{"id":951,"date":"2019-06-24T15:52:03","date_gmt":"2019-06-24T15:52:03","guid":{"rendered":"http:\/\/replicationmarkets.com\/?p=951"},"modified":"2020-02-25T08:51:11","modified_gmt":"2020-02-25T13:51:11","slug":"what-is-replication","status":"publish","type":"post","link":"https:\/\/replicationmarkets.org\/index.php\/2019\/06\/24\/what-is-replication\/","title":{"rendered":"What is replication?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"951\" class=\"elementor elementor-951\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d7118b4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d7118b4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a59763b\" data-id=\"a59763b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9fae2fd elementor-widget elementor-widget-text-editor\" data-id=\"9fae2fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #0000ff;\">[Updated Jan. 2020 to cover unified definition, and clarify]<\/span><\/p>\n<h4>Concept<\/h4>\n<p>Replication is when you repeat a previous study to see if you get the same results. Ideally this happens a lot in science. In practice, not as much. But what counts?\u00a0<\/p>\n<p>According to Brian Nosek (&#8220;What is replication?&#8221;, 2019), people commonly say replication is repeating a study&#8217;s <i>procedure<\/i> and observing whether the previous finding recurs, but this definition fails because the <i>changes<\/i> to procedure define the replication.<\/p>\n<p>Consider: when replicating an Israeli study in the US, he didn&#8217;t use the original materials &#8211; they were in Hebrew!\u00a0Replications change participants, campus, country, language, etc. But if any of these negated something like the\u00a0Stroop effect, that would be a surprising and important discovery.\u00a0<\/p>\n<p>So, Nosek argues replication is really a conceptual notion.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-215a10b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"215a10b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a9f596d\" data-id=\"a9f596d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ea8392c elementor-widget elementor-widget-blockquote\" data-id=\"ea8392c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t \t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-411db04 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"411db04\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7b08f02a\" data-id=\"7b08f02a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2856932f elementor-widget elementor-widget-text-editor\" data-id=\"2856932f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<p class=\"wp-block-paragraph\">(He says \u201cno <em>a priori<\/em>\u00a0reason\u201d &#8212; reasons made up\u00a0afterwards don&#8217;t count<em>.\u00a0<\/em>\u00a0We also assume competent, good-faith replication.)<\/p>\n<p>Claiming something is a replication \u201cis a theoretical commitment.\u201d<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"wp-block-paragraph\"><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8a7ce67 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8a7ce67\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3a876c2\" data-id=\"3a876c2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-316c13f elementor-widget elementor-widget-text-editor\" data-id=\"316c13f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Practical Definition for DARPA SCORE<\/h4>\n<p>Originally, we distinguished between direct replications and data replications, and privileged direct replications.\u00a0<b>Direct replications <\/b>test the original claim by <em>gathering new data<\/em>, such as a new psychology experiment.<\/p>\n<p><strong>Data-analytic replications<\/strong> test the original claim using new <em>found<\/em> data, data appropriate for replication but not originally collected by the replication research team. For example, using the same economic indicator as the original-study researchers, but from a different time period.<\/p>\n<p><strong>But direct replications exclude most economics, sociology, and political science. So, as of February 2020 (Round 6), we will adopt DARPA&#8217;s new unified definition:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d46d60d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d46d60d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a3a840\" data-id=\"2a3a840\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-919d51c elementor-widget elementor-widget-blockquote\" data-id=\"919d51c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t \t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5d19fb3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d19fb3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-57f397f\" data-id=\"57f397f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-47fa054 elementor-widget elementor-widget-text-editor\" data-id=\"47fa054\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Unifying increases the number of evaluated claims in SCORE from 100 to 250. (However, R1-R5 markets will only pay prizes for direct replications, because that&#8217;s what we said then.)<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9914dc2 elementor-widget elementor-widget-text-editor\" data-id=\"9914dc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4 style=\"font-family: Montserrat; color: #484c68;\">Sample Size &amp; Statistical Power<\/h4>\n<p>A decent replication has to have a sample large enough that failure to detect a result is almost certainly due to the claim being wrong, rather than not looking hard enough. If we redo the study but with only 3 participants, the result is almost certainly noise.\u00a0<\/p>\n<p>We cannot just use the original sample size: most published studies are actually too small. Therefore we need to ensure sufficient power.<\/p>\n<p>You might want to read:<\/p>\n<ul>\n<li><a href=\"https:\/\/replicationmarkets.com\/index.php\/2019\/07\/23\/on-the-topic-of-statistical-power\/\" target=\"_blank\" rel=\"noopener\">What is statistical power?<\/a><\/li>\n<li><a href=\"https:\/\/replicationmarkets.com\/index.php\/what-is-high-quality-replication\/\" target=\"_blank\" rel=\"noopener\">What is a\u00a0<span style=\"font-style: italic;\">high-quality<\/span>\u00a0replication?<\/a><\/li>\n<li><a href=\"https:\/\/replicationmarkets.com\/index.php\/frequently-asked-questions\/\" target=\"_blank\" rel=\"noopener\">FAQ<\/a>: What is the replication crisis?<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-74c11ba7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"74c11ba7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-206ca576\" data-id=\"206ca576\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-23474581 elementor-widget elementor-widget-text-editor\" data-id=\"23474581\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0Share your contact info with us to stay up-to-date with an every-so-often newsletter and an announcement of the launch.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-36af8105 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"36af8105\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-3452cc29\" data-id=\"3452cc29\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7d4d7c74 elementor-shape-circle e-grid-align-left e-grid-align-tablet-left e-grid-align-mobile-center elementor-hidden-phone elementor-grid-0 elementor-widget elementor-widget-social-icons\" data-id=\"7d4d7c74\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-twitter elementor-repeater-item-022bbc9\" href=\"https:\/\/twitter.com\/ReplicationMkts\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Twitter<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"fa fa-twitter\" aria-hidden=\"true\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-facebook elementor-repeater-item-f1c8a5e\" href=\"https:\/\/www.facebook.com\/ReplicationMkts\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Facebook<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"fa fa-facebook\" aria-hidden=\"true\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-instagram elementor-repeater-item-ba39e7d\" href=\"https:\/\/www.instagram.com\/replicationmkts\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Instagram<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"fa fa-instagram\" aria-hidden=\"true\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin elementor-repeater-item-c58d333\" href=\"https:\/\/www.linkedin.com\/company\/replicationmkts\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Linkedin<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"fa fa-linkedin\" aria-hidden=\"true\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-705587e3\" data-id=\"705587e3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>[Updated Jan. 2020 to cover unified definition, and clarify] Concept Replication is when you repeat a previous study to see if you get the same results. Ideally this happens a lot in science. In practice, not as much. But what counts?\u00a0 According to Brian Nosek (&#8220;What is replication?&#8221;, 2019), people commonly say replication is repeating&hellip;<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[14],"tags":[27],"class_list":["post-951","post","type-post","status-publish","format-standard","hentry","category-replication","tag-replication"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/posts\/951","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/comments?post=951"}],"version-history":[{"count":19,"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/posts\/951\/revisions"}],"predecessor-version":[{"id":3684,"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/posts\/951\/revisions\/3684"}],"wp:attachment":[{"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/media?parent=951"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/categories?post=951"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/replicationmarkets.org\/index.php\/wp-json\/wp\/v2\/tags?post=951"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}