{"id":38174,"date":"2025-09-30T20:08:11","date_gmt":"2025-09-30T14:38:11","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=38174"},"modified":"2026-02-02T12:30:23","modified_gmt":"2026-02-02T07:00:23","slug":"mro-master-data-statistics","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/mro-master-data-statistics\/","title":{"rendered":"Data-Driven MRO Insights 2026"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"38174\" class=\"elementor elementor-38174\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8baa8c e-flex e-con-boxed e-con e-parent\" data-id=\"a8baa8c\" 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-75cade7 elementor-widget elementor-widget-text-editor\" data-id=\"75cade7\" 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-start=\"289\" data-end=\"837\">Organizations across manufacturing, energy, utilities, chemicals, and production-intensive industries face mounting pressure to improve operational efficiency, reduce costs, and maintain supply chain reliability.<\/p>\n<p data-start=\"289\" data-end=\"837\">Yet, despite billions invested in ERP systems and digital transformation initiatives, many enterprises continue to struggle with data quality, MRO inefficiencies, and fragmented procurement processes.<\/p>\n<p data-start=\"839\" data-end=\"1201\">Structured MRO and operational data strategies are increasingly critical for reducing downtime, optimizing inventory, improving workforce productivity, and unlocking strategic procurement opportunities.\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-6f0d756 e-flex e-con-boxed e-con e-parent\" data-id=\"6f0d756\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0b99894 e-con-full e-flex e-con e-child\" data-id=\"0b99894\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-01939fb e-con-full e-flex e-con e-child\" data-id=\"01939fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ba95044 e-con-full e-flex e-con e-child\" data-id=\"ba95044\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-035de77 e-con-full e-flex e-con e-child\" data-id=\"035de77\" 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-6a987ba elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"6a987ba\" 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=\"60\" height=\"60\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png\" class=\"attachment-full size-full wp-image-34099\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png 60w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-12x12.png 12w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-48x48.png 48w\" sizes=\"(max-width: 60px) 100vw, 60px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-a30e899 e-con-full e-flex e-con e-child\" data-id=\"a30e899\" 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-cf48560 elementor-widget elementor-widget-heading\" data-id=\"cf48560\" 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<p class=\"elementor-heading-title elementor-size-default\">Maximizing ROI from MRO Data: Verdantis Research Data<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a01600 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6a01600\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-b6932e2 open-form-btn elementor-widget elementor-widget-heading\" data-id=\"b6932e2\" 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<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM4NDAxIiwidG9nZ2xlIjpmYWxzZX0%3D\">Download <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6698957 download-pdf-btn elementor-widget elementor-widget-heading\" data-id=\"6698957\" 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<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Verdantis-Solution-Brochure.pdf\">DOWNLOAD IS READY<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d19b8b elementor-widget elementor-widget-heading\" data-id=\"1d19b8b\" 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<p class=\"elementor-heading-title elementor-size-default\">Data-Driven MRO Optimization<\/p>\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-ba763b1 e-flex e-con-boxed e-con e-parent\" data-id=\"ba763b1\" 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-31e4509 elementor-widget elementor-widget-text-editor\" data-id=\"31e4509\" 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-start=\"990\" data-end=\"1202\">Effective management of MRO data is critical for operational continuity and cost efficiency. Dispersed and unstructured data often results in duplicate orders, stock-outs, and inefficient maintenance workflows.<\/p>\n<p data-start=\"1204\" data-end=\"1472\">Verdantis\u2019 research across hundreds of industrial organizations demonstrates that adopting structured MRO data practices can yield significant financial and operational improvements, including cost avoidance, optimized inventory, and enhanced procurement efficiency.<\/p>\n<p data-start=\"1474\" data-end=\"1795\">Traditional approaches have forced organizations to choose between reactive operations &#8211; which risk costly downtime &#8211; and preventive measures that may increase planned downtime and overhead. Modern, data-driven MRO practices provide a balanced approach, minimizing both operational disruptions and unnecessary expenditures.<\/p>\n<p data-start=\"1375\" data-end=\"1610\">In a recent 18-month study of nearly 1,900 senior executives across Mining, Oil &amp; Energy, Utilities, and Manufacturing sectors, Verdantis identified a billion-dollar efficiency gap in asset-intensive operations. Key findings include:<\/p>\n<ul data-start=\"1612\" data-end=\"1818\">\n<li data-start=\"1612\" data-end=\"1689\">\n<p data-start=\"1614\" data-end=\"1689\"><strong data-start=\"1614\" data-end=\"1621\">51%<\/strong> of respondents highlighted data-quality issues in MRO operations.<\/p>\n<\/li>\n<li data-start=\"1690\" data-end=\"1751\">\n<p data-start=\"1692\" data-end=\"1751\"><strong data-start=\"1692\" data-end=\"1699\">49%<\/strong> reported inconsistencies in supplier master data.<\/p>\n<\/li>\n<li data-start=\"1752\" data-end=\"1818\">\n<p data-start=\"1754\" data-end=\"1818\"><strong data-start=\"1754\" data-end=\"1761\">26%<\/strong> noted gaps in supply chain visibility and integration.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1820\" data-end=\"2243\">Nearly <strong data-start=\"1827\" data-end=\"1849\">60% of respondents<\/strong> agreed that clean, reliable data, systematically documented processes, and software systems are essential to drive operational improvements across maintenance management and operational excellence functions.\u00a0<\/p>\n<p data-start=\"1820\" data-end=\"2243\">Furthermore, <strong data-start=\"2071\" data-end=\"2105\">56% believe AI-powered systems<\/strong> can play a corrective role, with <strong data-start=\"2139\" data-end=\"2176\">51% specifically citing AI agents<\/strong> as impactful in rectifying production-related data inaccuracies.<\/p>\n<p data-start=\"2245\" data-end=\"2383\">These findings underscore the urgent need for structured data strategies to optimize maintenance, procurement, and inventory operations.<\/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-39d1ea7 elementor-widget elementor-widget-image\" data-id=\"39d1ea7\" 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=\"721\" height=\"480\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights.jpg\" class=\"attachment-large size-large wp-image-38188\" alt=\"MRO Data Management Insights\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights.jpg 721w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights-300x200.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights-18x12.jpg 18w\" sizes=\"(max-width: 721px) 100vw, 721px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72ea710 e-flex e-con-boxed e-con e-parent\" data-id=\"72ea710\" 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-0d1d34c elementor-widget elementor-widget-heading\" data-id=\"0d1d34c\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"report-purpose\">Report Purpose<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9d9d6f elementor-widget elementor-widget-text-editor\" data-id=\"a9d9d6f\" 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>Organizations across industries are under increasing pressure to manage costs, improve operational efficiency, and enhance supply chain reliability. MRO data, often dispersed across multiple systems and formats, is frequently a source of inefficiency rather than insight.<\/p><p>This report presents the findings of Verdantis\u2019 research initiative aimed at quantifying the impact of structured MRO data practices on cost avoidance, inventory management, maintenance efficiency, and procurement optimization. By providing evidence-based benchmarks, the report helps organizations understand how data governance, classification, and analytics-driven approaches contribute to measurable improvements in operational performance.<\/p><p>The report\u2019s primary objectives are:<\/p><ul><li>To establish industry benchmarks for MRO data-driven cost savings.<\/li><li>To highlight areas where improvements in data governance and accessibility yield the highest returns.<\/li><li>To support decision-making in digital transformation initiatives, ERP upgrades, and supply chain optimization.<\/li><li>To empower business and technical leaders with data-backed strategies for sustainable operational excellence.<\/li><\/ul>\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-a8f55bc elementor-widget elementor-widget-heading\" data-id=\"a8f55bc\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"survey-research-and-methodology\">Survey Research and Methodology<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d21b60 elementor-widget elementor-widget-text-editor\" data-id=\"1d21b60\" 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>The findings presented in this report are grounded in Verdantis\u2019 deep expertise, extensive industry experience, and validated data gathered through structured surveys and operational audits. Our research is informed by partnerships with <strong>over 100 satisfied clients and 1700+ industry experts<\/strong>, spanning diverse sectors such as manufacturing, energy, chemicals, utilities, food &amp; beverage, and more. Through years of experience implementing data-driven solutions, we have developed frameworks, patterns, and methodologies that consistently yield measurable operational and financial improvements.<\/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-3b98ac8 elementor-widget elementor-widget-text-editor\" data-id=\"3b98ac8\" 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>The findings presented in this report are based on a combination of structured surveys, interviews, and operational audits conducted with a diverse set of industrial organizations. Data collection methods included:<\/p><ul><li><strong>Client Surveys:<\/strong> Quantitative surveys distributed to maintenance, procurement, and operations teams across industries.<\/li><li><strong>Operational Audits:<\/strong> Review of inventory levels, downtime logs, and procurement records to identify inefficiencies.<\/li><li><strong>Interviews:<\/strong> Discussions with senior executives and technical leaders to understand challenges, practices, and data governance models.<\/li><li><strong>Benchmark Analysis:<\/strong> Cross-industry comparisons to validate trends and patterns observed in the data.<\/li><\/ul><p>All data was anonymized and aggregated to ensure confidentiality. The survey and audit instruments were reviewed by subject matter experts within Verdantis and validated through feedback from client advisory panels.<\/p><p><strong>Research Methods<\/strong><\/p><p>The research approach combined both qualitative and quantitative methodologies to ensure robustness and practical relevance:<\/p><ol><li><strong>Data Triangulation:<\/strong> Combining survey responses, audit data, and expert interviews to confirm findings and reduce bias.<\/li><li><strong>Scenario-Based Modeling:<\/strong> Applying variable input ranges (e.g., 5\u20137% hit rate, downtime costs) to simulate potential improvements under real-world operational conditions.<\/li><li><strong>Trend Analysis:<\/strong> Identifying patterns across multiple clients, industries, and regions to establish scalable benchmarks.<\/li><li><strong>Benchmarking:<\/strong> Comparing client-specific outcomes to industry averages and validated operational standards.<\/li><li><strong>Continuous Validation:<\/strong> Regular review of methodologies and results to ensure alignment with evolving industry needs and emerging technologies.<\/li><\/ol>\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-e0ef76c elementor-widget elementor-widget-heading\" data-id=\"e0ef76c\" 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<p class=\"elementor-heading-title elementor-size-default\">Demographics<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec3f0ca elementor-widget elementor-widget-text-editor\" data-id=\"ec3f0ca\" 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>The survey captured responses from a wide range of organizational roles, industries, and geographical regions to ensure the findings are representative and actionable.<\/p><p><strong>Geographic Distribution<\/strong><\/p><ul><li><p><strong>United States:<\/strong> 68%<\/p><\/li><li><p><strong>Europe:<\/strong> 15%<\/p><\/li><li><p><strong>Middle East &amp; Africa:<\/strong> 8%<\/p><\/li><li><p><strong>Asia-Pacific:<\/strong> 10%<\/p><\/li><\/ul><p><strong>Organizational Size<\/strong><\/p><ul><li><p>Less than $500 million revenue: 23%<\/p><\/li><li><p>$500 million \u2013 $1 billion: 19%<\/p><\/li><li><p>$1 billion \u2013 $5 billion: 24%<\/p><\/li><li><p>Over $5 billion: 33%<\/p><\/li><\/ul><p><strong>Length of Engagement<\/strong><\/p><ul><li><p>More than 5 years: 40%<\/p><\/li><li><p>2\u20135 years: 35%<\/p><\/li><li><p>Less than 2 years: 25%<\/p><\/li><\/ul><p><strong>Roles of Participants<\/strong><\/p><table width=\"380\"><tbody><tr><td width=\"235\"><p>Role<\/p><\/td><td width=\"145\"><p>Percentage<\/p><\/td><\/tr><tr><td><p>Asset Management<\/p><\/td><td><p>8.87%<\/p><\/td><\/tr><tr><td><p>Compliance &amp; Risk Management<\/p><\/td><td><p>9.92%<\/p><\/td><\/tr><tr><td><p>Data Governance \/ MDM<\/p><\/td><td><p>8.72%<\/p><\/td><\/tr><tr><td><p>Engineering<\/p><\/td><td><p>10.28%<\/p><\/td><\/tr><tr><td><p>IT \/ Digital Transformation<\/p><\/td><td><p>8.52%<\/p><\/td><\/tr><tr><td><p>Maintenance &amp; Operations<\/p><\/td><td><p>8.62%<\/p><\/td><\/tr><tr><td><p>Operations Excellence<\/p><\/td><td><p>7.82%<\/p><\/td><\/tr><tr><td><p>Other<\/p><\/td><td><p>9.07%<\/p><\/td><\/tr><tr><td><p>Procurement &amp; Sourcing<\/p><\/td><td><p>9.42%<\/p><\/td><\/tr><tr><td><p>Quality &amp; Assurance<\/p><\/td><td><p>9.12%<\/p><\/td><\/tr><tr><td><p>Supply Chain &amp; Logistics<\/p><\/td><td><p>9.62%<\/p><\/td><\/tr><\/tbody><\/table><p><strong>Industries Represented<\/strong><\/p><table width=\"340\"><tbody><tr><td width=\"170\"><p>Industry<\/p><\/td><td width=\"170\"><p>Percentage<\/p><\/td><\/tr><tr><td><p>Agriculture<\/p><\/td><td><p>5%<\/p><\/td><\/tr><tr><td><p>Automotive Ancillary<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Building Materials<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Chemical Manufacturing<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>FMCG<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Food &amp; Beverages<\/p><\/td><td><p>5%<\/p><\/td><\/tr><tr><td><p>Industrial Machinery<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Manufacturing<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Meat Processing<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Metal, Mining &amp; Minerals<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Oil, Gas &amp; Energy<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Other<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Paper, Plastic &amp; Packaging<\/p><\/td><td><p>7%<\/p><\/td><\/tr><tr><td><p>Pet Products<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Tires &amp; Rubber<\/p><\/td><td><p>5%<\/p><\/td><\/tr><tr><td><p>Utilities<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Wire &amp; Cable<\/p><\/td><td><p>6%<\/p><\/td><\/tr><\/tbody><\/table><p>The diversity of industries ensures that the findings are applicable across a broad spectrum of operational environments, supply chain models, and data maturity levels.<\/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-143c862 elementor-widget elementor-widget-heading\" data-id=\"143c862\" 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<p class=\"elementor-heading-title elementor-size-default\">Key Research Findings<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5aa7193 elementor-widget elementor-widget-text-editor\" data-id=\"5aa7193\" 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<ol><li><strong> Inventory Cost Avoidance &#8211; Reducing Waste and Improving Availability<\/strong><\/li><\/ol><p>Inventory mismanagement leads to unnecessary purchases and excess stock holding. Our research reveals:<\/p><ul><li><strong>Average annual MRO spend per organization:<\/strong> $750 million<\/li><li><strong>Duplicate purchases due to poor data accuracy:<\/strong> 5-7%<\/li><li><strong>One-time savings potential from inventory avoidance:<\/strong> <strong>$37.5M &#8211; $52.5M<\/strong><\/li><li><strong>Overhead savings in stores management:<\/strong> <strong>$3M &#8211; $6.3M annually<\/strong><\/li><\/ul><p><strong>Insights:<\/strong><br \/>Organizations that improved classification and visibility into existing stock reduced duplicate orders significantly. Improved inventory hit rates led to quicker sourcing from existing warehouses, lowering both costs and procurement time.<\/p><ol start=\"2\"><li><strong> Inventory Holding Cost Reduction &#8211; Optimizing On-Hand Stock<\/strong><\/li><\/ol><p>Excess inventory results in tied-up capital and storage costs. Our analysis shows:<\/p><ul><li><strong>Average inventory valuation:<\/strong> $1.5 billion<\/li><li><strong>Reduction opportunities:<\/strong> 5-7% of stock levels<\/li><li><strong>One-time reduction savings:<\/strong> <strong>$75M &#8211; $105M<\/strong><\/li><li><strong>Recurring overhead savings:<\/strong> <strong>$7.5M &#8211; $15.75M annually<\/strong><\/li><\/ul><p><strong>Insights:<\/strong><br \/>Better data-driven classification enabled organizations to retire obsolete parts, streamline reorder points, and shift toward demand-driven stocking strategies, reducing carrying costs without compromising service levels.<\/p><ol start=\"3\"><li><strong> Reduced Stock-Out Downtime &#8211; Enhancing Operational Continuity<\/strong><\/li><\/ol><p>Unplanned downtime is one of the largest hidden cost drivers in industrial operations. Our research uncovered:<\/p><ul><li><strong>Average stock-outs per year:<\/strong> 52<\/li><li><strong>Downtime per event:<\/strong> 1-2 hours<\/li><li><strong>Cost per hour of downtime:<\/strong> $50,000<\/li><li><strong>Annual downtime cost exposure:<\/strong> <strong>$26M &#8211; $52M<\/strong><\/li><li><strong>Downtime reduction potential:<\/strong> 25-50%<\/li><li><strong>Annual savings from reduced downtime:<\/strong> <strong>$6.5M &#8211; $26M<\/strong><\/li><\/ul><p><strong>Insights:<\/strong><br \/>Better data accuracy and classification helped maintenance teams predict stock-out risks and proactively address replenishment needs. Companies that invested in data-driven alerts and inventory visibility experienced lower downtime and improved equipment availability.<\/p><ol start=\"4\"><li><strong> Improved Materials-Related Personnel Productivity &#8211; Reducing Time Waste<\/strong><\/li><\/ol><p>Engineering and maintenance teams often lose valuable hours searching for parts or reconciling inaccurate data.<\/p><ul><li><strong>Labor time wasted annually:<\/strong> 1,200 &#8211; 2,000 hours<\/li><li><strong>Hourly labor cost:<\/strong> $70 &#8211; $85<\/li><li><strong>Productivity savings potential:<\/strong> <strong>$84K &#8211; $170K annually<\/strong><\/li><\/ul><p><strong>Insights:<\/strong><br \/>Organizations that adopted structured data workflows and centralized spare parts information systems reduced time spent on manual searches and reconciliations, leading to higher operational efficiency and workforce satisfaction.<\/p><ol start=\"5\"><li><strong> Strategic Sourcing &#8211; Unlocking Procurement Synergies<\/strong><\/li><\/ol><p>Procurement inefficiencies, especially around off-catalog purchases and unstructured demand aggregation, lead to higher costs and supplier mismanagement.<\/p><ul><li><strong>Influenceable off-catalog spend:<\/strong> 10-15%<\/li><li><strong>Improvement opportunities:<\/strong> 15-20% reduction<\/li><li><strong>Demand aggregation potential:<\/strong> 10-15%<\/li><li><strong>Savings from better sourcing:<\/strong> <strong>$22.5M &#8211; $45M annually<\/strong><\/li><\/ul><p><strong>Insights:<\/strong><br \/>With improved data governance and visibility, organizations aggregated demands, identified strategic sourcing opportunities, and reduced reliance on high-cost emergency purchases, thereby optimizing supplier negotiations and contracts.<\/p><p><strong>Consolidated Financial Impact<\/strong><\/p><table><thead><tr><td><p><strong>Area<\/strong><\/p><\/td><td><p><strong>Savings Type<\/strong><\/p><\/td><td><p><strong>Minimum Savings<\/strong><\/p><\/td><td><p><strong>Maximum Savings<\/strong><\/p><\/td><\/tr><\/thead><tbody><tr><td><p>Inventory Avoidance<\/p><\/td><td><p>One-Time<\/p><\/td><td><p>$37.5M<\/p><\/td><td><p>$52.5M<\/p><\/td><\/tr><tr><td><p>Inventory Overhead<\/p><\/td><td><p>Recurring<\/p><\/td><td><p>$3M<\/p><\/td><td><p>$6.3M<\/p><\/td><\/tr><tr><td><p>Inventory Reduction<\/p><\/td><td><p>One-Time<\/p><\/td><td><p>$75M<\/p><\/td><td><p>$105M<\/p><\/td><\/tr><tr><td><p>Inventory Holding<\/p><\/td><td><p>Recurring<\/p><\/td><td><p>$7.5M<\/p><\/td><td><p>$15.75M<\/p><\/td><\/tr><tr><td><p>Downtime<\/p><\/td><td><p>Recurring<\/p><\/td><td><p>$6.5M<\/p><\/td><td><p>$26M<\/p><\/td><\/tr><tr><td><p>Productivity<\/p><\/td><td><p>Recurring<\/p><\/td><td><p>$0.08M<\/p><\/td><td><p>$0.17M<\/p><\/td><\/tr><tr><td><p>Strategic Sourcing<\/p><\/td><td><p>Recurring<\/p><\/td><td><p>$22.5M<\/p><\/td><td><p>$45M<\/p><\/td><\/tr><tr><td><p><strong>Total Year 1 Savings<\/strong><\/p><\/td><td><p>Mixed<\/p><\/td><td><p><strong>$671M<\/strong><\/p><\/td><td><p><strong>$1.12B<\/strong><\/p><\/td><\/tr><\/tbody><\/table><p>\u00a0<\/p><p>In addition to inventory optimization, downtime reduction, and sourcing improvements, our research revealed several underlying challenges that organizations face in managing MRO operations. These challenges create significant cost, efficiency, and compliance risks &#8211; and highlight why structured, data-driven approaches are essential.<\/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-c97744a elementor-widget elementor-widget-heading\" data-id=\"c97744a\" 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<p class=\"elementor-heading-title elementor-size-default\">Leveraging Smart Technologies for MRO<\/p>\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-f05b4fc e-flex e-con-boxed e-con e-parent\" data-id=\"f05b4fc\" 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-e3466b8 elementor-widget elementor-widget-text-editor\" data-id=\"e3466b8\" 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-start=\"2434\" data-end=\"2561\">Structured MRO data strategies leverage technology and analytics to provide actionable, real-time insights across operations:<\/p><ul data-start=\"2563\" data-end=\"2739\"><li data-start=\"2563\" data-end=\"2617\"><p data-start=\"2565\" data-end=\"2617\">Inventory management platforms and analytics tools<\/p><\/li><li data-start=\"2618\" data-end=\"2652\"><p data-start=\"2620\" data-end=\"2652\">Maintenance management systems<\/p><\/li><li data-start=\"2653\" data-end=\"2691\"><p data-start=\"2655\" data-end=\"2691\">Procurement and sourcing platforms<\/p><\/li><li data-start=\"2692\" data-end=\"2739\"><p data-start=\"2694\" data-end=\"2739\">IoT sensors, telematics, and asset tracking<\/p><\/li><\/ul><p data-start=\"2741\" data-end=\"2846\">By transforming fragmented, manual processes into integrated, data-driven workflows, organizations can:<\/p><ul data-start=\"2848\" data-end=\"3085\"><li data-start=\"2848\" data-end=\"2903\"><p data-start=\"2850\" data-end=\"2903\">Predict stock-outs and proactively manage inventory<\/p><\/li><li data-start=\"2904\" data-end=\"2967\"><p data-start=\"2906\" data-end=\"2967\">Optimize maintenance schedules to reduce unplanned downtime<\/p><\/li><li data-start=\"2968\" data-end=\"3025\"><p data-start=\"2970\" data-end=\"3025\">Streamline procurement and identify off-catalog spend<\/p><\/li><li data-start=\"3026\" data-end=\"3085\"><p data-start=\"3028\" data-end=\"3085\">Enhance workforce productivity by centralizing MRO data<\/p><\/li><\/ul>\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-a2bc552 e-flex e-con-boxed e-con e-parent\" data-id=\"a2bc552\" 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-19723a5 elementor-widget elementor-widget-heading\" data-id=\"19723a5\" 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<p class=\"elementor-heading-title elementor-size-default\">Key Areas of Impact<\/p>\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-5baacda e-flex e-con-boxed e-con e-parent\" data-id=\"5baacda\" 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-d6d997a elementor-widget elementor-widget-text-editor\" data-id=\"d6d997a\" 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<h3 data-start=\"3118\" data-end=\"3193\" data-start=\"3118\" data-end=\"3193\" id=\"1-inventory-optimization-reducing-waste-and-improving-availability\"><strong><span style=\"color: #333333;\">1. Inventory Optimization &#8211; Reducing Waste and Improving Availability<\/span><\/strong><\/h3>\n<p data-start=\"3194\" data-end=\"3401\">Duplicate purchases and excess inventory tie up capital and increase costs. Verdantis research shows that improved classification and visibility can reduce duplicate orders and improve sourcing efficiency.<\/p>\n<h3 data-start=\"3403\" data-end=\"3465\" data-start=\"3403\" data-end=\"3465\" id=\"2-downtime-reduction-enhancing-operational-continuity\">2. Downtime Reduction &#8211; Enhancing Operational Continuity<\/h3>\n<p data-start=\"3466\" data-end=\"3570\">Unplanned downtime due to MRO inefficiencies remains a significant cost driver. Survey data indicates:<\/p>\n<ul data-start=\"3572\" data-end=\"3801\">\n<li data-start=\"3572\" data-end=\"3672\">\n<p data-start=\"3574\" data-end=\"3672\"><strong data-start=\"3574\" data-end=\"3599\">50.78% of respondents<\/strong> experience <strong data-start=\"3611\" data-end=\"3669\">25\u201350% or more downtime due to MRO data quality issues<\/strong>.<\/p>\n<\/li>\n<li data-start=\"3673\" data-end=\"3801\">\n<p data-start=\"3675\" data-end=\"3801\">Structured MRO data strategies enable predictive maintenance and proactive replenishment to minimize production disruptions.<\/p>\n<\/li>\n<\/ul>\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-eaf35d4 elementor-widget elementor-widget-image\" data-id=\"eaf35d4\" 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=\"687\" height=\"377\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas.jpg\" class=\"attachment-large size-large wp-image-38189\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas.jpg 687w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas-300x165.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas-18x10.jpg 18w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/>\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-3cb2e19 elementor-widget elementor-widget-text-editor\" data-id=\"3cb2e19\" 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<h3 data-start=\"3803\" data-end=\"3866\" data-start=\"3803\" data-end=\"3866\" id=\"3-supplier-and-procurement-data-reducing-risk-and-cost\">3. Supplier and Procurement Data &#8211; Reducing Risk and Cost<\/h3>\n<p data-start=\"3867\" data-end=\"3947\">Fragmented vendor data leads to cost overruns and supply chain inefficiencies:<\/p>\n<ul data-start=\"3949\" data-end=\"4124\">\n<li data-start=\"3949\" data-end=\"4032\">\n<p data-start=\"3951\" data-end=\"4032\"><strong data-start=\"3951\" data-end=\"3976\">49.17% of respondents<\/strong> frequently encounter supplier record inconsistencies.<\/p>\n<\/li>\n<li data-start=\"4033\" data-end=\"4124\">\n<p data-start=\"4035\" data-end=\"4124\"><strong data-start=\"4035\" data-end=\"4082\">26% report lack of supply chain integration<\/strong> as a barrier to operational efficiency.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4126\" data-end=\"4275\">Structured, validated supplier data allows organizations to consolidate demand, negotiate better contracts, and reduce emergency procurement costs.<\/p>\n<h3 data-start=\"4277\" data-end=\"4329\" data-start=\"4277\" data-end=\"4329\" id=\"4-workforce-productivity-streamlining-tasks\">4. Workforce Productivity &#8211; Streamlining Tasks<\/h3>\n<p data-start=\"4330\" data-end=\"4581\">Engineering and maintenance teams often waste hours reconciling inaccurate records or locating materials. Centralized MRO data reduces manual effort and enables faster decision-making, improving both operational efficiency and employee satisfaction.<\/p>\n<h3 data-start=\"4583\" data-end=\"4643\" data-start=\"4583\" data-end=\"4643\" id=\"5-ai-adoption-correcting-data-and-enabling-insights\">5. AI Adoption &#8211; Correcting Data and Enabling Insights<\/h3>\n<p data-start=\"4644\" data-end=\"4694\">Despite challenges, AI adoption is accelerating:<\/p>\n<ul data-start=\"4696\" data-end=\"4874\">\n<li data-start=\"4696\" data-end=\"4806\">\n<p data-start=\"4698\" data-end=\"4806\"><strong data-start=\"4698\" data-end=\"4720\">56% of respondents<\/strong> have either implemented AI or are piloting AI systems for operational improvements.<\/p>\n<\/li>\n<li data-start=\"4807\" data-end=\"4874\">\n<p data-start=\"4809\" data-end=\"4874\"><strong data-start=\"4809\" data-end=\"4835\">51% rely on clean data<\/strong> to drive AI-enabled decision-making.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4876\" data-end=\"5011\">AI-powered analytics and automation help correct data errors, identify anomalies, and optimize maintenance and procurement processes.<\/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-37c7710 e-con-full e-flex e-con e-child\" data-id=\"37c7710\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6f236d8 e-con-full e-flex e-con e-child\" data-id=\"6f236d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-89b2cba e-con-full e-flex e-con e-child\" data-id=\"89b2cba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-078645c e-con-full e-flex e-con e-child\" data-id=\"078645c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-eff234c e-con-full e-flex e-con e-child\" data-id=\"eff234c\" 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-b673aeb elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"b673aeb\" 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=\"60\" height=\"60\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png\" class=\"attachment-full size-full wp-image-34099\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png 60w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-12x12.png 12w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-48x48.png 48w\" sizes=\"(max-width: 60px) 100vw, 60px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-a1eef1f e-con-full e-flex e-con e-child\" data-id=\"a1eef1f\" 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-72b28cc elementor-widget elementor-widget-heading\" data-id=\"72b28cc\" 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<p class=\"elementor-heading-title elementor-size-default\">Maximizing ROI from MRO Data: Verdantis Research Data<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de33381 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"de33381\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-f80f98a open-form-btn elementor-widget elementor-widget-heading\" data-id=\"f80f98a\" 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<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM4NDAxIiwidG9nZ2xlIjpmYWxzZX0%3D\">Download <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-587df2f download-pdf-btn elementor-widget elementor-widget-heading\" data-id=\"587df2f\" 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<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Verdantis-Solution-Brochure.pdf\">DOWNLOAD IS READY<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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-097d9f5 e-flex e-con-boxed e-con e-parent\" data-id=\"097d9f5\" 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-a6b0658 elementor-widget elementor-widget-heading\" data-id=\"a6b0658\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"challenges-and-opportunities\">Challenges and Opportunities<\/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-ca04ee0 e-flex e-con-boxed e-con e-parent\" data-id=\"ca04ee0\" 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-e25e0ba elementor-widget elementor-widget-text-editor\" data-id=\"e25e0ba\" 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<h3 data-start=\"5051\" data-end=\"5074\" data-start=\"5051\" data-end=\"5074\" id=\"poor-data-quality\">Poor Data Quality<\/h3>\n<ul data-start=\"5075\" data-end=\"5313\">\n<li data-start=\"5075\" data-end=\"5159\">\n<p data-start=\"5077\" data-end=\"5159\"><strong data-start=\"5077\" data-end=\"5090\">Downtime:<\/strong> 50.78% experience serious MRO-related downtime due to data issues.<\/p>\n<\/li>\n<li data-start=\"5160\" data-end=\"5236\">\n<p data-start=\"5162\" data-end=\"5236\"><strong data-start=\"5162\" data-end=\"5183\">Supplier Records:<\/strong> 49.17% face frequent errors in vendor master data.<\/p>\n<\/li>\n<li data-start=\"5237\" data-end=\"5313\">\n<p data-start=\"5239\" data-end=\"5313\"><strong data-start=\"5239\" data-end=\"5267\">Supply Chain Visibility:<\/strong> 26% lack integrated data across operations.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"5315\" data-end=\"5337\" data-start=\"5315\" data-end=\"5337\" id=\"manual-processes\">Manual Processes<\/h3>\n<ul data-start=\"5338\" data-end=\"5490\">\n<li data-start=\"5338\" data-end=\"5428\">\n<p data-start=\"5340\" data-end=\"5428\">Over <strong data-start=\"5345\" data-end=\"5373\">60% of maintenance teams<\/strong> still rely on spreadsheets or paper for work orders.<\/p>\n<\/li>\n<li data-start=\"5429\" data-end=\"5490\">\n<p data-start=\"5431\" data-end=\"5490\">Manual tracking leads to delays, errors, and repeat work.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"5492\" data-end=\"5536\" data-start=\"5492\" data-end=\"5536\" id=\"ai-and-digital-transformation-barriers\">AI and Digital Transformation Barriers<\/h3>\n<ul data-start=\"5537\" data-end=\"5644\">\n<li data-start=\"5537\" data-end=\"5644\">\n<p data-start=\"5539\" data-end=\"5644\">Fragmented or unstructured data limits AI effectiveness despite widespread interest and pilot programs.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"5646\" data-end=\"5684\" data-start=\"5646\" data-end=\"5684\" id=\"operational-and-workforce-impact\">Operational and Workforce Impact<\/h3>\n<ul data-start=\"5685\" data-end=\"5871\">\n<li data-start=\"5685\" data-end=\"5759\">\n<p data-start=\"5687\" data-end=\"5759\">60% report improved efficiency when clean, structured data is applied.<\/p>\n<\/li>\n<li data-start=\"5760\" data-end=\"5871\">\n<p data-start=\"5762\" data-end=\"5871\">Poor data access frustrates 58% of technicians and engineers, negatively affecting productivity and morale.<\/p>\n<\/li>\n<\/ul>\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-3d446b6 elementor-widget elementor-widget-image\" data-id=\"3d446b6\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-1024x576.jpg\" class=\"attachment-large size-large wp-image-38230\" alt=\"MRO Operational Insights\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-1024x576.jpg 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-300x169.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-768x432.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-1536x864.jpg 1536w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-18x10.jpg 18w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1fe2240 e-flex e-con-boxed e-con e-parent\" data-id=\"1fe2240\" 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-9bffd7a elementor-widget elementor-widget-heading\" data-id=\"9bffd7a\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"strategic-benefits-of-data-driven-mro-strategies\">Strategic Benefits of Data-Driven MRO Strategies<\/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-5e45f52 e-flex e-con-boxed e-con e-parent\" data-id=\"5e45f52\" 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-e0d3ad7 elementor-widget elementor-widget-text-editor\" data-id=\"e0d3ad7\" 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<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"5936\" data-end=\"6729\"><thead data-start=\"5936\" data-end=\"5976\"><tr data-start=\"5936\" data-end=\"5976\"><th data-start=\"5936\" data-end=\"5943\" data-col-size=\"sm\">Area<\/th><th data-start=\"5943\" data-end=\"5956\" data-col-size=\"md\">Key Impact<\/th><th data-start=\"5956\" data-end=\"5976\" data-col-size=\"md\">Survey Insight<\/th><\/tr><\/thead><tbody data-start=\"6018\" data-end=\"6729\"><tr data-start=\"6018\" data-end=\"6156\"><td data-start=\"6018\" data-end=\"6043\" data-col-size=\"sm\">Inventory Optimization<\/td><td data-start=\"6043\" data-end=\"6087\" data-col-size=\"md\">Reduced duplicate orders and excess stock<\/td><td data-start=\"6087\" data-end=\"6156\" data-col-size=\"md\">51% cite MRO data issues; improved classification reduces waste<\/td><\/tr><tr data-start=\"6157\" data-end=\"6309\"><td data-start=\"6157\" data-end=\"6178\" data-col-size=\"sm\">Downtime Reduction<\/td><td data-start=\"6178\" data-end=\"6235\" data-col-size=\"md\">Lower unplanned downtime and higher asset availability<\/td><td data-start=\"6235\" data-end=\"6309\" data-col-size=\"md\">50.78% affected by poor MRO data; predictive systems reduce downtime<\/td><\/tr><tr data-start=\"6310\" data-end=\"6430\"><td data-start=\"6310\" data-end=\"6335\" data-col-size=\"sm\">Supplier Data Accuracy<\/td><td data-start=\"6335\" data-end=\"6378\" data-col-size=\"md\">Improved procurement and cost efficiency<\/td><td data-start=\"6378\" data-end=\"6430\" data-col-size=\"md\">49.17% frequently encounter vendor data errors<\/td><\/tr><tr data-start=\"6431\" data-end=\"6576\"><td data-start=\"6431\" data-end=\"6456\" data-col-size=\"sm\">Workforce Productivity<\/td><td data-start=\"6456\" data-end=\"6512\" data-col-size=\"md\">Streamlined operations, reduced manual reconciliation<\/td><td data-start=\"6512\" data-end=\"6576\" data-col-size=\"md\">58% technicians report frustration due to poor data access<\/td><\/tr><tr data-start=\"6577\" data-end=\"6729\"><td data-start=\"6577\" data-end=\"6591\" data-col-size=\"sm\">AI Adoption<\/td><td data-start=\"6591\" data-end=\"6644\" data-col-size=\"md\">Predictive insights, anomaly detection, automation<\/td><td data-start=\"6644\" data-end=\"6729\" data-col-size=\"md\">56% of respondents use AI in operations; 51% rely on clean data for AI efficacy<\/td><\/tr><\/tbody><\/table>\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-20e3918 e-flex e-con-boxed e-con e-parent\" data-id=\"20e3918\" 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-8335f69 elementor-widget elementor-widget-heading\" data-id=\"8335f69\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"workable-approach-to-solving-the-billion-dollar-efficiency-problem\">Workable Approach to Solving the Billion-Dollar Efficiency Problem<\/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-3c1514a e-flex e-con-boxed e-con e-parent\" data-id=\"3c1514a\" 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-80e3f64 elementor-widget elementor-widget-text-editor\" data-id=\"80e3f64\" 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-start=\"255\" data-end=\"489\">Implementing a structured MRO data strategy and driving operational improvements requires a pragmatic, stepwise approach that combines governance, technology, and organizational alignment. Verdantis recommends the following roadmap:<\/p><h3 data-start=\"491\" data-end=\"537\" data-start=\"491\" data-end=\"537\" id=\"1-assess-current-data-and-processesconduct-an-operational-audit-to-identify-mro-inventory-and-procurement-data-gaps-quantify-the-impact-of-duplicate-orders-stock-outs-and-downtime-on-costs-priori\">1. <strong data-start=\"498\" data-end=\"535\">Assess Current Data and Processes<\/strong><\/h3><ul data-start=\"538\" data-end=\"772\"><li data-start=\"538\" data-end=\"625\"><p data-start=\"540\" data-end=\"625\">Conduct an operational audit to identify MRO, inventory, and procurement data gaps.<\/p><\/li><li data-start=\"626\" data-end=\"705\"><p data-start=\"628\" data-end=\"705\">Quantify the impact of duplicate orders, stock-outs, and downtime on costs.<\/p><\/li><li data-start=\"706\" data-end=\"772\"><p data-start=\"708\" data-end=\"772\">Prioritize areas where clean data can deliver the highest ROI.<\/p><\/li><\/ul><h3 data-start=\"774\" data-end=\"818\">2. <strong data-start=\"781\" data-end=\"816\">Establish Governance Frameworks<\/strong><\/h3><ul data-start=\"819\" data-end=\"1050\"><li data-start=\"819\" data-end=\"893\"><p data-start=\"821\" data-end=\"893\">Standardize master data across MRO, supplier, and procurement records.<\/p><\/li><li data-start=\"894\" data-end=\"976\"><p data-start=\"896\" data-end=\"976\">Implement validation rules, classification systems, and stewardship protocols.<\/p><\/li><li data-start=\"977\" data-end=\"1050\"><p data-start=\"979\" data-end=\"1050\">Create a single source of truth for asset, material, and vendor data.<\/p><\/li><\/ul><h3 data-start=\"1052\" data-end=\"1098\">3. <strong data-start=\"1059\" data-end=\"1096\">Leverage Technology and Analytics<\/strong><\/h3><ul data-start=\"1099\" data-end=\"1340\"><li data-start=\"1099\" data-end=\"1168\"><p data-start=\"1101\" data-end=\"1168\">Deploy predictive inventory management and maintenance platforms.<\/p><\/li><li data-start=\"1169\" data-end=\"1257\"><p data-start=\"1171\" data-end=\"1257\">Integrate AI-enabled tools to detect anomalies, correct errors, and forecast demand.<\/p><\/li><li data-start=\"1258\" data-end=\"1340\"><p data-start=\"1260\" data-end=\"1340\">Use IoT sensors and smart asset tracking for real-time operational visibility.<\/p><\/li><\/ul><h3 data-start=\"1342\" data-end=\"1382\">4. <strong data-start=\"1349\" data-end=\"1380\">Pilot and Scale Initiatives<\/strong><\/h3><ul data-start=\"1383\" data-end=\"1681\"><li data-start=\"1383\" data-end=\"1499\"><p data-start=\"1385\" data-end=\"1499\">Begin with high-impact assets or facilities to test predictive maintenance and inventory optimization workflows.<\/p><\/li><li data-start=\"1500\" data-end=\"1607\"><p data-start=\"1502\" data-end=\"1607\">Monitor outcomes against KPIs such as downtime reduction, inventory hit rates, and procurement savings.<\/p><\/li><li data-start=\"1608\" data-end=\"1681\"><p data-start=\"1610\" data-end=\"1681\">Gradually expand successful pilots to all relevant operational areas.<\/p><\/li><\/ul><h3 data-start=\"1683\" data-end=\"1721\">5. <strong data-start=\"1690\" data-end=\"1719\">Enable Workforce Adoption<\/strong><\/h3><ul data-start=\"1722\" data-end=\"1940\"><li data-start=\"1722\" data-end=\"1789\"><p data-start=\"1724\" data-end=\"1789\">Provide teams with centralized access to MRO and supplier data.<\/p><\/li><li data-start=\"1790\" data-end=\"1849\"><p data-start=\"1792\" data-end=\"1849\">Reduce manual reconciliation and paper-based workflows.<\/p><\/li><li data-start=\"1850\" data-end=\"1940\"><p data-start=\"1852\" data-end=\"1940\">Train staff to leverage analytics dashboards and AI-driven alerts for decision-making.<\/p><\/li><\/ul><h3 data-start=\"1942\" data-end=\"1984\">6. <strong data-start=\"1949\" data-end=\"1982\">Measure, Iterate, and Improve<\/strong><\/h3><ul data-start=\"1985\" data-end=\"2304\"><li data-start=\"1985\" data-end=\"2095\"><p data-start=\"1987\" data-end=\"2095\">Establish continuous feedback loops integrating operational data with maintenance and procurement systems.<\/p><\/li><li data-start=\"2096\" data-end=\"2220\"><p data-start=\"2098\" data-end=\"2220\">Track both quantitative and qualitative benefits, including cost savings, downtime reduction, and employee satisfaction.<\/p><\/li><li data-start=\"2221\" data-end=\"2304\"><p data-start=\"2223\" data-end=\"2304\">Refine data governance, AI models, and operational workflows based on outcomes.<\/p><\/li><\/ul>\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-f79fdee e-flex e-con-boxed e-con e-parent\" data-id=\"f79fdee\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d0428be e-con-full e-flex e-con e-child\" data-id=\"d0428be\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5592d8e e-con-full e-flex e-con e-child\" data-id=\"5592d8e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-86666a0 e-con-full e-flex e-con e-child\" data-id=\"86666a0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-0aeefdb e-con-full e-flex e-con e-child\" data-id=\"0aeefdb\" 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-6145afd elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"6145afd\" 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=\"60\" height=\"60\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png\" class=\"attachment-full size-full wp-image-34099\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png 60w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-12x12.png 12w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-48x48.png 48w\" sizes=\"(max-width: 60px) 100vw, 60px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-9ca4a3e e-con-full e-flex e-con e-child\" data-id=\"9ca4a3e\" 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-c18ee47 elementor-widget elementor-widget-heading\" data-id=\"c18ee47\" 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<p class=\"elementor-heading-title elementor-size-default\">Maximizing ROI from MRO Data: Verdantis Research Data<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99d02b8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"99d02b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-0949cca open-form-btn elementor-widget elementor-widget-heading\" data-id=\"0949cca\" 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<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM4NDAxIiwidG9nZ2xlIjpmYWxzZX0%3D\">Download <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3c6224 download-pdf-btn elementor-widget elementor-widget-heading\" data-id=\"b3c6224\" 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<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Verdantis-Solution-Brochure.pdf\">DOWNLOAD IS READY<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Verdantis\u2019 research with 1,900 global operations leaders highlights MRO, inventory, and data-quality challenges, offering insights on leveraging structured data, AI, and process improvements to boost efficiency and reduce costs.<\/p>\n","protected":false},"author":6,"featured_media":40455,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[70],"tags":[309],"class_list":["post-38174","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-white-papers","tag-eam-mro"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/38174","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/comments?post=38174"}],"version-history":[{"count":2,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/38174\/revisions"}],"predecessor-version":[{"id":39883,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/38174\/revisions\/39883"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/media\/40455"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/media?parent=38174"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/categories?post=38174"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/tags?post=38174"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}