{"id":5215,"date":"2026-11-11T14:19:11","date_gmt":"2026-11-11T03:19:11","guid":{"rendered":"https:\/\/buenoanalytics.com\/?p=5215"},"modified":"2026-11-11T14:21:38","modified_gmt":"2026-11-11T03:21:38","slug":"data-driven-maintenance-in-hospitals","status":"publish","type":"post","link":"https:\/\/buenoanalytics.com\/uk\/data-driven-maintenance-in-hospitals\/","title":{"rendered":"Data Driven Maintenance in Hospitals: Improving Building Performance, Reliability and Energy Efficiency"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"5215\" class=\"elementor elementor-5215\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa403ea e-flex e-con-boxed e-con e-parent\" data-id=\"fa403ea\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f15a5de elementor-widget elementor-widget-text-editor\" data-id=\"f15a5de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data Driven Maintenance in hospitals (DDM) uses the operating data a hospital already collects to find developing faults earlier, explain their cause, rank them by importance and confirm the fix worked. It gives in-house engineering teams the evidence to plan their own work and brief their service providers, and it complements the building technology already in place rather than changing it. Hospitals don&#8217;t need more building data. They need better ways to turn the data they have into decisions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-421c34d e-con-full e-flex e-con e-child\" data-id=\"421c34d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28f77b2 elementor-widget elementor-widget-text-editor\" data-id=\"28f77b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #008000;\"><strong>Key facts<\/strong><\/span><\/p><ul><li>DDM supports hospital engineering teams. It does not replace them, and it does not control building systems automatically.<\/li><li>Hospitals typically run their own maintenance teams and hold light contracts with service providers, especially for mechanical services. DDM gives the in-house team the insight to plan the work and brief providers with evidence.<\/li><li>Bueno complements the technology a hospital already uses and does not change it. Existing building management system (BMS) platforms, meters and maintenance workflows stay in place.<\/li><li>Hospital data is usually spread across several BMS, plant controllers and meters, which makes it hard to see how the whole estate is performing.<\/li><li>The Queensland Audit Office reports $2.6 billion of overdue maintenance across the state&#8217;s hospital and health services, and a 2026 WA review found around three quarters of maintenance at two Perth metropolitan health services was reactive.<\/li><li>Heating, ventilation and air conditioning (HVAC) is typically the largest single energy use in a hospital, so even small efficiency gains matter, as long as clinical requirements are met first.<\/li><li>Data is analysed near real-time, every 5 minutes. The evidence DDM builds supports capital expenditure (CAPEX) planning, and realised savings can help fund planned works.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e63235c e-flex e-con-boxed e-con e-parent\" data-id=\"e63235c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d4bc3e elementor-widget elementor-widget-heading\" data-id=\"1d4bc3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why does fragmented building data make hospital maintenance harder?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fae5c7b elementor-widget elementor-widget-text-editor\" data-id=\"fae5c7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Because hospital data sits in many separate systems that were never designed to work together, so no single view shows how the whole hospital is performing. A typical estate has BMS across different buildings and campuses, HVAC controllers and central plant, energy meters and sub-meters, specialist equipment controllers and a computerised maintenance management system (CMMS), often from different eras and using different communication protocols.<\/p><p>Having more systems doesn&#8217;t produce a consolidated understanding. Engineering teams often have to check several platforms to work out why equipment is behaving abnormally or why energy use has risen. That creates six common problems:<\/p><ol><li>Limited visibility across the whole estate.<\/li><li>Difficulty seeing how different building systems affect each other.<\/li><li>A reliance on individual alarms rather than broader operating patterns.<\/li><li>Inconsistent maintenance prioritisation.<\/li><li>Difficulty benchmarking performance between buildings.<\/li><li>Limited ability to check whether a maintenance intervention actually worked.<\/li><\/ol><p>\u00a0<\/p><p>Before DDM can work, a hospital needs its existing operating data brought together in a consistent, usable form. An independent analytics layer does that by connecting alongside the existing BMS platforms and meters, rather than asking the hospital to replace any of them.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8c49813 e-flex e-con-boxed e-con e-parent\" data-id=\"8c49813\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d1984ce elementor-widget elementor-widget-image\" data-id=\"d1984ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/hospital-campus-data-pool-1024x683.jpg\" class=\"attachment-large size-large wp-image-5217\" alt=\"Data Driven Maintenance in Hospitals with fragmented data\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/hospital-campus-data-pool-1024x683.jpg 1024w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/hospital-campus-data-pool-300x200.jpg 300w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/hospital-campus-data-pool-768x512.jpg 768w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/hospital-campus-data-pool-1536x1024.jpg 1536w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/hospital-campus-data-pool-2048x1365.jpg 2048w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/hospital-campus-data-pool-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"Bueno Analytics\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08aca2f elementor-widget elementor-widget-heading\" data-id=\"08aca2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why aren't reactive and scheduled maintenance enough for hospitals?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63bf7c9 elementor-widget elementor-widget-text-editor\" data-id=\"63bf7c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Because each has a gap that matters in a building that can&#8217;t stop. Reactive maintenance finds problems after they cause disruption, and scheduled maintenance can miss faults that develop between visits or service equipment that doesn&#8217;t need it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ae96cce e-flex e-con-boxed e-con e-parent\" data-id=\"ae96cce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f6e3cf elementor-widget elementor-widget-html\" data-id=\"3f6e3cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.bd-scroll{overflow-x:auto;width:100%}\n.bd-cmp{width:100%;border-collapse:separate;border-spacing:0;background:#fff;border:1px solid #DAD5C6;border-radius:16px;overflow:hidden;font-family:Arial,Helvetica,sans-serif;font-size:16px;line-height:1.5;color:#232729;margin:0}\n.bd-cmp thead th{background:#05714D!important;color:#fff!important;text-align:left;font-family:'Onest',Arial,sans-serif;font-size:15px;font-weight:600;padding:14px 18px;border:0!important;text-transform:none;letter-spacing:0}\n.bd-cmp tbody td{padding:16px 18px;border:0!important;border-top:1px solid #DAD5C6!important;vertical-align:top;background:#fff;color:#232729}\n.bd-cmp tbody tr.hl td{background:#F0ECE1!important;font-weight:700}\n@media (max-width:767px){.bd-cmp{min-width:560px}}\n<\/style>\n<div class=\"bd-scroll\">\n<table class=\"bd-cmp\">\n  <thead>\n    <tr><th>Approach<\/th><th>How It Works<\/th><th>Limitation<\/th><\/tr>\n  <\/thead>\n  <tbody>\n    <tr><td><strong>Reactive Maintenance<\/strong><\/td><td>Repair equipment after a failure or fault is identified<\/td><td>Can lead to unplanned intervention and disruption<\/td><\/tr>\n    <tr><td><strong>Preventive Maintenance<\/strong><\/td><td>Service equipment on a fixed schedule<\/td><td>May mean unnecessary maintenance, or miss developing faults between inspections<\/td><\/tr>\n    <tr class=\"hl\"><td>Data Driven Maintenance<\/td><td>Use operating data and analytics to identify, diagnose and prioritise maintenance needs<\/td><td>Needs reliable data, analytics and an effective maintenance workflow<\/td><\/tr>\n  <\/tbody>\n<\/table>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6056ae1 elementor-widget elementor-widget-text-editor\" data-id=\"6056ae1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>This is under real scrutiny in Australian public hospitals. The <a href=\"https:\/\/www.qao.qld.gov.au\/reports-resources\/reports-parliament\/health-2025\" target=\"_blank\" rel=\"noopener\">Queensland Audit Office&#8217;s Health 2025 report<\/a> found hospital and health services reporting $2.6 billion of overdue asset maintenance and a 28.9% increase in maintenance needs. A WA review published in January 2026, <a href=\"https:\/\/mforum.com.au\/public-hospital-maintenance-underdeveloped-and-too-reactive\/\" target=\"_blank\" rel=\"noopener\">covered by Medical Forum<\/a>, described a reactive maintenance culture with limited data to inform decisions, and found around 75% of maintenance at the North Metropolitan Health Service and 77% at the East Metropolitan Health Service was reactive, compared with a Queensland target of 65% planned maintenance.<\/p><p>The important point is that DDM is about improving maintenance decisions, not just predicting when equipment will fail. It uses actual operating data to identify abnormal behaviour, understand developing faults, assess their impact and show maintenance teams where intervention is most valuable. It doesn&#8217;t remove the need for statutory inspections, preventive maintenance or engineering expertise.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2279b09 e-flex e-con-boxed e-con e-parent\" data-id=\"2279b09\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b85e63 elementor-widget elementor-widget-heading\" data-id=\"6b85e63\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How does DDM help hospital maintenance teams and their service providers?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66bd575 elementor-widget elementor-widget-text-editor\" data-id=\"66bd575\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>By giving the in-house team the evidence to plan the work and brief providers properly. Hospitals typically have their own maintenance teams, and contracts with service providers, especially for mechanical services, are often light. That leaves the hospital team to decide what needs attention and when.<\/p><p>DDM supports that role. It gives the maintenance team:<\/p><ul><li>A ranked list of faults, with the equipment affected, the likely cause and the urgency, so planning starts from evidence.<\/li><li>Related faults grouped together, so a provider&#8217;s limited time covers several issues in one visit.<\/li><li>A specific brief for each provider visit, rather than a general request to investigate.<\/li><li>A check after each visit, using the equipment&#8217;s own data, to confirm the fault is resolved.<\/li><\/ul><p>The hospital team stays in charge. Bueno finds, prioritises and recommends, and the hospital&#8217;s team or contractor makes every change.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ece039d elementor-widget elementor-widget-heading\" data-id=\"ece039d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How does Data Driven Maintenance in hospitals work?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc8ff09 elementor-widget elementor-widget-text-editor\" data-id=\"bc8ff09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It works as a continuous loop of five stages that takes a fault from first signs to a confirmed fix.<\/p><ol><li>Bring in data from BMS platforms, plant controllers, energy meters and sub-meters every 5 minutes, instead of occasional snapshots from site visits.<\/li><li>Analyse the data continuously, using hundreds of proven rules, pattern detection and machine learning, to find abnormal operating behaviour, developing faults and performance deviations, and their likely causes. This stage is fault detection and diagnostics (FDD).<\/li><li>Rank faults by cost, impact and urgency, and by how critical the equipment is, so teams know which matter most. Related faults can be grouped so one visit covers several issues.<\/li><li>Give engineering teams actionable insights to support investigation, maintenance planning and intervention through their existing maintenance workflows, including the briefs they give to service providers.<\/li><li>Analyse equipment behaviour after the work to confirm whether the issue is resolved and normal performance is restored.<\/li><\/ol><p>\u00a0<\/p><p>This differs from traditional alarm monitoring in four ways. An alarm can produce a large volume of information without explaining the underlying problem, where analytics can assess several operating parameters together. Data collected every 5 minutes gives near real-time visibility of changing equipment behaviour. Historical data establishes what normal looks like and reveals recurring problems. And engineering teams can focus on the faults that warrant investigation, rather than treating every alarm equally.<\/p><p>DDM supports engineering decisions. It does not replace hospital engineering teams, and it does not automatically control critical building infrastructure. Your team, or your contractor, makes every change.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d9b1bd e-flex e-con-boxed e-con e-parent\" data-id=\"4d9b1bd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f1e2f3 elementor-widget elementor-widget-image\" data-id=\"8f1e2f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/iStock-2268390766-1024x683.jpg\" class=\"attachment-large size-large wp-image-5218\" alt=\"Hvac Maintenance DDM Data Driven Maintenance\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/iStock-2268390766-1024x683.jpg 1024w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/iStock-2268390766-300x200.jpg 300w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/iStock-2268390766-768x512.jpg 768w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/iStock-2268390766-1536x1024.jpg 1536w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/iStock-2268390766-2048x1365.jpg 2048w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2026\/11\/iStock-2268390766-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"Bueno Analytics\" loading=\"lazy\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60d8a69 elementor-widget elementor-widget-heading\" data-id=\"60d8a69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How do hospitals adopt DDM without changing existing systems?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5ab4f4 elementor-widget elementor-widget-text-editor\" data-id=\"d5ab4f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>By connecting an analytics layer alongside what&#8217;s already there. Hospitals are critical infrastructure, so site teams are right to be cautious about new technology. Bueno complements the technology already in place and doesn&#8217;t change it: BMS platforms keep running the plant, and maintenance teams keep their CMMS and workflows.<\/p><p>Data Driven Maintenance in hospitals starts with a few practical steps, none of which replace existing infrastructure:<\/p><ul><li>Connecting to existing BMS platforms and equipment controllers.<\/li><li>Integrating energy meters and relevant sub-metering.<\/li><li>Establishing consistent data structures across different systems.<\/li><li>Checking data quality, availability and integrity.<\/li><li>Building equipment models and operating baselines.<\/li><li>Identifying and prioritising the first faults.<\/li><li>Feeding insights into existing engineering and maintenance workflows.<\/li><\/ul><p>A staged rollout works well. Facilities teams can establish value in an initial group of buildings or equipment types, then expand across the estate once the approach is proven. Adoption works best when site teams and contractors are involved from the start. Bueno&#8217;s <a href=\"https:\/\/buenoanalytics.com\/uk\/data-driven-maintenance-for-cre\/\">Data Driven Maintenance solution<\/a> and <a href=\"https:\/\/buenoanalytics.com\/uk\/energy-management\/\">Energy Management solution<\/a> cover this foundation, and the <a href=\"https:\/\/buenoanalytics.com\/uk\/industry\/healthcare-hospitals\/\">healthcare industry page<\/a> shows how it applies to hospitals.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8b82b3 elementor-widget elementor-widget-heading\" data-id=\"b8b82b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Where are the HVAC opportunities in a hospital?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-976a5f7 elementor-widget elementor-widget-text-editor\" data-id=\"976a5f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>HVAC is typically the largest single energy use in a hospital, so it&#8217;s where data driven optimisation has the most to offer. A <a href=\"https:\/\/www2.health.vic.gov.au\/planning-infrastructure\/energy-break-up-in-health-services\" target=\"_blank\" rel=\"noopener\">Victorian Department of Health sub-metering case study<\/a> of a large metropolitan Melbourne hospital found HVAC was the largest contributor, at 65 per cent of energy use and 47 per cent of carbon emissions. <a href=\"https:\/\/research-repository.griffith.edu.au\/server\/api\/core\/bitstreams\/4c3b6e7c-b198-4ca8-aa94-4a858a26752d\/content\" target=\"_blank\" rel=\"noopener\">Australian research<\/a> reports HVAC at 35 to 70% of hospital energy use depending on the site, so treat the share as specific to each hospital.<\/p><p>Hospital HVAC is also more demanding than HVAC in a conventional commercial building:<\/p><ul><li>Many areas operate continuously, including critical clinical environments.<\/li><li>Ventilation requirements vary significantly between departments.<\/li><li>Temperature and humidity requirements differ according to each space and its function.<\/li><li>Air pressure relationships and ventilation performance can be essential to infection prevention.<\/li><li>Central plant and air handling systems often serve multiple buildings and zones.<\/li><li>Demand and operating patterns vary considerably through the day.<\/li><\/ul><p>Within those constraints, analytics can help engineering teams:<\/p><ol><li>Identify inefficient air handling unit operation.<\/li><li>Detect simultaneous heating and cooling.<\/li><li>Identify unnecessary operating hours, where schedules permit.<\/li><li>Detect abnormal fan, pump and chiller performance.<\/li><li>Identify control conflicts and equipment operating outside expected parameters.<\/li><li>Monitor energy use and identify performance drift.<\/li><li>Verify whether HVAC maintenance and optimisation actions improved performance.<\/li><\/ol><p>\u00a0<\/p><p>In a Bueno hospital pilot, the opportunities identified included spaces being over cooled, pump control that could be improved, faulty mechanical valves, faults on major air handling units and chiller control improvements. The hospital&#8217;s own site team evaluated them and decided which to action.<\/p><p>The critical point is that hospital HVAC optimisation must happen within the required clinical, ventilation, temperature, humidity and pressure conditions. The aim is not to cut operating hours or airflow. It is to improve the efficiency and reliability of the systems while they keep delivering the performance the hospital requires. For more on how fault detection feeds optimisation, see Bueno&#8217;s Optimisation solution.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2160b9 elementor-widget elementor-widget-heading\" data-id=\"a2160b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How does DDM make capital planning easier and help fund the work?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0e95633 e-flex e-con-boxed e-con e-parent\" data-id=\"0e95633\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0359845 elementor-widget elementor-widget-text-editor\" data-id=\"0359845\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>By building a record of equipment condition, repeat faults and verified fixes, DDM gives hospital teams evidence for capital expenditure (CAPEX) decisions, and the savings it helps realise can be directed toward funding planned works.<\/p><ul><li>Repeat faults and declining performance show which assets are worth repairing and which are approaching replacement.<\/li><li>Verified fixes show which maintenance actually worked, so budgets go where they make a difference.<\/li><li>Realised energy savings from fixed faults can be redirected to the planned works the hospital has prioritised.<\/li><\/ul><p>Bueno&#8217;s Optimisation solution adds further evidence for capital planning across the whole building.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-09865d9 e-flex e-con-boxed e-con e-parent\" data-id=\"09865d9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f1fdc7b elementor-widget elementor-widget-heading\" data-id=\"f1fdc7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What outcomes can hospital engineering teams expect?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2761aa5 elementor-widget elementor-widget-text-editor\" data-id=\"2761aa5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data Driven Maintenance in hospitals delivers seven practical outcomes, each tied to a decision engineers already have to make.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-30268bf e-flex e-con-boxed e-con e-parent\" data-id=\"30268bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-33739a0 elementor-widget elementor-widget-html\" data-id=\"33739a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.bd-out-wrap{overflow-x:auto;width:100%}\n.bd-out{width:100%;border-collapse:separate;border-spacing:0;background:#fff;border:1px solid #DAD5C6;border-radius:16px;overflow:hidden;font-family:Arial,Helvetica,sans-serif;font-size:16px;line-height:1.5;color:#232729;margin:0}\n.bd-out thead th{background:#05714D!important;color:#fff!important;text-align:left;font-family:'Onest',Arial,sans-serif;font-size:15px;font-weight:600;padding:14px 18px;border:0!important;text-transform:none;letter-spacing:0}\n.bd-out tbody td{padding:16px 18px;border:0!important;border-top:1px solid #DAD5C6!important;vertical-align:top;background:#fff;color:#232729}\n.bd-out tbody td:first-child{width:34%;font-weight:700}\n@media (max-width:600px){.bd-out tbody td:first-child{width:42%}}\n<\/style>\n<div class=\"bd-out-wrap\">\n<table class=\"bd-out\">\n  <thead>\n    <tr><th>Outcome<\/th><th>Operational Benefit<\/th><\/tr>\n  <\/thead>\n  <tbody>\n    <tr><td>Earlier Fault Identification<\/td><td>More opportunity to investigate issues before they escalate<\/td><\/tr>\n    <tr><td>Better Maintenance Prioritisation<\/td><td>Engineering time goes to the higher impact problems<\/td><\/tr>\n    <tr><td>Better Planned Provider Visits<\/td><td>Providers receive specific briefs, and related faults are grouped into fewer visits<\/td><\/tr>\n    <tr><td>Fewer Repeat Faults<\/td><td>Recurring issues are identified and fixes are checked<\/td><\/tr>\n    <tr><td>Improved Equipment Performance<\/td><td>Inefficiencies and abnormal behaviour are found and addressed<\/td><\/tr>\n    <tr><td>Greater Energy Efficiency<\/td><td>Faults and operating issues that waste energy are identified<\/td><\/tr>\n    <tr><td>Evidence for Capital Planning<\/td><td>Equipment condition and verified fixes support CAPEX decisions<\/td><\/tr>\n  <\/tbody>\n<\/table>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b15d5c elementor-widget elementor-widget-text-editor\" data-id=\"8b15d5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Workforce matters here too. Hospitals are managing increasingly complex infrastructure with limited engineering resources. DDM helps existing teams use their time better by reducing manual investigation and giving them more useful information before they attend an asset.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9897335 elementor-widget elementor-widget-heading\" data-id=\"9897335\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What does DDM mean for hospital infrastructure?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78c0cf3 elementor-widget elementor-widget-text-editor\" data-id=\"78c0cf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It means more reliable infrastructure at a lower operating cost, without changing who makes the decisions. Hospitals have fragmented data and limited visibility across complex infrastructure. DDM turns that information into better maintenance and operational decisions, and HVAC is the biggest opportunity because of its energy intensity and continuous operation.<\/p><p>With rising operating costs, ageing assets and growing sustainability expectations, DDM improves how existing infrastructure is monitored, maintained and optimised, using operating data to help engineers make better informed decisions. For a closer look at how detection, action and verification fit together, see Bueno&#8217;s <a href=\"https:\/\/buenoanalytics.com\/uk\/fdd-vs-ddm-difference\/\">explainer on fault detection and diagnostics versus data driven maintenance<\/a>. Hospital engineers can also find professional guidance through the <a href=\"https:\/\/www.ihea.org.au\/\" target=\"_blank\" rel=\"noopener\">Institute of Healthcare Engineering Australia (IHEA)<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a782fc9 e-flex e-con-boxed e-con e-child\" data-id=\"a782fc9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b4faef3 elementor-view-stacked elementor-position-inline-start elementor-shape-rounded elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"b4faef3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"221\" height=\"261\" viewbox=\"0 0 221 261\" fill=\"none\"><path d=\"M220.24 166.04L173.31 119.11L126.33 72.12L79.3398 119.11L126.27 166.04L79.3398 212.97L126.33 259.95L173.31 212.97L220.24 166.04Z\" fill=\"#77E870\"><\/path><path d=\"M79.34 212.97H79.33V147.34V34.56L39.67 0L0 34.56V147.34V213.13L46.98 260.12H47H79.33H126.33V259.95L79.34 212.97Z\" fill=\"#05714D\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tWant to learn more?\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tContact Bueno to discuss how building analytics and Data Driven Maintenance can improve performance across your healthcare estate. See how Bueno works with healthcare and hospitals.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8c66eb elementor-widget elementor-widget-button\" data-id=\"b8c66eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/buenoanalytics.com\/uk\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact Bueno<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>How hospitals can use the data they already collect to find faults earlier, brief service providers, plan capital works and keep critical building systems running, without replacing existing technology.<\/p>","protected":false},"author":8,"featured_media":5216,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[252,137,163,126],"tags":[28,164,49,59,250,249,102,251],"segment":[],"class_list":["post-5215","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-healthcare","category-news-data-driven-maintenance-predictive-insights","category-fault-detection-diagnostics","category-news-nabers-rating-performance-analytics","tag-building-analytics","tag-data-driven-maintenance","tag-energy-efficiency","tag-fault-detection-and-diagnostics","tag-healthcare","tag-hospitals","tag-hvac","tag-maintenance-planning"],"_links":{"self":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/posts\/5215","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/comments?post=5215"}],"version-history":[{"count":0,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/posts\/5215\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/media\/5216"}],"wp:attachment":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/media?parent=5215"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/categories?post=5215"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/tags?post=5215"},{"taxonomy":"segment","embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/segment?post=5215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}