{"id":2099,"date":"2025-09-03T09:31:47","date_gmt":"2025-09-03T08:31:47","guid":{"rendered":"https:\/\/blogs.manchester.ac.uk\/edi\/?p=2099"},"modified":"2025-09-03T09:31:47","modified_gmt":"2025-09-03T08:31:47","slug":"sami-karamalla-gaiballa-can-ai-help-analyse-student-diversity-open-data","status":"publish","type":"post","link":"https:\/\/blogs.manchester.ac.uk\/edi\/2025\/09\/03\/sami-karamalla-gaiballa-can-ai-help-analyse-student-diversity-open-data\/","title":{"rendered":"Sami Karamalla Gaiballa: Can AI Help Analyse Student Diversity Open Data?"},"content":{"rendered":"<p>[et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; fullwidth=&#8221;on&#8221; next_background_color=&#8221;#000000&#8243; global_module=&#8221;322&#8243;][et_pb_fullwidth_menu global_parent=&#8221;322&#8243; _builder_version=&#8221;3.0.106&#8243; menu_id=&#8221;7&#8243; submenu_direction=&#8221;downwards&#8221; fullwidth_menu=&#8221;off&#8221; background_layout=&#8221;dark&#8221; module_class=&#8221;main-navigation&#8221; \/][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; fullwidth=&#8221;off&#8221; specialty=&#8221;on&#8221; prev_background_color=&#8221;#000000&#8243; next_background_color=&#8221;#1d1d1d&#8221;][et_pb_column type=&#8221;2_3&#8243; specialty_columns=&#8221;2&#8243;][et_pb_row_inner locked=&#8221;off&#8221;][et_pb_column_inner type=&#8221;4_4&#8243; saved_specialty_column_type=&#8221;2_3&#8243;][et_pb_post_title _builder_version=&#8221;3.17.6&#8243; featured_placement=&#8221;above&#8221; locked=&#8221;on&#8221; parent_locked=&#8221;off&#8221; date_format=&#8221;j M Y&#8221; \/][et_pb_text _builder_version=&#8221;3.17.6&#8243; background_layout=&#8221;light&#8221; parent_locked=&#8221;off&#8221;]<\/p>\n<p>Disclaimer: work and ideas in the article are author\u2019s own however AI was used to edit the article.<\/p>\n<p><span style=\"text-decoration: underline\"><strong>Introduction<\/strong><\/span><\/p>\n<p>Accessing and understanding data in higher education (HE) can sometimes be a challenge: knowing whom to ask, where it\u2019s stored, or who is responsible. Thankfully, the HE sector benefits from several open data sources that anyone can use. With <a href=\"https:\/\/documents.manchester.ac.uk\/DocuInfo.aspx?DocID=75216\">September as Student Data Month on our diversity calendar<\/a>, let\u2019s explore how AI might help a non-expert gain insights into student diversity trends using these open resources.<\/p>\n<p><span style=\"text-decoration: underline\"><strong>Open Student Data<\/strong><\/span><\/p>\n<p>Open data, information freely available to all, has the power to shed light on the experiences of students from diverse backgrounds. For example:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.hesa.ac.uk\/data-and-analysis\/students\/whos-in-he\/characteristics\">The Higher Education Statistics Agency (HESA)\u2019s \u201cWho\u2019s Studying in HE?\u201d<\/a> covers student characteristics like ethnicity, gender, and socioeconomic status.<\/li>\n<li><a href=\"https:\/\/www.officeforstudents.org.uk\/data-and-analysis\/access-and-participation-data-dashboard\/data-dashboard\/\">The Access and Participation Data Dashboard<\/a> tracks student recruitment, progression, and attainment.<\/li>\n<li><a href=\"https:\/\/www.hesa.ac.uk\/news\/13-06-2024\/sb268-higher-education-graduate-outcomes-statistics\/activities\">HESA\u2019s Graduate Outcomes data<\/a> explores what graduates from various backgrounds do next.<\/li>\n<\/ul>\n<p>However, making sense of all this information can be overwhelming. That\u2019s why I decided to test an AI engine\u2014Microsoft Copilot 365 with GPT-5\u2014to see if it could help extract useful insights from some of these datasets. Let&#8217;s start with a short definition of AI.<\/p>\n<p><span style=\"text-decoration: underline\"><strong>What is AI?<\/strong><\/span><\/p>\n<p><a href=\"https:\/\/www.staffnet.manchester.ac.uk\/ai-hub\/guidelines\/\">The University of Manchester AI Guidelines\u00a0<\/a>describe AI as technology that allows machines to perform tasks typically requiring human intelligence, such as recognising speech or solving problems. Generative AI, like ChatGPT or Microsoft Copilot, can generate new content by training on large datasets. Yet, humans must oversee AI\u2019s work due to potential biases in underlying data and the risk of \u201challucinations\u201d\u2014when AI fabricates information.<\/p>\n<p><span style=\"text-decoration: underline\"><strong>Using AI with Student Data<\/strong><\/span><\/p>\n<p>For this example, I downloaded HESA\u2019s open data table (*) on student enrolments by provider and disability marker. I uploaded it to Copilot and prompted:<\/p>\n<p><em>I am a university employee interested challenges that disabled students might face in at university, but I do not have any data analytics background or experience. I would like to know:<\/em><\/p>\n<p><em>-Number of disabled students in the Higher Education sector<\/em><\/p>\n<p><em>-Proportion of disabled students in the Higher Education <\/em><\/p>\n<p><em>Could you provide me with that information based on this data, please?<\/em><\/p>\n<p>Copilot returned values and explained its calculations. I double-checked the answer to make sure that it is correct &#8211; something you should always do when working with AI:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2101 size-full\" src=\"https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/first-answer.png\" alt=\"Thanks for sharing the file\u2014here\u2019s the headline picture for the UK Higher Education (HE) sector from your dataset (Academic year 2023\/24): Your two answers (based on the file dt051-table-4.csv) Number of disabled students (sector\u2011wide): 514,310 students with a known disability (HESA \u201cdisability marker\u201d). 12 Proportion of disabled students (sector\u2011wide): 17.7% of all students. How calculated: 514,310 \u00f7 2,904,425 (total students) = 0.1771 \u2192 17.7%. 12 Notes for interpretation (plain English): Known disability is HESA\u2019s marker based on students\u2019 self\u2011reported information; it\u2019s the standard way HESA publishes disability statistics. HESA rounds headcounts to the nearest 5 to protect confidentiality, so you may see tiny \u201cdoesn\u2019t\u2011quite\u2011add\u2011up\u201d differences between parts and totals\u2014this is expected. 3 If you\u2019d like, I can also break this down by nation, provider, or show the trend since 2014\/15\u2014all of that is available in the same HESA table and easy to visualise. 2\" width=\"787\" height=\"478\" srcset=\"https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/first-answer.png 787w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/first-answer-300x182.png 300w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/first-answer-768x466.png 768w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/first-answer-150x91.png 150w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/first-answer-250x152.png 250w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/first-answer-350x213.png 350w\" sizes=\"(max-width: 787px) 100vw, 787px\" \/><\/p>\n<p>However, Copilot\u2019s claim that all data could be visualised by national breakdown was not strictly correct for this dataset beacuse that field was not there and it would require downloading additional data. This highlights the importance of human oversight.<\/p>\n<p>Next, I asked Copilot: <em>Could you create a bar chart with Top 10 institutions with the highest proportion of disabled students, please? <\/em>AI provided, a chart and methodology used. In addition, Copilot noted that small institutions could skew percentages, offering to filter by size of insitutions if we would like to:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2102\" src=\"https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image.png\" alt=\"&quot;Bar chart titled 'Top 10 HE providers by proportion of students with a known disability (2023\/24)'. The chart displays the proportion of students with a known disability for each provider, ranging from 0.0 to 1.0 on the x-axis. The top provider is Chicken Shed Theatre Company with 81.2% (65 out of 80 students), followed by Arts University Plymouth (46.7%), Norland College (45.6%), Luther King House Educational Trust (45.5%), Court Theatre Training Company Ltd (42.9%), Falmouth University (42.2%), The Royal Central School of Speech and Drama (40.9%), National Centre for Circus Arts (40.0%), Futureworks (39.8%), and Cliff College (39.1%).&quot;\" width=\"2053\" height=\"1162\" srcset=\"https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image.png 2053w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image-300x170.png 300w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image-768x435.png 768w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image-1024x580.png 1024w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image-150x85.png 150w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image-250x142.png 250w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image-350x198.png 350w, https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/generated_image-1080x611.png 1080w\" sizes=\"(max-width: 2053px) 100vw, 2053px\" \/><\/p>\n<p>However, AI also suggested filtering by public universities which is a field this dataset did not contain. This again emphasises the need for knowledgeable human guidance.<\/p>\n<p>You can keep the\u00a0 &#8220;conversation&#8221; by further prompting AI. At some point, we could move on from data and start asking questions such as what are the best practices in recruiting disabled students. Remember to always request references so that you can verify the information yourself.<\/p>\n<p><span style=\"text-decoration: underline\"><strong>Conclusion<\/strong><\/span><\/p>\n<p>AI can be a valuable partner in interpreting open student data, but it still requires human oversight and critical thinking to ensure accurate, meaningful analysis. Rembember to always perform a check on the AI output and, if you are a a student or staff at the University of Manchester, to use AI according with the <a href=\"https:\/\/www.staffnet.manchester.ac.uk\/ai-hub\/guidelines\/\">University&#8217;s guidance<\/a>.<\/p>\n<p>Sami Karamalla Gaiballa &#8211; EDI Partner and Lead Data Analyst in the Directorate of Equality, Diversity and Inclusion at the University of Manchester<\/p>\n<p>References:<\/p>\n<p>*HESA, Table 4 &#8211; HE student enrolments by HE provider and disability marker Academic years 2014\/15 to 2023\/24<a href=\"https:\/\/www.hesa.ac.uk\/data-and-analysis\/students\/table-4\">\u00a0, https:\/\/www.hesa.ac.uk\/data-and-analysis\/students\/table-4<\/a>\u00a0<\/p>\n<p>[\/et_pb_text][et_pb_post_nav _builder_version=&#8221;3.0.106&#8243; in_same_term=&#8221;off&#8221; show_prev=&#8221;on&#8221; show_next=&#8221;on&#8221; prev_text=&#8221;Previous&#8221; next_text=&#8221;Next&#8221; locked=&#8221;on&#8221; parent_locked=&#8221;off&#8221; 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--relposth-columns_m: 2\"><a href=\"https:\/\/blogs.manchester.ac.uk\/edi\/2024\/07\/01\/lauren-stella-200-years-of-edi-data-workshop-and-the-importance-of-representation-through-data\/\"class=\"relpost-block-single\" ><div class=\"relpost-custom-block-single\"><div class=\"relpost-block-single-image rpt-lazyload\" aria-label=\"Lauren Stella on the left; Sami Karamalla-Gaiballa on the right\" role=\"img\" data-bg=\"https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2024\/07\/Data-Blog-post-pic-150x150.png\" style=\"background: transparent no-repeat scroll 0% 0%; width: 150px; height: 150px; aspect-ratio: 1\/1;\"><\/div><div class=\"relpost-block-single-text\"  style=\"height: 75px;font-family: Arial;  font-size: 12px;  color: #333333;\"><h2 class=\"relpost_card_title\">Lauren Stella: 200 years of EDI Data Workshop and the Importance of Representation through Data<\/h2><\/div><\/div><\/a><a href=\"https:\/\/blogs.manchester.ac.uk\/edi\/2026\/01\/05\/sami-karamalla-gaiballa-why-our-values-need-edi-data-to-come-alive\/\"class=\"relpost-block-single\" ><div class=\"relpost-custom-block-single\"><div class=\"relpost-block-single-image rpt-lazyload\" aria-label=\"Sami Karamalla Gaiballa\" role=\"img\" data-bg=\"https:\/\/blogs.manchester.ac.uk\/edi\/wp-content\/uploads\/sites\/437\/2025\/09\/20231010_152232-e1756735574358-150x150.jpg\" style=\"background: transparent no-repeat scroll 0% 0%; width: 150px; height: 150px; aspect-ratio: 1\/1;\"><\/div><div class=\"relpost-block-single-text\"  style=\"height: 75px;font-family: Arial;  font-size: 12px;  color: #333333;\"><h2 class=\"relpost_card_title\">Sami Karamalla Gaiballa: Why Our Values Need EDI Data to Come Alive<\/h2><\/div><\/div><\/a><\/div><!-- close relpost-block-container --><div style=\"clear: both\"><\/div><\/div><!-- close filter class --><\/div><!-- close relpost-thumb-wrapper -->\n<p>[\/et_pb_text][\/et_pb_column_inner][\/et_pb_row_inner][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243;][et_pb_sidebar _builder_version=&#8221;3.0.106&#8243; area=&#8221;sidebar-1&#8243; orientation=&#8221;left&#8221; show_border=&#8221;off&#8221; background_layout=&#8221;light&#8221; locked=&#8221;on&#8221; \/][\/et_pb_column][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;Connect Title&#8221; custom_padding=&#8221;0px||0px|&#8221; _builder_version=&#8221;3.0.90&#8243; background_color=&#8221;#1d1d1d&#8221; 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global_parent=&#8221;380&#8243; parent_locked=&#8221;off&#8221; _builder_version=&#8221;3.17.6&#8243;]<\/p>\n<ul class=\"inlineList footer-socialIcons\"><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"https:\/\/www.facebook.com\/TheUniversityOfManchester\"><!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-facebook-50.png\" alt=\"Facebook page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"https:\/\/twitter.com\/OfficialUoM\"><!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-twitter-50.png\" alt=\"Twitter page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"http:\/\/www.youtube.com\/universitymanchester\"><!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-youtube-50.png\" alt=\"YouTube page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"https:\/\/instagram.com\/officialuom\/\"><!-- [et_pb_line_break_holder] --> <!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-instagram-50.svg\" alt=\"Instagram page for The University of Manchester\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><\/ul>\n<p>[\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>There are open data sources about diversity of students \u2013 can AI analyse them for you? Spoiler: It cannot do it all for you, but it can certainly help reveal some insights into student diversity. In this blog post, I explain how.<\/p>\n","protected":false},"author":6688,"featured_media":2105,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","_exactmetrics_skip_tracking":false,"footnotes":""},"categories":[18,16],"tags":[],"class_list":["post-2099","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-accessandparticipation","category-dataandresearch"],"_links":{"self":[{"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/posts\/2099","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/users\/6688"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/comments?post=2099"}],"version-history":[{"count":16,"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/posts\/2099\/revisions"}],"predecessor-version":[{"id":2118,"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/posts\/2099\/revisions\/2118"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/media\/2105"}],"wp:attachment":[{"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/media?parent=2099"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/categories?post=2099"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.manchester.ac.uk\/edi\/wp-json\/wp\/v2\/tags?post=2099"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}