{"id":4212,"date":"2015-08-12T11:29:26","date_gmt":"2015-08-11T22:29:26","guid":{"rendered":"https:\/\/thesislink.aut.ac.nz\/?p=4212"},"modified":"2016-08-01T10:07:46","modified_gmt":"2016-07-31T21:07:46","slug":"diversity-week-diversity-in-sample-groups","status":"publish","type":"post","link":"https:\/\/thesislink.aut.ac.nz\/?p=4212","title":{"rendered":"Diversity Week: Diversity in sample groups"},"content":{"rendered":"<p>Obvious statement #1: Much research happens on university campuses.<\/p>\n<p>Obvious statement #2: University students represent a convenient source of human subjects for research purposes.<\/p>\n<p>Obvious statement #3: University student populations are not as diverse as human populations (they are likely to overrepresent 18-25 year olds, for instance)<\/p>\n<p>Result of obvious statements 1, 2, and 3: A lot of research is based on non-representative samples of university students.<\/p>\n<p>For projects that <em>aim <\/em>to find out about university students, that&#8217;s totally fine. But the tradition of sampling students can cause major biases and distortions when results are applied to a wider group.<\/p>\n<p>Take the field of psychology, for instance. A <a href=\"http:\/\/journals.cambridge.org\/action\/displayFulltext?type=6&amp;fid=7825834&amp;jid=BBS&amp;volumeId=33&amp;issueId=2-3&amp;aid=7825833&amp;fulltextType=RA&amp;fileId=S0140525X0999152X\">2010 review<\/a> published in <em>Behavioral and Brain Sciences<\/em> surveyed hundreds of studies published in notable psychology journals. The review found that 96% of research subjects in those studies were from industrialised Western nations. Most were North American, and most were university undergraduates. In fact, the authors found that &#8220;a randomly selected American undergraduate is more than 4,000 times more likely to be a research participant than is a randomly selected person from outside the West.&#8221; (Henrich et al., p.63).<\/p>\n<p>Think how often you see media reports based on research findings in psychology: those findings are often applied to\u00a0<em>people<\/em>, as a whole &#8211; but they are based overwhelmingly on data from American undergraduates. Clearly, non-representative sampling can lead to some pretty misleading results.<\/p>\n<p>So how can you create good, robust, samples of human participants?<\/p>\n<p>First, identify your target population. Are you trying to gain insights that relate to all 7 billion humans on the planet? Or are you interested in a subsection? Your target population might be very wide (all men, all children) somewhat specific (all track &amp; field athletes, all CEOs in Asia) or very specific (all Maori school vice-principals in the Otago region whose qualifications are in the sciences).<\/p>\n<p>Next, make sure your sample reflects the diversity within that target population.<\/p>\n<p>If you&#8217;re using random sampling (i.e. selecting participants at random), ensure that your sample size is large enough to allow for a diverse range of participants.<\/p>\n<p>If you&#8217;re using purposive sampling (i.e. selecting participants deliberately), it&#8217;s important to learn about your target population. Say you&#8217;re measuring the effectiveness of a particular social programme for adults with addiction issues in New Zealand. What is the spread of ages, socio-economic backgrounds, ethnicities, genders, sexual identities, and home regions within that population? (<a href=\"http:\/\/www.stats.govt.nz\/Census.aspx\">Census data<\/a> can be useful if you need to understand the NZ population as a whole.) Once you understand your target population, you can ensure that your sample reflects the diversity of your population as a whole.<\/p>\n<p>If your samples are representative of your target population, you&#8217;ll have much stronger results &#8211; and, major selling point for doctoral students, you&#8217;ll have a much easier time defending your methodology in your viva!<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Work cited:<\/strong><\/p>\n<p>Henrich, J. Heine, S.J., &amp; Norenzayan, A. (2010). The weirdest people in the world?. <em>Behavioral and Brain Sciences, 33(2-3), 61-83. <\/em> doi: 10.1017\/S0140525X0999152X<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Obvious statement #1: Much research happens on university campuses. Obvious statement #2: University students represent a convenient source of human subjects for research purposes. Obvious statement #3: University student populations [&hellip;]<\/p>\n","protected":false},"author":25632,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8],"tags":[36,98,99],"class_list":["post-4212","post","type-post","status-publish","format-standard","hentry","category-category-3","tag-diversity","tag-methodology","tag-sampling"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p83npQ-15W","_links":{"self":[{"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=\/wp\/v2\/posts\/4212","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=\/wp\/v2\/users\/25632"}],"replies":[{"embeddable":true,"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4212"}],"version-history":[{"count":7,"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=\/wp\/v2\/posts\/4212\/revisions"}],"predecessor-version":[{"id":4388,"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=\/wp\/v2\/posts\/4212\/revisions\/4388"}],"wp:attachment":[{"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4212"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4212"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thesislink.aut.ac.nz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4212"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}