{"id":753,"date":"2023-03-08T17:54:00","date_gmt":"2023-03-08T17:54:00","guid":{"rendered":"https:\/\/content.one.lumenlearning.com\/introstatstest\/chapter\/experimental-design-learn-it-4\/"},"modified":"2025-10-05T15:21:57","modified_gmt":"2025-10-05T15:21:57","slug":"experimental-design-learn-it-4","status":"publish","type":"chapter","link":"https:\/\/content.one.lumenlearning.com\/introstatstest\/chapter\/experimental-design-learn-it-4\/","title":{"raw":"Experimental Design: Learn It 4","rendered":"Experimental Design: Learn It 4"},"content":{"raw":"<h2>Random Assignment<\/h2>\r\n<p>To ensure that there are no unexpected differences between the experimental and control groups, good experimental design uses <strong>random assignment<\/strong> to determine which participants are in each group. This helps to minimize the impact of other variables that the researcher has no control over.<\/p>\r\n<section class=\"textbox proTip\" aria-label=\"Pro Tip\">\r\n<p>Do not confuse this with random sampling! (In fact, most experiments do not use random sampling to find their sample.)<\/p>\r\n<ul>\r\n\t<li>Random <strong>sampling<\/strong> = WHO gets into the study (selection from population)<\/li>\r\n\t<li>Random <strong>assignment<\/strong> = WHERE participants go after they have already been selected for the study (placement into groups)<\/li>\r\n<\/ul>\r\n<\/section>\r\n<section class=\"textbox tryIt\">[ohm2_question hide_question_numbers=1]699[\/ohm2_question]<\/section>\r\n<h2>Replication<\/h2>\r\n<p>In addition to random assignment, <strong>replication<\/strong> helps ensure that the results of an experiment are truly caused by the change in the factor of interest and not by other hidden factors or natural variation in data. Replication can be accomplished in two ways:<\/p>\r\n<ol>\r\n\t<li>Having multiple participants experience each treatment condition within one experiment<\/li>\r\n\t<li>Repeating the entire experiment with new participants<\/li>\r\n<\/ol>\r\n<p>Both approaches ensure results are consistent and not due to chance. For example, having 30 people in each group instead of 3 (within-experiment replication), or running the same experiment with multiple groups of participants (repeating the experiment).<\/p>\r\n<section class=\"textbox tryIt\">[ohm2_question hide_question_numbers=1]700[\/ohm2_question]<\/section>\r\n<section>\r\n<section class=\"textbox keyTakeaway\" aria-label=\"Key Takeaway\">\r\n<div>\r\n<h3>essentials of experimental design<\/h3>\r\n<p>The key components of a well-designed experiment are: control, randomization, and replication.\u00a0<\/p>\r\n<\/div>\r\n<\/section>\r\n<\/section>","rendered":"<h2>Random Assignment<\/h2>\n<p>To ensure that there are no unexpected differences between the experimental and control groups, good experimental design uses <strong>random assignment<\/strong> to determine which participants are in each group. This helps to minimize the impact of other variables that the researcher has no control over.<\/p>\n<section class=\"textbox proTip\" aria-label=\"Pro Tip\">\n<p>Do not confuse this with random sampling! (In fact, most experiments do not use random sampling to find their sample.)<\/p>\n<ul>\n<li>Random <strong>sampling<\/strong> = WHO gets into the study (selection from population)<\/li>\n<li>Random <strong>assignment<\/strong> = WHERE participants go after they have already been selected for the study (placement into groups)<\/li>\n<\/ul>\n<\/section>\n<section class=\"textbox tryIt\"><iframe loading=\"lazy\" id=\"ohm699\" class=\"resizable\" src=\"https:\/\/ohm.one.lumenlearning.com\/multiembedq.php?id=699&theme=lumen&iframe_resize_id=ohm699&source=tnh\" width=\"100%\" height=\"150\"><\/iframe><\/section>\n<h2>Replication<\/h2>\n<p>In addition to random assignment, <strong>replication<\/strong> helps ensure that the results of an experiment are truly caused by the change in the factor of interest and not by other hidden factors or natural variation in data. Replication can be accomplished in two ways:<\/p>\n<ol>\n<li>Having multiple participants experience each treatment condition within one experiment<\/li>\n<li>Repeating the entire experiment with new participants<\/li>\n<\/ol>\n<p>Both approaches ensure results are consistent and not due to chance. For example, having 30 people in each group instead of 3 (within-experiment replication), or running the same experiment with multiple groups of participants (repeating the experiment).<\/p>\n<section class=\"textbox tryIt\"><iframe loading=\"lazy\" id=\"ohm700\" class=\"resizable\" src=\"https:\/\/ohm.one.lumenlearning.com\/multiembedq.php?id=700&theme=lumen&iframe_resize_id=ohm700&source=tnh\" width=\"100%\" height=\"150\"><\/iframe><\/section>\n<section>\n<section class=\"textbox keyTakeaway\" aria-label=\"Key Takeaway\">\n<div>\n<h3>essentials of experimental design<\/h3>\n<p>The key components of a well-designed experiment are: control, randomization, and replication.\u00a0<\/p>\n<\/div>\n<\/section>\n<\/section>\n","protected":false},"author":13,"menu_order":10,"template":"","meta":{"_candela_citation":"[]","pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"part":743,"module-header":"learn_it","content_attributions":[],"internal_book_links":[],"video_content":null,"cc_video_embed_content":{"cc_scripts":"","media_targets":[]},"try_it_collection":null,"_links":{"self":[{"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/pressbooks\/v2\/chapters\/753"}],"collection":[{"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/wp\/v2\/users\/13"}],"version-history":[{"count":13,"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/pressbooks\/v2\/chapters\/753\/revisions"}],"predecessor-version":[{"id":7054,"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/pressbooks\/v2\/chapters\/753\/revisions\/7054"}],"part":[{"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/pressbooks\/v2\/parts\/743"}],"metadata":[{"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/pressbooks\/v2\/chapters\/753\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/wp\/v2\/media?parent=753"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/pressbooks\/v2\/chapter-type?post=753"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/wp\/v2\/contributor?post=753"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/introstatstest\/wp-json\/wp\/v2\/license?post=753"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}