{"id":2306,"date":"2025-02-17T14:14:53","date_gmt":"2025-02-17T14:14:53","guid":{"rendered":"https:\/\/www.ipec.org.uk\/?post_type=publication&#038;p=2306"},"modified":"2025-02-26T16:23:19","modified_gmt":"2025-02-26T16:23:19","slug":"extracting-insights-from-procurement-data","status":"publish","type":"publication","link":"https:\/\/staging.temper.digital\/ipec-microsite\/publication\/extracting-insights-from-procurement-data\/","title":{"rendered":"Extracting Insights from Procurement Data"},"content":{"rendered":"\n\n\n<section class=\"ipec-hero alignfull has-global-padding \">\n  <div class=\"ipec-hero__image\">\n    <img loading=\"lazy\" decoding=\"async\" width=\"1980\" height=\"1980\" src=\"https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/09\/ipec-hero-19.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/09\/ipec-hero-19.jpg 1980w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/09\/ipec-hero-19-300x300.jpg 300w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/09\/ipec-hero-19-1024x1024.jpg 1024w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/09\/ipec-hero-19-150x150.jpg 150w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/09\/ipec-hero-19-768x768.jpg 768w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/09\/ipec-hero-19-1536x1536.jpg 1536w\" sizes=\"auto, (max-width: 1980px) 100vw, 1980px\" \/>\n  <\/div>\n  <div class=\"ipec-hero__container is-layout-constrained\">\n    <div class=\"ipec-hero__content\">\n      <div class=\"breadcrumbs\">\n        <!-- Breadcrumb NavXT 7.4.1 -->\n<span property=\"itemListElement\" typeof=\"ListItem\"><a property=\"item\" typeof=\"WebPage\" title=\"Go to IPEC.\" href=\"https:\/\/staging.temper.digital\/ipec-microsite\" class=\"home\" aria-current=\"page\"><span property=\"name\">IPEC<\/span><\/a><meta property=\"position\" content=\"1\"><\/span>\n      <\/div>\n          <div class=\"ipec-hero__content-inner\">\n      <h1 class=\"ipec-hero__title\">Extracting Insights from Procurement Data <\/h1>\n            <p style=\"font-size: 16px;\">\n        A text mining approach for social housing retrofits in the West Midlands\n      <\/p>\n                <\/div>\n\n    \n\n    <\/div>\n  \n  <\/div>\n<\/section>\n\n\n<style>.kb-row-layout-id2306_21bad7-d2 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id2306_21bad7-d2 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id2306_21bad7-d2 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-lg, 4rem);row-gap:var(--global-kb-gap-lg, 4rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, calc(30% - ((var(--global-kb-gap-lg, 4rem) * 1 )\/2)))minmax(0, calc(70% - ((var(--global-kb-gap-lg, 4rem) * 1 )\/2)));}.kb-row-layout-id2306_21bad7-d2 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id2306_21bad7-d2 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);grid-template-columns:minmax(0, 1fr) minmax(0, 2fr);}}@media all and (max-width: 767px){.kb-row-layout-id2306_21bad7-d2 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id2306_21bad7-d2 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-right-golden kt-tab-layout-right-golden kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column2306_c31e7e-71 > .kt-inside-inner-col,.kadence-column2306_c31e7e-71 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column2306_c31e7e-71 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column2306_c31e7e-71 > .kt-inside-inner-col{flex-direction:column;}.kadence-column2306_c31e7e-71 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column2306_c31e7e-71 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column2306_c31e7e-71{position:relative;}@media all and (max-width: 1024px){.kadence-column2306_c31e7e-71 > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column2306_c31e7e-71 > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column2306_c31e7e-71\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id2306_672044-0a > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id2306_672044-0a > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id2306_672044-0a > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id2306_672044-0a{border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-right-radius:16px;border-bottom-left-radius:16px;overflow:clip;isolation:isolate;}.kb-row-layout-id2306_672044-0a > .kt-row-layout-overlay{border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-right-radius:16px;border-bottom-left-radius:16px;}.kb-row-layout-id2306_672044-0a{background-color:rgba(0,0,0,0.15);}.kb-row-layout-id2306_672044-0a > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id2306_672044-0a > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id2306_672044-0a > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id2306_672044-0a alignnone kt-row-has-bg wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column2306_b5745b-b0 > .kt-inside-inner-col{display:flex;}.kadence-column2306_b5745b-b0 > .kt-inside-inner-col,.kadence-column2306_b5745b-b0 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column2306_b5745b-b0 > .kt-inside-inner-col{row-gap:var(--global-kb-gap-sm, 1rem);column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column2306_b5745b-b0 > .kt-inside-inner-col{flex-direction:column;}.kadence-column2306_b5745b-b0 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column2306_b5745b-b0 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column2306_b5745b-b0{position:relative;}@media all and (max-width: 1024px){.kadence-column2306_b5745b-b0 > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column2306_b5745b-b0 > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column2306_b5745b-b0\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading has-medium-font-size\"><strong>Authors<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-2 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"443\" height=\"590\" src=\"https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2025\/02\/IMG_9488-1.jpg\" alt=\"\" class=\"wp-image-2307\" style=\"object-fit:cover;width:48px;height:48px\" srcset=\"https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2025\/02\/IMG_9488-1.jpg 443w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2025\/02\/IMG_9488-1-225x300.jpg 225w\" sizes=\"auto, (max-width: 443px) 100vw, 443px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-1 wp-block-group-is-layout-flex\">\n<p><strong>Annum Rafique<\/strong><br><em>City-REDI, University of Birmingham<\/em><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-4 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"2040\" height=\"2560\" src=\"https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/12\/Pei-Yu_Yuan_Headshot-scaled.jpg\" alt=\"\" class=\"wp-image-2107\" style=\"object-fit:cover;width:48px;height:48px\" srcset=\"https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/12\/Pei-Yu_Yuan_Headshot-scaled.jpg 2040w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/12\/Pei-Yu_Yuan_Headshot-239x300.jpg 239w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/12\/Pei-Yu_Yuan_Headshot-816x1024.jpg 816w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/12\/Pei-Yu_Yuan_Headshot-768x964.jpg 768w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/12\/Pei-Yu_Yuan_Headshot-1224x1536.jpg 1224w, https:\/\/cp-ipec.s3.amazonaws.com\/uploads\/2024\/12\/Pei-Yu_Yuan_Headshot-1632x2048.jpg 1632w\" sizes=\"auto, (max-width: 2040px) 100vw, 2040px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-3 wp-block-group-is-layout-flex\">\n<p><strong>Pei-Yu Yuan<\/strong><br><em>Alliance Manchester Business School<\/em><\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading is-style-default has-large-font-size\" style=\"margin-bottom:var(--wp--preset--spacing--40)\">Other publications<\/h2>\n\n\n\n<div>\n\n    <div class=\"publication-card-container\">\n        <div class=\"label-container\">\n            <p>Publication<\/p>\n        <\/div>\n        <div class=\"title\">\n            <h1>Mobilising the Power of Local Spending &#8211; East Birmingham Inclusive Growth Strategy<\/h1>\n        <\/div>\n        <div class=\"excerpt\">\n            <p>The city of Birmingham is using public procurement to address its socioeconomic challenges and make its local economy more equitable.<\/p>\n        <\/div>\n        <div class=\"download-button\">\n            <a href=\"https:\/\/staging.temper.digital\/ipec-microsite\/publication\/mobilising-the-power-of-local-spending-east-birmingham-inclusive-growth-strategy\/\">Read more<\/a>\n        <\/div>\n    <\/div>\n\n<\/div><\/div><\/div>\n\n\n<style>.kadence-column2306_394c2f-2a > .kt-inside-inner-col,.kadence-column2306_394c2f-2a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column2306_394c2f-2a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column2306_394c2f-2a > .kt-inside-inner-col{flex-direction:column;}.kadence-column2306_394c2f-2a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column2306_394c2f-2a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column2306_394c2f-2a{position:relative;}@media all and (max-width: 1024px){.kadence-column2306_394c2f-2a > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column2306_394c2f-2a > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column2306_394c2f-2a\"><div class=\"kt-inside-inner-col\">\n<p>Understanding trends in public sector spending, supplier engagement, and funding allocation effectiveness is crucial in building trust in the government. A comprehensive understanding of procurement contracts enhances accountability and provides actionable intelligence for policymakers and stakeholders, enabling them to assess the effectiveness of procurement strategies and monitor progress toward sustainability goals.<\/p>\n\n\n\n<p>&nbsp;This research brief explores the methodological approach of text mining and using it for procurement contract analysis. The approach focuses on keyword-based filtering and data extraction to identify relevant contracts, providing a practical approach for researchers, policymakers, and stakeholders without specialised expertise in natural language processing (NLP) or machine learning.<\/p>\n\n\n\n<p>Using the methodology, we analysed structured data from Tussell database for the year 2022, examining <strong><em>social housing retrofitting contracts in the West Midlands.<\/em><\/strong> To gain a deeper understanding of the procurement landscape in the West Midlands Combined Authority (WMCA) area, a subregion within the broader West Midlands, refer to the IPEC publication: <strong><em>\u201cRetrofitting Social Housing in the West Midlands Combined Authority (WMCA) Area\u201d.<\/em><\/strong> This report by Annum Rafique\u00a0(2025) provides valuable insights into procurement challenges, supply chain dynamics, and policy considerations specific to the region.<\/p>\n\n\n\n<p>Applying the text mining methodology to Tussell\u2019s procurement data provided several key insights:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"><strong>Single-Supplier Contracts:<\/strong> Most procurement contracts involved only one supplier, limiting multi-supplier collaborations.<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"><strong>Short-Term Contracts:<\/strong> The majority of contracts had a duration of one year or less, which is a challenge for long-term retrofitting projects.<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"><strong>Regional Supplier Distribution:<\/strong> Many contracts were awarded to suppliers outside the West Midlands, indicating potential gaps in local supplier capacity.<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"><strong>SME Participation:<\/strong> 65% of suppliers were SMEs, showing a positive trend toward engaging smaller firms in retrofitting projects.<\/li>\n<\/ul>\n\n\n\n<p>These findings provide a data-driven foundation for improving procurement strategies, enabling policymakers to extend contract durations, support regional supplier development, and enhance SME participation. The insights derived from this methodology support evidence-based decision-making and reinforce procurement as a strategic tool for driving innovation, economic resilience, and the transition to a low-carbon economy.<\/p>\n\n\n\n\n\n\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Understanding trends in public sector spending, supplier engagement, and funding allocation effectiveness is crucial in building trust in the government. A comprehensive understanding of procurement contracts enhances accountability and provides actionable intelligence for policymakers and stakeholders, enabling them to assess the effectiveness of procurement strategies and monitor progress toward sustainability goals.<\/p>\n","protected":false},"featured_media":1825,"comment_status":"open","ping_status":"closed","template":"publication-white.php","categories":[],"class_list":["post-2306","publication","type-publication","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Extracting Insights from Procurement Data - IPEC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/staging.temper.digital\/ipec-microsite\/publication\/extracting-insights-from-procurement-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Extracting Insights from Procurement Data - IPEC\" \/>\n<meta property=\"og:description\" content=\"Understanding trends in public sector spending, supplier engagement, and funding allocation effectiveness is crucial in building trust in the government. 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