{"id":1620,"date":"2019-12-27T11:49:31","date_gmt":"2019-12-27T16:49:31","guid":{"rendered":"https:\/\/david.bookstaber.com\/Interests\/?p=1620"},"modified":"2023-12-28T16:56:46","modified_gmt":"2023-12-28T21:56:46","slug":"understanding-gun-precision","status":"publish","type":"post","link":"https:\/\/david.bookstaber.com\/Interests\/2019\/12\/understanding-gun-precision\/","title":{"rendered":"Understanding Gun Precision"},"content":{"rendered":"<p>I&#8217;ve written <a href=\"\/category\/arms\/precision\/\">a number of posts over the years in which I test the precision of various firearms<\/a>. Some readers have asked about the particular methodology I use.<\/p>\n<p>When testing guns for accuracy it is common practice to look at the <a href=\"https:\/\/ballistipedia.com\/index.php\/Describing_Precision#Extreme_Spread\" target=\"_blank\" rel=\"noopener noreferrer\">Extreme Spread<\/a> of a group of 3 or 5 test shots. I will explain why this is a statistically bad measure on a statistically weak sample. Then I will explain why serious shooters and statisticians look instead at some variation of <a href=\"https:\/\/en.wikipedia.org\/wiki\/Circular_error_probable\" target=\"_blank\" rel=\"noopener noreferrer\">circular error probable<\/a> (CEP) when assessing precision.<\/p>\n<p><center><i><strong>It is easy to fool yourself with Extreme Spread, and it\u2019s even easier to fool others.<\/strong><\/i><\/center><!--more--><\/p>\n<p>First, note that even the most precise rail gun will occasionally print a \u201cflier.\u201d If 99 out of 100 shots nestle into a dime group, but one breaks away by an inch, would you characterize the accuracy of that gun as shooting one-inch groups? Now pick up a rifle, pop in a 100-round beta mag, close your eyes, and empty it from the hip. There\u2019s a decent chance that some 3 of those shots will be touching at 100 yards. But does that tell you anything about the precision of the rifle? The answer to both questions is \u201cof course not.\u201d And it gets worse: Why not crop one of those cloverleaf shot-from-the-hip groups and share it online. Then tell everyone your rifle shoots like that \u201call day long.\u201d Well not <em>you<\/em>, of course.<\/p>\n<p>You probably want to test your mettle and your gun\u2019s metal and really figure out how precisely you can shoot. Maybe your manufacturer gave you a \u201c1-MOA guarantee,\u201d by which they (typically) mean that your gun will shoot a 3-shot group into 1\u201d at 100 yards with quality ammo. So you hit the range, tighten your scope, and fire three shots at the same point. Bingo: You don\u2019t need calipers to see that they\u2019re within an inch of each other. You\u2019ve really got a sub-<a href=\"https:\/\/ballistipedia.com\/index.php\/Describing_Precision#Units\" target=\"_blank\" rel=\"noopener noreferrer\">MOA<\/a> rifle!<\/p>\n<p>Well you\u2019ve got a full box of ammo, so why not knock the center out of that pretty little group? You take another shot and, damnit, it goes wide. (You\u2019ll have to crop that group pretty tightly to show it off now!) But everyone knows you can call fliers, so you take a breath and try some more. Before you\u2019re through with the box you will probably notice something unfortunate:<\/p>\n<p><center><i><strong>The more shots you take, the wider your group tends to get.<\/strong><\/i><\/center>Here&#8217;s a real-world target showing 20 shots at the same point of aim:<br \/>\n<a href=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1621\" data-permalink=\"https:\/\/david.bookstaber.com\/Interests\/2019\/12\/understanding-gun-precision\/40grcci_hv_100yards_string1\/\" data-orig-file=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1.jpg\" data-orig-size=\"1240,1490\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"40grCCI_HV_100Yards_String1\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1-852x1024.jpg\" class=\"aligncenter size-large wp-image-1621\" src=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1-852x1024.jpg\" alt=\"20-shot group\" width=\"625\" height=\"751\" srcset=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1-852x1024.jpg 852w, https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1-250x300.jpg 250w, https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1-125x150.jpg 125w, https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1-768x923.jpg 768w, https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1-624x750.jpg 624w, https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/40grCCI_HV_100Yards_String1.jpg 1240w\" sizes=\"auto, (max-width: 625px) 100vw, 625px\" \/><\/a><\/p>\n<p>Now something doesn\u2019t add up here. The manufacturer guaranteed your rifle would shoot three shots within 1 MOA. But neither they, nor you, nor your gun could predict which order the shots in that group would appear. If your gun is really sub-MOA you should be able to pick any three at random as your \u201cgroup\u201d and it should measure under 1 MOA. You\u2019ve just discovered one of the industry\u2019s inside jokes: Accuracy guarantees expressed in terms of finite shots are either impossible or meaningless.<sup>*<\/sup><\/p>\n<p>You\u2019ve also discovered one of the problems with the Extreme Spread: It all depends on the number of shots you take. Worse yet, it doesn\u2019t differentiate between a target where most of the shots are in a tight group and there\u2019s a lone \u201cflier,\u201d and one with the same Extreme Spread but with every shot scattered about the same distance from the center.<\/p>\n<p>If you kept your sight zeroed and logged every shot taken with a given rifle and lot of ammunition, after 1000 shots your aggregated target would look something like this:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1622\" data-permalink=\"https:\/\/david.bookstaber.com\/Interests\/2019\/12\/understanding-gun-precision\/1000shots\/\" data-orig-file=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/1000Shots.png\" data-orig-size=\"563,548\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"1000Shots\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/1000Shots.png\" class=\"aligncenter size-full wp-image-1622\" src=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/1000Shots.png\" alt=\"1000 Shot simulation\" width=\"563\" height=\"548\" srcset=\"https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/1000Shots.png 563w, https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/1000Shots-300x292.png 300w, https:\/\/david.bookstaber.com\/Interests\/wp-content\/uploads\/2019\/12\/1000Shots-150x146.png 150w\" sizes=\"auto, (max-width: 563px) 100vw, 563px\" \/><\/p>\n<p>(Here the dots represent the center of each hit, not the size of the holes cut by the bullet.) We\u2019ll call this picture a sample \u201c<a href=\"http:\/\/ballistipedia.com\/index.php?title=Closed_Form_Precision\" target=\"_blank\" rel=\"noopener noreferrer\">distribution<\/a>\u201d of shots. It doesn\u2019t matter how accurate or inaccurate your gun: the mathematical distribution of its shots is the same as the one that produced this sample. The only thing that varies with accuracy is how large or small this cluster is. The red circle is drawn around the center of the distribution and contains exactly half of the shots in the picture. The radius of that red circle is called the Circular Error Probable (CEP), and that single value is sufficient to characterize the accuracy of a gun. Some real-world CEP values:<\/p>\n<ul>\n<li>The U.S. Precision Sniper Rifle contract called for CEP better than 0.3MOA<\/li>\n<li>The M24 and M110 acceptance standards require CEP better than 0.6MOA<\/li>\n<li>XM193 ammunition from a test barrel has to shoot tighter than 0.7MOA CEP<\/li>\n<\/ul>\n<p>(Note that all of these specifications are given with the angular measure MOA, or Minute Of Arc, which is equal to about 1.05\u201d at 100 yards. By using an angular measure we don\u2019t need to specify the distance of a particular target or test.) For example, the XM193 specification means that ammunition should put at least half its shots inside a 1.5\u201d diameter circle at 100 yards.<\/p>\n<p>A useful \u201caccuracy guarantee\u201d would read something like these military performance standards, which one way or another boil down to the following: \u201cCEP will be no greater than a certain value.\u201d Traditionally CEP is given for the 50% (median) level, but it can also be given for other probability levels. For example, a manufacturer might instead say that their gun should put 90% of its shots inside a 1-MOA circle.<\/p>\n<p>We are focusing on circles, but if you\u2019ve shot a lot of real-world groups you might be more used to finding ellipses. There are a few things that can cause your shots to string out vertically, like barrel heating, or larger variations in muzzle velocity. Wind can cause your shots to string out horizontally. But removing those factors your gun will shoot into a circular distribution like the one shown above.<\/p>\n<p>What does this mean for accuracy? You don\u2019t get to pick the order in which those shots are fired. Any individual shot is essentially selected at random from that distribution of shots. This has substantial implications for people who try to deduce their accuracy from small samples.<\/p>\n<p>If you pick 3 shots at random from that distribution you could end up with three holes practically touching. They might be near the center of impact, or they might be far away. Conversely, you could end up with three shots quite far from each other. Three shots don\u2019t tell you very much: <em>Half the time their extreme spread is wider than the CEP<\/em>.<\/p>\n<p>Just as importantly, especially for sighting in: on average the 3-shot center is 60% of the CEP away from the true center! It\u2019s theoretically impossible to be certain you\u2019ve found the exact center of impact, but you can see that three shots aren\u2019t a very good indication. In fact, to double the precision of your sight zero you have to take 10 shots! (At that point we expect the sample center to be within 30% CEP of the true center.)<\/p>\n<p>So what\u2019s a shooter to do? For one thing: discount 3-shot groups. If you want to get a sense of a gun\u2019s precision then shoot larger groups. I tend to shoot 10-round groups and use computerized target markers to precisely calculate my CEP. For the most accurate guns at closer distances that tend to create jagged holes I instead shoot several 5-round groups.<\/p>\n<p>If you\u2019re not going to bother calculating CEP and just want to stick with Extreme Spread because it\u2019s so easy to measure, at least move up to 5-round groups. They are <a href=\"https:\/\/ballistipedia.com\/index.php\/Range_Statistics#Efficient_Estimators\" target=\"_blank\" rel=\"noopener noreferrer\">statistically more efficient<\/a> and less prone to abuse than 3-round groups. Use multiple groups, and don\u2019t throw away the bad ones. For example, the <em>American Rifleman<\/em> magazine\u2019s protocol of taking the average extreme spread of five 5-round groups is <a href=\"https:\/\/ballistipedia.com\/index.php\/Range_Statistics#Example:_NRA.27s_Test_Protocol\" target=\"_blank\" rel=\"noopener noreferrer\">decent<\/a>.<\/p>\n<p>For more on the theory and practice behind measuring shooting precision visit <a href=\"https:\/\/ballistipedia.com\" target=\"_blank\" rel=\"noopener noreferrer\">ballistipedia.com<\/a>.<\/p>\n<hr \/>\n<p><small><sup>1<\/sup>I\u2019ve actually made two accuracy returns in my life. One was to a manufacturer with no explicit accuracy guarantee, who nonetheless test-fired the gun, got decent results with one type of ammo I hadn\u2019t tried, and returned it with that explanation and sample targets. In another case the manufacturer eventually agreed the barrel was bad and sent me a new one.<\/small><\/p>\n","protected":false},"excerpt":{"rendered":"<p>I&#8217;ve written a number of posts over the years in which I test the precision of various firearms. Some readers have asked about the particular methodology I use. When testing guns for accuracy it is common practice to look at the Extreme Spread of a group of 3 or 5 test shots. I will explain [&hellip;]<\/p>\n","protected":false},"author":3,"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":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[133,122],"tags":[],"class_list":["post-1620","post","type-post","status-publish","format-standard","hentry","category-ballistics","category-precision"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/po3d1-q8","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/posts\/1620","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/comments?post=1620"}],"version-history":[{"count":6,"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/posts\/1620\/revisions"}],"predecessor-version":[{"id":1641,"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/posts\/1620\/revisions\/1641"}],"wp:attachment":[{"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/media?parent=1620"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/categories?post=1620"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/david.bookstaber.com\/Interests\/wp-json\/wp\/v2\/tags?post=1620"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}