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class="entry-title">How to: use sets in Heidi Plus for overlapping benchmark groups and departments</h1> <div class="post-meta-wrapper post-meta-single post-meta-single-top"> <ul class="post-meta"> <li class="post-author meta-wrapper"> <span class="meta-icon"> <span class="screen-reader-text">Post author</span> <svg class="svg-icon" aria-hidden="true" role="img" focusable="false" xmlns="http://www.w3.org/2000/svg" width="18" height="20" viewbox="0 0 18 20"><path fill="" d="M18,19 C18,19.5522847 17.5522847,20 17,20 C16.4477153,20 16,19.5522847 16,19 L16,17 C16,15.3431458 14.6568542,14 13,14 L5,14 C3.34314575,14 2,15.3431458 2,17 L2,19 C2,19.5522847 1.55228475,20 1,20 C0.44771525,20 0,19.5522847 0,19 L0,17 C0,14.2385763 2.23857625,12 5,12 L13,12 C15.7614237,12 18,14.2385763 18,17 L18,19 Z M9,10 C6.23857625,10 4,7.76142375 4,5 C4,2.23857625 6.23857625,0 9,0 C11.7614237,0 14,2.23857625 14,5 C14,7.76142375 11.7614237,10 9,10 Z M9,8 C10.6568542,8 12,6.65685425 12,5 C12,3.34314575 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<span class="meta-text"> <a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/2022/09/23/how-to-use-sets-in-heidi-plus-for-overlapping-benchmark-groups-and-departments/">September 23, 2022</a> </span> </li> <li class="post-comment-link meta-wrapper"> <span class="meta-icon"> <svg class="svg-icon" aria-hidden="true" role="img" focusable="false" xmlns="http://www.w3.org/2000/svg" width="19" height="19" viewbox="0 0 19 19"><path d="M9.43016863,13.2235931 C9.58624731,13.094699 9.7823475,13.0241935 9.98476849,13.0241935 L15.0564516,13.0241935 C15.8581553,13.0241935 16.5080645,12.3742843 16.5080645,11.5725806 L16.5080645,3.44354839 C16.5080645,2.64184472 15.8581553,1.99193548 15.0564516,1.99193548 L3.44354839,1.99193548 C2.64184472,1.99193548 1.99193548,2.64184472 1.99193548,3.44354839 L1.99193548,11.5725806 C1.99193548,12.3742843 2.64184472,13.0241935 3.44354839,13.0241935 L5.76612903,13.0241935 C6.24715123,13.0241935 6.63709677,13.4141391 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class="alignnone wp-image-3206 size-full" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Heidi-Plus-logo.png" alt="" width="711" height="321" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Heidi-Plus-logo.png 711w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Heidi-Plus-logo-300x135.png 300w" sizes="(max-width: 711px) 100vw, 711px"/></p> <p>In this post I’ll take a quick look at using Sets in Heidi Plus to solve some potentially tricky issues you might have in creating visualisations and reports where you have groups whose members overlap.</p> <p>It’s fairly straightforward to create non-overlapping groups in Heidi Plus, for example, if you want to create a new hierarchy of providers. If you right-click <strong>Provider short name</strong> in a workbook, you can add providers to groups using <strong>create > group</strong>:</p> <p><a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.34.14.png" target="_blank" rel="noopener"><img loading="lazy" class="aligncenter wp-image-3143 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.34.14-973x1024.png" alt="Screenshot of groups interface" width="580" height="610" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.34.14-973x1024.png 973w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.34.14-285x300.png 285w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.34.14-768x808.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.34.14.png 1000w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>The new groups are then available to use like any other dimension. Below I’ve used it as the dimension for showing average water consumption over time:<a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3159 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-1024x430.png" alt="Chart of water consumption by groups of providers" width="580" height="244" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-1024x430.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-300x126.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-768x322.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-1536x645.png 1536w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-2048x860.png 2048w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-1200x504.png 1200w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.34.24-1980x831.png 1980w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>However, what if we want to compare ourselves with all providers in the region, and all in the country?</p> <p>In this case the members of the groups are overlapping and so using the “Create Group” function won’t work for us.</p> <p>To do this we need to create Sets instead, and use calculated fields.</p> <p>To create Sets in Heidi Plus, start by creating a sheet with just the dimension we want to create Sets from. (You can actually use multiple dimensions in a set but let’s keep it simple for now!)</p> <p>Next, select all the members that belong in the set (you can use shift-click or control-click to do multiple selections). Then, right-click anywhere in the selection and choose <strong>Create Set </strong>from the context menu. Its found under the ‘linked circles’ icon:<a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-13.06.46.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3164 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-13.06.46-1024x297.png" alt="Screenshot of 'create set' option" width="580" height="168" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-13.06.46-1024x297.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-13.06.46-300x87.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-13.06.46-768x223.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-13.06.46.png 1110w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>By default this set will be named after the dimension, but you can right-click it in the fields list and rename it to something more useful. You can do this as many times as you need to create all the sets you need. Unlike Groups, each set is independent, so sets can contain the same members.</p> <p>The sets you create are shown along with the other dimensions in the field list.</p> <p>Below I’ve created three sets of overlapping providers – of dubious value admittedly, but hopefully you get the idea!</p> <p>I have a set of all the providers in England, one containing just Exeter and Plymouth, and one with all providers that start with the letter E. Exeter is present in all three sets, while Plymouth is in two of them.</p> <p><a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.43.40.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3147 size-full" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.43.40.png" alt="Screenshot showing sets listed in field list" width="650" height="700" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.43.40.png 650w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.43.40-279x300.png 279w" sizes="(max-width: 650px) 100vw, 650px"/></a></p> <p>We can use sets in calculated fields using the <strong>IN</strong> operator when we create the formula. We’re going to need to create a calculated field for each measure, for each set used in the view.</p> <p>To take a simple example, let’s show one of the EMR ratios. In this case, because the measure is a ratio, we want the average for the members of each set.</p> <p>The general formula for this is:</p> <pre>AVG(if [dimension] in [my_set] then [measure] else NULL end)</pre> <p>For the EMR example, for one of our sets it looks like this:<a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.58.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3160 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.58-1024x324.png" alt="Formula: AVG( if [Provider short name] in [Providers in England] then [Water consumption per student and staff FTE (total)] else null end )" width="580" height="184" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.58-1024x324.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.58-300x95.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.58-768x243.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.58-1200x380.png 1200w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.58.png 1232w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>We do the same again, for each set, so that we end up with three measures:<a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.33.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3161 size-full" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.33.png" alt="Tableau screenshot showing water consumption measures" width="558" height="220" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.33.png 558w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.33-300x118.png 300w" sizes="(max-width: 558px) 100vw, 558px"/></a></p> <p>Now we have our calculated fields, we can use them in a view. Because we’re using multiple measures rather than a dimension, we have to use the <strong>Measure Names</strong> dimension and <strong>Measure Values</strong> measure rather than select individual fields.</p> <p>First drag <strong>Measure Names</strong> to <strong>Filters</strong>, and select the measures you want to use.</p> <p>Next, double-click <strong>Measure Values</strong> to add it to the view.</p> <p>Finally, drag <strong>Measure Names</strong> to the <strong>colour</strong> mark.</p> <p>To make a more useful view, drag <strong>Academic Year Start</strong> to columns so you can get a nice line chart like so:</p> <p><a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3162 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00-1024x404.png" alt="Chart in tableau" width="580" height="229" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00-1024x404.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00-300x118.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00-768x303.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00-1536x606.png 1536w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00-1200x474.png 1200w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-23-at-12.31.00.png 1930w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>So we now have our measures for each of the overlapping provider groups. Job done!</p> <p>Because Heidi Plus has a limited space for the legend, we might want to rename those calculations to be a bit shorter, and the labelling isn’t great either, but hopefully this gives you an idea of how to build a chart with overlapping comparator groups.</p> <p>For example, you could use this approach to benchmark a provider against all in the same region, and against all providers, each as a line in the same chart.</p> <h2>Using the same approach for custom disciplines and faculties</h2> <p>We’ve seen how this works for comparison provider groups, but how about mapping subjects to local disciplines, departments or faculties? In this scenario, we may have local groups defined that span several JACS and CAH subjects with lots of overlaps.</p> <p>The approach is very similar, except instead of creating Sets for just one dimension, we’re going to create separate Sets for both CAH and JACS.</p> <p>We start the same way as before by creating views with the dimensions of interest, and building Sets from them. For this example I’m going to rather arbitrarily create “Faculty A” and “Faculty B” sets for various JACS subject areas and various CAH Level 1 subject groups. (I’ve grouped these into a folder to make them easier to find.)</p> <p><a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.59.53.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3151 size-full" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.59.53.png" alt="Screenshot showing Sets in field list" width="784" height="250" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.59.53.png 784w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.59.53-300x96.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-11.59.53-768x245.png 768w" sizes="(max-width: 784px) 100vw, 784px"/></a></p> <p>Once we have the sets defined, we need to create the calculated fields. To make things easier, we can create a generic “Subject” field that uses either CAH or JACS depending on the year:<img loading="lazy" class="alignnone wp-image-3152 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-12.01.20-e1663852717565-1024x508.png" alt="Screenshot of Tableau formula: If [CAH Level 1] != 'Not applicable' then [CAH Level 1] else [JACS subject area V3] end" width="580" height="288" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-12.01.20-e1663852717565-1024x508.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-12.01.20-e1663852717565-300x149.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-12.01.20-e1663852717565-768x381.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-22-at-12.01.20-e1663852717565.png 1057w" sizes="(max-width: 580px) 100vw, 580px"/></p> <p>We can use this new field in our calculations in a very similar way to how we did it before for EMR using IN:</p> <p><a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3167 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52-1024x378.png" alt="" width="580" height="214" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52-1024x378.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52-300x111.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52-768x283.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52-1536x566.png 1536w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52-1200x442.png 1200w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-19.56.52.png 1812w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>This time we’re creating measures for “Faculty of A” and “Faculty of B” based on whether a subject is in the first set of CAH/JACS subjects, or the second set.</p> <p>Note that as the formula above used unrounded data, we also need to wrap the SUM in a rounding function:</p> <p><img loading="lazy" class="alignnone wp-image-3169 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.09.53-1024x384.png" alt="" width="580" height="218" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.09.53-1024x384.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.09.53-300x113.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.09.53-768x288.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.09.53-1536x576.png 1536w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.09.53-1200x450.png 1200w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.09.53.png 1812w" sizes="(max-width: 580px) 100vw, 580px"/></p> <p>We can now use this to build a visualisation. (Note because this isn’t a ratio we’re using SUM instead of average to get the aggregate values.)<a href="http://web.archive.org/web/20220930130703/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35.png" target="_blank" rel="noopener"><img loading="lazy" class="alignnone wp-image-3171 size-large" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35-1024x547.png" alt="Tableau line chart with two lines over time, one for Faculty of A, one for Faculty of B," width="580" height="310" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35-1024x547.png 1024w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35-300x160.png 300w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35-768x410.png 768w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35-1536x820.png 1536w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35-1200x641.png 1200w, http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Screenshot-2022-09-24-at-20.16.35.png 1970w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>We also need to exercise some caution here with interpretation – because of the overlap we are double-counting any courses where the subjects are in both Faculty A and Faculty B!</p> <p>We can use a bit of logic to reduce this effect if we want to:</p> <pre>SUM( IF [Subject] IN [Faculty A] THEN IF [Subject] IN [Faculty B] THEN [Measure]/2 ELSE [Measure] END ELSE NULL END )</pre> <p>With this calculation, we’re splitting the overlapping categories by half. It’s a bit arbitrary, but does mean the totals will still add up correctly without any double counting. However, whether this split makes actual sense in your case is a matter of judgement. If the subject sets don’t actually overlap one another, it’s not an issue, but in that case you could just use Groups instead of Sets.</p> <p>If we were to use an average of ratios instead of sum of totals, the visible effect of doubling up is less pronounced, but is still present in the underlying calculations.</p> <p>Again, you need to consider how you’re taking this into account when interpreting the results. If for example, the overlap in subjects is between department and faculty, rather than between departments, then the double counting is implicit in the hierarchical relationship between the two, so isn’t misleading.</p> <h2>Summing up</h2> <p>You can use Sets in Tableau whenever you need to split data by dimensions with overlapping members. You can use this for custom benchmark groups, subject groupings, and any other dimensions you’re interested in. Take care though when it comes to double-counting – in some cases, like our first example with benchmarks, this isn’t a problem as this is quite clear from the intention behind the chart. In our second example, it could potentially be misleading!</p> <h3>Acknowledgements</h3> <p>A big thanks to Emma from LSBU who came to me with the original problem that prompted this blog post.</p> <p><strong>Author – Scott Wilson, Senior data and analytics developer, Jisc</strong></p> <p>You can also follow us on <a href="http://web.archive.org/web/20220930130703/https://twitter.com/JiscAnalytics" target="_blank" rel="noopener">Twitter</a> and <a href="http://web.archive.org/web/20220930130703/https://www.linkedin.com/showcase/jisc-data-analytics" target="_blank" rel="noopener">LinkedIn</a> to keep up to date with Jisc data analytics.</p> <p><img loading="lazy" class="alignnone size-full wp-image-3001" src="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/06/DA.png" alt="" width="1886" height="673" srcset="http://web.archive.org/web/20220930130703im_/https://analytics.jiscinvolve.org/wp/files/2022/06/DA.png 1886w, 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