{"id":1852,"date":"2023-04-14T15:15:16","date_gmt":"2023-04-14T15:15:16","guid":{"rendered":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/?post_type=chapter&#038;p=1852"},"modified":"2025-08-27T00:26:02","modified_gmt":"2025-08-27T00:26:02","slug":"sampling-and-experimentation-learn-it-5","status":"web-only","type":"chapter","link":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/chapter\/sampling-and-experimentation-learn-it-5\/","title":{"raw":"Sampling and Experimentation: Learn It 5","rendered":"Sampling and Experimentation: Learn It 5"},"content":{"raw":"<h2>Experiments<\/h2>\r\n<p>So far, we have primarily discussed <strong>observational studies<\/strong> \u2013 studies in which conclusions would be drawn from observations of a sample or the population. In some cases these observations might be unsolicited, such as studying the percentage of cars that turn right at a red light even when there is a \u201cno turn on red\u201d sign. In other cases the observations are solicited, like in a survey or a poll.<\/p>\r\n<p>In contrast, it is common to use <strong>experiments<\/strong> when exploring how subjects react to an outside influence. In an experiment, some kind of <strong>treatment<\/strong> is applied to the subjects and the results are measured and recorded.<\/p>\r\n<section class=\"textbox keyTakeaway\">\r\n<div>\r\n<h3>observational studies and experiments<\/h3>\r\n<ul>\r\n\t<li>An <strong>observational study<\/strong> is a study based on observations or measurements<\/li>\r\n\t<li>An <strong>experiment<\/strong> is a study in which the effects of a <strong>treatment<\/strong> are measured<\/li>\r\n<\/ul>\r\n<\/div>\r\n<\/section>\r\n<section class=\"textbox example\">Here are some examples of experiments: A pharmaceutical company tests a new medicine for treating Alzheimer\u2019s disease by administering the drug to [latex]50[\/latex] elderly patients with recent diagnoses. The treatment here is the new drug.\r\n<hr \/>\r\n<p>A gym tests out a new weight loss program by enlisting [latex]30[\/latex] volunteers to try out the program. The treatment here is the new program.<\/p>\r\n<hr \/>\r\n<p>You test a new kitchen cleaner by buying a bottle and cleaning your kitchen. The new cleaner is the treatment.<\/p>\r\n<hr \/>\r\n<p>A psychology researcher explores the effect of music on temperament by measuring people\u2019s temperament while listening to different types of music. The music is the treatment.<\/p>\r\n<\/section>\r\n<section class=\"textbox tryIt\">[ohm2_question hide_question_numbers=1]6914[\/ohm2_question]<\/section>\r\n<h2>Experimental and Control Groups<\/h2>\r\n<p class=\"student12ptnumberlist\" style=\"margin-left: 0in;\">An important aspect of all experiments is a comparison between one or more groups or levels of the factor of interest, called <b>treatments<\/b>. In a simple experimental design, one group receives the researcher\u2019s treatment and the other group does not. The group that receives the treatment is commonly called <strong>the experimental group<\/strong>. The group that does not receive the treatment is usually called <strong>the control group<\/strong>. The control group is usually kept under conditions that are considered typical or common for a given situation.<\/p>\r\n<center>\r\n[caption id=\"attachment_3597\" align=\"aligncenter\" width=\"801\"]<img class=\"wp-image-3597\" src=\"https:\/\/content-cdn.one.lumenlearning.com\/wp-content\/uploads\/sites\/10\/2022\/10\/05175646\/2.3LDiagram2.png\" alt=\"Diagram showing that the available test subjects are randomly split into two groups: control group and experimental group\" width=\"801\" height=\"506\" \/> Figure 1. A diagram defining a control group and an experimental group[\/caption]\r\n<\/center>\r\n<p>&nbsp;<\/p>\r\n<p class=\"student12ptnumberlist\" style=\"margin-left: 0in;\">It is important to remember that the only difference between the experimental and control groups is the researcher\u2019s manipulation of the factor of interest.<\/p>\r\n<section class=\"textbox tryIt\">[ohm2_question hide_question_numbers=1]698[\/ohm2_question]<\/section>","rendered":"<h2>Experiments<\/h2>\n<p>So far, we have primarily discussed <strong>observational studies<\/strong> \u2013 studies in which conclusions would be drawn from observations of a sample or the population. In some cases these observations might be unsolicited, such as studying the percentage of cars that turn right at a red light even when there is a \u201cno turn on red\u201d sign. In other cases the observations are solicited, like in a survey or a poll.<\/p>\n<p>In contrast, it is common to use <strong>experiments<\/strong> when exploring how subjects react to an outside influence. In an experiment, some kind of <strong>treatment<\/strong> is applied to the subjects and the results are measured and recorded.<\/p>\n<section class=\"textbox keyTakeaway\">\n<div>\n<h3>observational studies and experiments<\/h3>\n<ul>\n<li>An <strong>observational study<\/strong> is a study based on observations or measurements<\/li>\n<li>An <strong>experiment<\/strong> is a study in which the effects of a <strong>treatment<\/strong> are measured<\/li>\n<\/ul>\n<\/div>\n<\/section>\n<section class=\"textbox example\">Here are some examples of experiments: A pharmaceutical company tests a new medicine for treating Alzheimer\u2019s disease by administering the drug to [latex]50[\/latex] elderly patients with recent diagnoses. The treatment here is the new drug.<\/p>\n<hr \/>\n<p>A gym tests out a new weight loss program by enlisting [latex]30[\/latex] volunteers to try out the program. The treatment here is the new program.<\/p>\n<hr \/>\n<p>You test a new kitchen cleaner by buying a bottle and cleaning your kitchen. The new cleaner is the treatment.<\/p>\n<hr \/>\n<p>A psychology researcher explores the effect of music on temperament by measuring people\u2019s temperament while listening to different types of music. The music is the treatment.<\/p>\n<\/section>\n<section class=\"textbox tryIt\"><iframe loading=\"lazy\" id=\"ohm6914\" class=\"resizable\" src=\"https:\/\/ohm.one.lumenlearning.com\/multiembedq.php?id=6914&theme=lumen&iframe_resize_id=ohm6914&source=tnh\" width=\"100%\" height=\"150\"><\/iframe><\/section>\n<h2>Experimental and Control Groups<\/h2>\n<p class=\"student12ptnumberlist\" style=\"margin-left: 0in;\">An important aspect of all experiments is a comparison between one or more groups or levels of the factor of interest, called <b>treatments<\/b>. In a simple experimental design, one group receives the researcher\u2019s treatment and the other group does not. The group that receives the treatment is commonly called <strong>the experimental group<\/strong>. The group that does not receive the treatment is usually called <strong>the control group<\/strong>. The control group is usually kept under conditions that are considered typical or common for a given situation.<\/p>\n<div style=\"text-align: center;\">\n<figure id=\"attachment_3597\" aria-describedby=\"caption-attachment-3597\" style=\"width: 801px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3597\" src=\"https:\/\/content-cdn.one.lumenlearning.com\/wp-content\/uploads\/sites\/10\/2022\/10\/05175646\/2.3LDiagram2.png\" alt=\"Diagram showing that the available test subjects are randomly split into two groups: control group and experimental group\" width=\"801\" height=\"506\" \/><figcaption id=\"caption-attachment-3597\" class=\"wp-caption-text\">Figure 1. A diagram defining a control group and an experimental group<\/figcaption><\/figure>\n<\/div>\n<p>&nbsp;<\/p>\n<p class=\"student12ptnumberlist\" style=\"margin-left: 0in;\">It is important to remember that the only difference between the experimental and control groups is the researcher\u2019s manipulation of the factor of interest.<\/p>\n<section class=\"textbox tryIt\"><iframe loading=\"lazy\" id=\"ohm698\" class=\"resizable\" src=\"https:\/\/ohm.one.lumenlearning.com\/multiembedq.php?id=698&theme=lumen&iframe_resize_id=ohm698&source=tnh\" width=\"100%\" height=\"150\"><\/iframe><\/section>\n","protected":false},"author":15,"menu_order":14,"template":"","meta":{"_candela_citation":"[]","pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"part":86,"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\/quantitativereasoning\/wp-json\/pressbooks\/v2\/chapters\/1852"}],"collection":[{"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/wp\/v2\/users\/15"}],"version-history":[{"count":15,"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/pressbooks\/v2\/chapters\/1852\/revisions"}],"predecessor-version":[{"id":15731,"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/pressbooks\/v2\/chapters\/1852\/revisions\/15731"}],"part":[{"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/pressbooks\/v2\/parts\/86"}],"metadata":[{"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/pressbooks\/v2\/chapters\/1852\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/wp\/v2\/media?parent=1852"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/pressbooks\/v2\/chapter-type?post=1852"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/wp\/v2\/contributor?post=1852"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/content.one.lumenlearning.com\/quantitativereasoning\/wp-json\/wp\/v2\/license?post=1852"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}