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Variable and attribute (research) - Wikipedia
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mw-list-item"><a href="https://ast.wikipedia.org/wiki/Variable_estad%C3%ADstica" title="Variable estadística – Asturian" lang="ast" hreflang="ast" data-title="Variable estadística" data-language-autonym="Asturianu" data-language-local-name="Asturian" class="interlanguage-link-target"><span>Asturianu</span></a></li><li class="interlanguage-link interwiki-ca mw-list-item"><a href="https://ca.wikipedia.org/wiki/Variable_estad%C3%ADstica" title="Variable estadística – Catalan" lang="ca" hreflang="ca" data-title="Variable estadística" data-language-autonym="Català" data-language-local-name="Catalan" class="interlanguage-link-target"><span>Català</span></a></li><li class="interlanguage-link interwiki-cs mw-list-item"><a href="https://cs.wikipedia.org/wiki/Znak_(statistika)" title="Znak (statistika) – Czech" lang="cs" hreflang="cs" data-title="Znak (statistika)" data-language-autonym="Čeština" data-language-local-name="Czech" class="interlanguage-link-target"><span>Čeština</span></a></li><li class="interlanguage-link interwiki-de mw-list-item"><a href="https://de.wikipedia.org/wiki/Statistische_Variable" title="Statistische Variable – German" lang="de" hreflang="de" data-title="Statistische Variable" data-language-autonym="Deutsch" data-language-local-name="German" class="interlanguage-link-target"><span>Deutsch</span></a></li><li class="interlanguage-link interwiki-el mw-list-item"><a href="https://el.wikipedia.org/wiki/%CE%9C%CE%B5%CF%84%CE%B1%CE%B2%CE%BB%CE%B7%CF%84%CE%AE_(%CE%AD%CF%81%CE%B5%CF%85%CE%BD%CE%B1)" title="Μεταβλητή (έρευνα) – Greek" lang="el" hreflang="el" data-title="Μεταβλητή (έρευνα)" data-language-autonym="Ελληνικά" data-language-local-name="Greek" class="interlanguage-link-target"><span>Ελληνικά</span></a></li><li class="interlanguage-link interwiki-es mw-list-item"><a href="https://es.wikipedia.org/wiki/Variable_estad%C3%ADstica" title="Variable estadística – Spanish" lang="es" hreflang="es" data-title="Variable estadística" data-language-autonym="Español" data-language-local-name="Spanish" class="interlanguage-link-target"><span>Español</span></a></li><li class="interlanguage-link interwiki-eu mw-list-item"><a href="https://eu.wikipedia.org/wiki/Aldagai_estatistiko" title="Aldagai estatistiko – Basque" lang="eu" hreflang="eu" data-title="Aldagai estatistiko" data-language-autonym="Euskara" data-language-local-name="Basque" class="interlanguage-link-target"><span>Euskara</span></a></li><li class="interlanguage-link interwiki-gl mw-list-item"><a href="https://gl.wikipedia.org/wiki/Variable_estat%C3%ADstica" title="Variable estatística – Galician" lang="gl" hreflang="gl" data-title="Variable estatística" data-language-autonym="Galego" data-language-local-name="Galician" class="interlanguage-link-target"><span>Galego</span></a></li><li class="interlanguage-link interwiki-ko mw-list-item"><a href="https://ko.wikipedia.org/wiki/%EB%B3%80%EC%9D%B8" title="변인 – Korean" lang="ko" hreflang="ko" data-title="변인" data-language-autonym="한국어" data-language-local-name="Korean" class="interlanguage-link-target"><span>한국어</span></a></li><li class="interlanguage-link interwiki-it mw-list-item"><a href="https://it.wikipedia.org/wiki/Variabile_(statistica)" title="Variabile (statistica) – Italian" lang="it" hreflang="it" data-title="Variabile (statistica)" data-language-autonym="Italiano" data-language-local-name="Italian" class="interlanguage-link-target"><span>Italiano</span></a></li><li class="interlanguage-link interwiki-he mw-list-item"><a href="https://he.wikipedia.org/wiki/%D7%9E%D7%A9%D7%AA%D7%A0%D7%94_(%D7%9E%D7%93%D7%A2)" title="משתנה (מדע) – Hebrew" lang="he" hreflang="he" data-title="משתנה (מדע)" data-language-autonym="עברית" data-language-local-name="Hebrew" class="interlanguage-link-target"><span>עברית</span></a></li><li class="interlanguage-link interwiki-hu mw-list-item"><a href="https://hu.wikipedia.org/wiki/Ism%C3%A9rv" title="Ismérv – Hungarian" lang="hu" hreflang="hu" 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</div> </div> <div id="bodyContent" class="vector-body" aria-labelledby="firstHeading" data-mw-ve-target-container> <div class="vector-body-before-content"> <div class="mw-indicators"> </div> <div id="siteSub" class="noprint">From Wikipedia, the free encyclopedia</div> </div> <div id="contentSub"><div id="mw-content-subtitle"></div></div> <div id="mw-content-text" class="mw-body-content"><div class="mw-content-ltr mw-parser-output" lang="en" dir="ltr"><div class="shortdescription nomobile noexcerpt noprint searchaux" style="display:none">Science and research term</div> <style data-mw-deduplicate="TemplateStyles:r1251242444">.mw-parser-output .ambox{border:1px solid #a2a9b1;border-left:10px solid #36c;background-color:#fbfbfb;box-sizing:border-box}.mw-parser-output .ambox+link+.ambox,.mw-parser-output .ambox+link+style+.ambox,.mw-parser-output .ambox+link+link+.ambox,.mw-parser-output .ambox+.mw-empty-elt+link+.ambox,.mw-parser-output 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class="mbox-text-span">This article <b>relies largely or entirely on a <a href="/wiki/Wikipedia:Articles_with_a_single_source" title="Wikipedia:Articles with a single source">single source</a></b>.<span class="hide-when-compact"> Relevant discussion may be found on the <a href="/wiki/Talk:Variable_and_attribute_(research)" title="Talk:Variable and attribute (research)">talk page</a>. Please help <a class="external text" href="https://en.wikipedia.org/w/index.php?title=Variable_and_attribute_(research)&action=edit">improve this article</a> by <a href="/wiki/Help:Referencing_for_beginners" title="Help:Referencing for beginners">introducing citations to additional sources</a>.<br /><small><span class="plainlinks"><i>Find sources:</i> <a rel="nofollow" class="external text" href="https://www.google.com/search?as_eq=wikipedia&q=%22Variable+and+attribute%22+research">"Variable and attribute" research</a> – <a rel="nofollow" class="external text" href="https://www.google.com/search?tbm=nws&q=%22Variable+and+attribute%22+research+-wikipedia&tbs=ar:1">news</a> <b>·</b> <a rel="nofollow" class="external text" href="https://www.google.com/search?&q=%22Variable+and+attribute%22+research&tbs=bkt:s&tbm=bks">newspapers</a> <b>·</b> <a rel="nofollow" class="external text" href="https://www.google.com/search?tbs=bks:1&q=%22Variable+and+attribute%22+research+-wikipedia">books</a> <b>·</b> <a rel="nofollow" class="external text" href="https://scholar.google.com/scholar?q=%22Variable+and+attribute%22+research">scholar</a> <b>·</b> <a rel="nofollow" class="external text" href="https://www.jstor.org/action/doBasicSearch?Query=%22Variable+and+attribute%22+research&acc=on&wc=on">JSTOR</a></span></small></span> <span class="date-container"><i>(<span class="date">January 2025</span>)</i></span></div></td></tr></tbody></table> <p>In <a href="/wiki/Science" title="Science">science</a> and <a href="/wiki/Research" title="Research">research</a>, an <b>attribute</b> is a quality of an object (person, thing, etc.).<sup id="cite_ref-babbie_1-0" class="reference"><a href="#cite_note-babbie-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> Attributes are closely related to variables. A <b>variable</b> is a <a href="/wiki/Logic" title="Logic">logical</a> set of attributes.<sup id="cite_ref-babbie_1-1" class="reference"><a href="#cite_note-babbie-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> Variables can "vary" – for example, be high or low.<sup id="cite_ref-babbie_1-2" class="reference"><a href="#cite_note-babbie-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> How high, or how low, is determined by the value of the attribute (and in fact, an attribute could be just the word "low" or "high").<sup id="cite_ref-babbie_1-3" class="reference"><a href="#cite_note-babbie-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> <i>(For example see: <a href="/wiki/Binary_option" title="Binary option">Binary option</a>)</i> </p><p>While an attribute is often intuitive, the <b>variable</b> is the <a href="/wiki/Operationalization" title="Operationalization">operationalized</a> way in which the attribute is represented for further <a href="/wiki/Data_processing" title="Data processing">data processing</a>. In data processing <a href="/wiki/Data" title="Data">data</a> are often represented by a combination of <i>items</i> (objects organized in rows), and multiple variables (organized in columns). </p><p>Values of each variable statistically "vary" (or are distributed) across the variable's domain. A domain is a set of all possible values that a variable is allowed to have. The values are ordered in a logical way and must be defined for each variable. Domains can be bigger or smaller. The smallest possible domains have those variables that can only have two values, also called <i>binary</i> (or dichotomous) variables. Bigger domains have <i>non-dichotomous</i> variables and the ones with a higher <a href="/wiki/Level_of_measurement" title="Level of measurement">level of measurement</a>. (See also <a href="/wiki/Domain_of_discourse" title="Domain of discourse">domain of discourse</a>.) </p><p>Semantically, greater precision can be obtained when considering an object's characteristics by distinguishing 'attributes' (characteristics that are attributed to an object) from '<a href="/wiki/Phenotypic_trait" title="Phenotypic trait">traits</a>' (characteristics that are inherent to the object). </p> <div class="mw-heading mw-heading2"><h2 id="Examples">Examples</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Variable_and_attribute_(research)&action=edit&section=1" title="Edit section: Examples"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p><a href="/wiki/Ageing" title="Ageing">Age</a> is an attribute that can be operationalized in many ways. It can be dichotomized so that only two values – "old" and "young" – are allowed for further data processing. In this case the attribute "age" is operationalized as a binary variable. If more than two values are possible and they can be ordered, the attribute is represented by ordinal variable, such as "young", "middle age", and "old". Next it can be made of rational values, such as 1, 2, 3.... 99.<sup id="cite_ref-babbie_1-4" class="reference"><a href="#cite_note-babbie-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> </p><p>The "social class" attribute can be operationalized in similar ways as age, including "lower", "middle" and "upper class" and each class could be differentiated between upper and lower, transforming thus changing the three attributes into six (see the <a href="/wiki/Social_class#William_Lloyd_Warner" title="Social class">model proposed by William Lloyd Warner</a>) or it could use different terminology (such as the <a href="/wiki/Working_class" title="Working class">working class</a> as in the <a href="/wiki/Social_class#Gilbert_.26_Kahl" title="Social class">model by Gilbert and Kahl</a>). </p> <div class="mw-heading mw-heading2"><h2 id="See_also">See also</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Variable_and_attribute_(research)&action=edit&section=2" title="Edit section: See also"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <ul><li><a href="/wiki/Qualitative_data" class="mw-redirect" title="Qualitative data">Qualitative data</a></li> <li><a href="/wiki/Quantitative_data" class="mw-redirect" title="Quantitative data">Quantitative data</a></li></ul> <div class="mw-heading mw-heading2"><h2 id="Notes">Notes</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Variable_and_attribute_(research)&action=edit&section=3" title="Edit section: Notes"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <style data-mw-deduplicate="TemplateStyles:r1239543626">.mw-parser-output .reflist{margin-bottom:0.5em;list-style-type:decimal}@media screen{.mw-parser-output .reflist{font-size:90%}}.mw-parser-output .reflist .references{font-size:100%;margin-bottom:0;list-style-type:inherit}.mw-parser-output .reflist-columns-2{column-width:30em}.mw-parser-output .reflist-columns-3{column-width:25em}.mw-parser-output .reflist-columns{margin-top:0.3em}.mw-parser-output .reflist-columns ol{margin-top:0}.mw-parser-output .reflist-columns li{page-break-inside:avoid;break-inside:avoid-column}.mw-parser-output .reflist-upper-alpha{list-style-type:upper-alpha}.mw-parser-output .reflist-upper-roman{list-style-type:upper-roman}.mw-parser-output .reflist-lower-alpha{list-style-type:lower-alpha}.mw-parser-output .reflist-lower-greek{list-style-type:lower-greek}.mw-parser-output .reflist-lower-roman{list-style-type:lower-roman}</style><div class="reflist"> <div class="mw-references-wrap"><ol class="references"> <li id="cite_note-babbie-1"><span class="mw-cite-backlink">^ <a href="#cite_ref-babbie_1-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-babbie_1-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-babbie_1-2"><sup><i><b>c</b></i></sup></a> <a href="#cite_ref-babbie_1-3"><sup><i><b>d</b></i></sup></a> <a href="#cite_ref-babbie_1-4"><sup><i><b>e</b></i></sup></a></span> <span class="reference-text"><a href="/wiki/Earl_R._Babbie" class="mw-redirect" title="Earl R. Babbie">Earl R. Babbie</a>, <i>The Practice of Social Research</i>, 12th edition, Wadsworth Publishing, 2009, <style data-mw-deduplicate="TemplateStyles:r1238218222">.mw-parser-output cite.citation{font-style:inherit;word-wrap:break-word}.mw-parser-output .citation q{quotes:"\"""\"""'""'"}.mw-parser-output .citation:target{background-color:rgba(0,127,255,0.133)}.mw-parser-output .id-lock-free.id-lock-free a{background:url("//upload.wikimedia.org/wikipedia/commons/6/65/Lock-green.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-limited.id-lock-limited a,.mw-parser-output .id-lock-registration.id-lock-registration a{background:url("//upload.wikimedia.org/wikipedia/commons/d/d6/Lock-gray-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-subscription.id-lock-subscription a{background:url("//upload.wikimedia.org/wikipedia/commons/a/aa/Lock-red-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .cs1-ws-icon a{background:url("//upload.wikimedia.org/wikipedia/commons/4/4c/Wikisource-logo.svg")right 0.1em center/12px no-repeat}body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-free a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-limited a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-registration a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-subscription a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .cs1-ws-icon a{background-size:contain;padding:0 1em 0 0}.mw-parser-output .cs1-code{color:inherit;background:inherit;border:none;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;color:var(--color-error,#d33)}.mw-parser-output .cs1-visible-error{color:var(--color-error,#d33)}.mw-parser-output .cs1-maint{display:none;color:#085;margin-left:0.3em}.mw-parser-output .cs1-kern-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right{padding-right:0.2em}.mw-parser-output .citation .mw-selflink{font-weight:inherit}@media screen{.mw-parser-output .cs1-format{font-size:95%}html.skin-theme-clientpref-night .mw-parser-output .cs1-maint{color:#18911f}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .cs1-maint{color:#18911f}}</style><a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a> <a href="/wiki/Special:BookSources/0-495-59841-0" title="Special:BookSources/0-495-59841-0">0-495-59841-0</a>, p. 14-18</span> </li> </ol></div></div> <!-- NewPP limit report Parsed by mw‐web.codfw.main‐7878cd4448‐46b64 Cached time: 20250211203455 Cache expiry: 2592000 Reduced expiry: false Complications: [vary‐revision‐sha1] CPU time usage: 0.161 seconds Real time usage: 0.255 seconds Preprocessor visited node count: 547/1000000 Post‐expand include size: 12293/2097152 bytes Template argument size: 625/2097152 bytes Highest expansion depth: 16/100 Expensive parser function count: 2/500 Unstrip recursion depth: 1/20 Unstrip post‐expand size: 6402/5000000 bytes Lua time usage: 0.094/10.000 seconds Lua memory usage: 2539729/52428800 bytes Number of Wikibase entities loaded: 1/400 --> <!-- Transclusion expansion time report (%,ms,calls,template) 100.00% 236.118 1 -total 40.69% 96.076 1 Template:Short_description 27.97% 66.036 1 Template:One_source 27.09% 63.959 2 Template:Pagetype 25.51% 60.230 1 Template:Ambox 21.78% 51.424 1 Template:Reflist 16.99% 40.112 1 Template:ISBN 13.75% 32.458 1 Template:Catalog_lookup_link 8.48% 20.017 1 Template:Authority_control 7.38% 17.436 4 Template:Main_other --> <!-- Saved in parser cache with key enwiki:pcache:30423282:|#|:idhash:canonical and timestamp 20250211203455 and revision id 1267960822. 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