three, of which there were 24 games (roughly a quarter of the games in the streak). In those 24 games, Korver made his lone three:

  • 10 times in the first quarter.
  • 4 times in the second quarter.
  • 5 times in the third quarter; and
  • 5 times in the fourth quarter.

Of the five games in which Korver got his lone three-pointer in the fourth quarter, four times there was 5:50 or more left in the game. The closest the streak has come to ending, it appears, was in what became the 54th game of the streak, March 8, 2013 in Boston. On that night, Korver made his only three of the game with just 1:31 remaining in the fourth quarter! (It is possible he went deeper into a game with no threes, then make two or more quick ones, although it seems unlikely. I did not examine play-by-play sheets for games in which he made more than one trey.)

I think I've provided several statistical angles on Korver's streak. However, the USA Today article has even more, including how many miles he runs on the court per 48 minutes, trying to get himself open for threes! Here is the link again to that article.
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*The DiMaggio statistics and a fairly straightforward discussion of how to calculate streak probabilities are available in this article.

miércoles, 27 de noviembre de 2013

Looking Back on the Dodgers' 42-8 Spurt this Past Season

I've done a lot of tweeting about streak-related developments over the past few months (see link to my Twitter feed in the right-hand column), rather than writing deeper analyses. However, I've now conducted a detailed analysis of the L.A. Dodgers' 42-8 spurt midway through the 2013 season (one of best 50-game stretches in MLB history). My article is available at the baseball website Seamheads.com.

martes, 10 de septiembre de 2013

It's Official! Pirates Get First Winning Season Since 1992

The Pittsburgh Pirates won their 82nd game of the season last night, 1-0 over the Texas Rangers, to ensure the Steel City franchise's first winning (above .500) season since 1992. The Pirates' streak of 20 straight losing seasons was the longest such streak in any of the four major sports leagues in North America (MLB, NFL, NBA, and NHL).

I created the following graphic to indicate how many wins the Pirates attained from 1993 (the year the string of losing seasons began) to the present. The break-even point of 81 wins is highlighted. Unless you have amazing eyesight, you'll probably want to click on the graphic to enlarge it.


Congratulations to the Pirates and their fans. Not only has this year's team ended the franchise's record streak of losing seasons; it is a virtual cinch to make the playoffs (Pittsburgh's probability of making the playoffs is currently listed as 98.7% on ESPN's standings). I like that the Pirates have achieved a winning record relatively early, rather than taking things down to the final days of the season.

viernes, 6 de septiembre de 2013

Red Sox P Koji Uehara Has Retired 27 Straight Batters

On a night when San Francisco Giant pitcher Yusmeiro Petit came within one strike of a perfect game, there actually was another pitcher the same evening who retired his 27th straight batter (the conceptual equivalent of a perfect game).

That pitcher is Boston Red Sox reliever Koji Uehara, whose string of getting batters out has accumulated over nine appearances, most recently tonight against the New York Yankees. The following graphic (on which you can click to enlarge) displays the opposing teams, dates, batters, and types of out during Uehara's streak.


What's interesting is that almost exactly a year ago, Uehara, then pitching for the Texas Rangers, retired 25 straight hitters. One criterion for being considered a streaky performer, according to some analysts, is the ability to record hot stretches on repeated occasions. Uehara thus seems able to get "on a roll," "in the zone," "on fire," or any similar term one chooses.

The records for consecutive batters retired by a pitcher are 45 by Mark Buehrle (for a starter) and 41 by Bobby Jenks (for a reliever). Uehara still has a way to go to catch these marks. However, having separate streaks of 25 and (at least) 27, as Uehara has done, is extremely impressive.

UPDATE 1: Bob Timmermann informed me that, "Kenley Jansen of the Dodgers also retired 27 straight batters this year from July 23 to August 8." Here's an article on Jansen's background and accomplishments.

UPDATE 2: Uehara's streak reached 37 straight batters retired, until being snapped in a September 17 game against the Baltimore Orioles.

martes, 3 de septiembre de 2013

Pirates Win 81st, End Streak of 20 Straight Losing Seasons

The Pittsburgh Pirates have won again tonight (4-3 at Milwaukee), bringing their record to 81-57 for the season. They cannot end with a losing (sub-.500) record, with 81-81 being the worst record they can possibly end up with. The Pirate franchise's streak of 20 straight losing seasons is now over and it looks like Pittsburgh will finish well above .500, with 24 games left to play. We've been charting the Pirates' wins as they closed in on .500 and here is the latest entry...


lunes, 2 de septiembre de 2013

Pirates Reach 80 Wins

A 5-2 win today at Milwaukee has brought the Pittsburgh Pirates to an 80-57 record on the season. One more win will ensure at least a break-even 81-81 for the Pirates and another win after that (82) will ensure a winning (above .500) record. The last time Pittsburgh recorded a winning record was 1992. I am tracking the Pirates' win total until they reach 82...


sábado, 31 de agosto de 2013

Pirates' Quest for First Winning Record Since 1992

With tonight's 7-1 win over the St. Louis Cardinals, the Pittsburgh Pirates advanced their record to 79-56. With 27 games left on the Pirates' schedule, it is a virtual certainty that they will win 82 or more games this season to clinch the franchise's first winning record (i.e., above a .500 winning percentage) after 20 straight years of losing records. I will track Pittsburgh's quest for a winning record on the following chart.