{"id":1889,"date":"2015-10-16T09:32:47","date_gmt":"2015-10-16T09:32:47","guid":{"rendered":"http:\/\/www.tennisabstract.com\/blog\/?p=1889"},"modified":"2015-10-16T09:32:47","modified_gmt":"2015-10-16T09:32:47","slug":"the-dreaded-deficit-at-the-tiebreak-change-of-ends","status":"publish","type":"post","link":"https:\/\/www.tennisabstract.com\/blog\/2015\/10\/16\/the-dreaded-deficit-at-the-tiebreak-change-of-ends\/","title":{"rendered":"The Dreaded Deficit at the Tiebreak Change of Ends"},"content":{"rendered":"<p><a href=\"http:\/\/www.tennisabstract.com\/settesei\/2016\/10\/27\/il-temuto-svantaggio-al-cambio-di-campo-nel-tiebreak\/\"><em>Italian translation at settesei.it<\/em><\/a><\/p>\n<p>Some of tennis&#8217;s conventional wisdom manages to be both blindingly self-evident\u00a0and obviously wrong. Give pundits a basic fact (winning more points is good), add a dash of perceived momentum, and the results can be toxic.<\/p>\n<p>A great example is the tiebreak change of ends. The typical scenario goes something like this: Serving at 2-3 in a tiebreak, a player loses a point on serve, going down a minibreak to 2-4. As the players change sides, a commentator says, &#8220;You really don&#8217;t want to go into this change of ends without at least keeping the score even.&#8221;<\/p>\n<p>While the full rationale is rarely spelled out, the implication is that losing that one point&#8211;going from 2-3 to 2-4&#8211;is somehow worse than usual because the point precedes the changeover.\u00a0Like the belief that <a href=\"http:\/\/www.tennisabstract.com\/blog\/2015\/09\/24\/how-important-is-the-seventh-game-of-the-set\/\">the seventh game of the set is particularly important<\/a>, this has passed, untested, into the canon.<\/p>\n<p>Let&#8217;s start with the &#8220;blindingly self-evident&#8221; part. Yes, it&#8217;s better to head into the change of ends at 3-3 than it is at 2-4. In a tiebreak, every point is crucial. <a href=\"https:\/\/github.com\/JeffSackmann\/tennis_misc\/blob\/master\/tennisTiebreakProbability.py\">Based on a theoretical model<\/a>\u00a0and using sample players who each win 65% of service points, here are the odds of winning a tiebreak from various\u00a0scores\u00a0at the changeover:<\/p>\n<pre>Score  p(Win)  \n1*-5     5.4%  \n2*-4    21.5%  \n3*-3    50.0%  \n4*-2    78.5%  \n5*-1    94.6%<\/pre>\n<p>It&#8217;s easy to sum that up: You really want to win that sixth point. (Or, at least, several of the points before the sixth.) On the other hand, compare that to the scenarios after eight points:<\/p>\n<pre>Score  p(Win)  \n2*-6     2.6%  \n3*-5    17.6%  \n4*-4    50.0%  \n5*-3    82.4%  \n6*-2    97.4%<\/pre>\n<p>At the risk of belaboring the obvious, when the score is close, points become more important later in the tiebreak. The outcome at 4-4 matters more than at 3-3, which matters more than at 2-2, and so on. If players changed ends after eight points, we&#8217;d probably bestow some magical power on that score instead.<\/p>\n<p><strong>Real-life outcomes<\/strong><\/p>\n<p>So far, I&#8217;ve only discussed what the model tells us about win probabilities at various tiebreak scores. If the pundits are right, we should see a gap between the theoretical likelihood of winning a tiebreak from 2-4 and the number of times that players really do win tiebreaks from those scores. The model says that players should win 21.5% of tiebreaks from 2*-4; if the conventional wisdom is correct, we would find that players win even fewer tiebreaks when trying to come back from that deficit.<\/p>\n<p>By analyzing the 20,000-plus tiebreaks in\u00a0<a href=\"https:\/\/github.com\/JeffSackmann\/tennis_pointbypoint\">this dataset<\/a>, we find that the opposite is true. Falling to 2-4 is hugely worse than reaching the change of ends at 3-3, but it isn&#8217;t worse than the model predicts&#8211;<em>it&#8217;s a bit better<\/em>.<\/p>\n<p>To quantify the effect, I determined the likelihood that the player serving immediately after the changeover\u00a0would win the tiebreak, based on each player&#8217;s service points won throughout the match and the model I&#8217;ve referred to above. By aggregating all of those predictions, together with the observed result of each tiebreak, we can see how real life compares to the model.<\/p>\n<p>In this set of tiebreaks, a player serving at 2-4 would be expected to win 20.9% of the time. In fact, these players go to win the tiebreak 22.0% of the time&#8211;a small but meaningful difference. We see an even bigger\u00a0gap for players returning at 2-4. The model predicts that they would win 19.9% of the time, but they end up winning 22.1% of these tiebreaks.<\/p>\n<p>In other words, after six points, the player with more points is heavily favored, but if there&#8217;s any momentum&#8211;that is, if either player has\u00a0<em>more<\/em> of an advantage than the mere score would suggest&#8211;the edge belongs the player trailing in the tiebreak.<\/p>\n<p>Sure enough, we see the same effect after eight points. Serving at 3-5, players in this dataset have a 16.3% (theoretical) probability of winning the tiebreak, but they win 19.0% of the time. Returning at 3-5, their paper chance is 17.2%, and they win 19.5%.<\/p>\n<p>There&#8217;s nothing special about the first change of ends, and there probably isn&#8217;t any other point in a tiebreak that is more crucial than\u00a0the model suggests. Instead, we&#8217;ve discovered that underdogs have a slightly better chance of coming back than their paper probabilities indicate. I suspect we&#8217;re seeing the effect of front-runners getting tight and underdogs swinging more freely&#8211;an aspect of tennis&#8217;s conventional wisdom that has much more to recommend itself than the idea of a magic score after the first six points of a tiebreak.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Italian translation at settesei.it Some of tennis&#8217;s conventional wisdom manages to be both blindingly self-evident\u00a0and obviously wrong. Give pundits a basic fact (winning more points is good), add a dash of perceived momentum, and the results can be toxic. A great example is the tiebreak change of ends. The typical scenario goes something like this: &hellip; <a href=\"https:\/\/www.tennisabstract.com\/blog\/2015\/10\/16\/the-dreaded-deficit-at-the-tiebreak-change-of-ends\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">The Dreaded Deficit at the Tiebreak Change of Ends<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96,114,123],"tags":[],"class_list":["post-1889","post","type-post","status-publish","format-standard","hentry","category-research","category-tiebreaks","category-win-probability"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/posts\/1889","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/comments?post=1889"}],"version-history":[{"count":0,"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/posts\/1889\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/media?parent=1889"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/categories?post=1889"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tennisabstract.com\/blog\/wp-json\/wp\/v2\/tags?post=1889"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}