{"id":163,"date":"2026-03-08T05:08:07","date_gmt":"2026-03-08T05:08:07","guid":{"rendered":"https:\/\/blog.premierss.com\/uncategorized\/big-data-analytics-circular-economy\/"},"modified":"2026-08-17T05:15:06","modified_gmt":"2026-08-17T05:15:06","slug":"big-data-analytics-circular-economy","status":"publish","type":"post","link":"https:\/\/premierss.com\/articles\/reverse-logistics-asset-management\/big-data-analytics-circular-economy\/","title":{"rendered":"How To Use Big Data Analytics for Circular Economy IT"},"content":{"rendered":"<p><em>Last updated: August 6, 2026<\/em><\/p>\n<h2 id=\"key-takeaways\">Key Takeaways for Data-Driven IT Asset Programs<\/h2>\n<ul>\n<li>Fragmented asset data and incomplete chain-of-custody records cause organizations to lose recoverable value in reverse-logistics operations.<\/li>\n<li>Predictive maintenance, AI-driven routing and automated grading convert raw sensor and intake data into disposition decisions that extend asset life and increase recovery revenue.<\/li>\n<li>Serial-level documentation aligned with NIST SP 800-88 Rev. 2, CMMC, R2v3 and Scope 3 emissions frameworks now functions as a procurement requirement for U.S. enterprise and public-sector programs.<\/li>\n<li>Organizations that consolidate repair, refurbishment and compliance reporting under a single lifecycle partner reduce misrouting, batch-certificate gaps and capacity-flex issues that cause missed SLAs and audit findings.<\/li>\n<li>Premier Logitech provides certified depot workflows, compliant reporting and national infrastructure that turn analytics outputs into measurable circular-economy results <a href=\"https:\/\/www.premierss.com\/get-started\/\" target=\"_blank\">through a unified lifecycle program<\/a>.<\/li>\n<\/ul>\n<h2>Why Closing the Theory-to-Execution Gap Matters Now<\/h2>\n<p><a href=\"https:\/\/itu.int\/en\/ITU-D\/Environment\/Pages\/Publications\/The-Global-E-waste-Monitor-2024.aspx\" target=\"_blank\" rel=\"noindex nofollow\">The Global E-Waste Monitor 2024 reports that 62 million tonnes of e-waste were generated globally in 2022, with only 22.3% properly collected and recycled<\/a>, leaving <a href=\"https:\/\/ewastemonitor.info\/the-global-e-waste-monitor-2024\/\" target=\"_blank\" rel=\"noindex nofollow\">billions of dollars worth of strategically valuable resources squandered annually from e-waste<\/a>. <a href=\"https:\/\/itu.int\/en\/ITU-D\/Environment\/Pages\/Publications\/The-Global-E-waste-Monitor-2024.aspx\" target=\"_blank\" rel=\"noindex nofollow\">Global e-waste generation is projected to reach 82 million tonnes by 2030<\/a>. For U.S. operations leaders, those figures represent capital that never returns to the balance sheet.<\/p>\n<figure style=\"text-align: center\"><img decoding=\"async\" src=\"https:\/\/cdn.aigrowthmarketer.co\/1785164369874-c40c70f67891.webp\" alt=\"Interior of a large warehouse with tall pallet racking and palletized inventory.\" style=\"max-height: 500px\" loading=\"lazy\"><figcaption><em>IT asset management starts with control. Racked, bar-coded inventory across secure DFW facilities gives full device traceability \u2014 receiving to retirement \u2014 under ISO, NIST, and SOC 2 processes.<\/em><\/figcaption><\/figure>\n<p>Several terms anchor the operational discussion that follows.<\/p>\n<ul>\n<li><strong>RMA (Return Merchandise Authorization):<\/strong> The formal process initiating a product return from an end user or channel partner.<\/li>\n<li><strong>Depot repair L1\u2013L4:<\/strong> A tiered repair taxonomy ranging from basic diagnostics and software resets (L1) through board-level and component repair (L4).<\/li>\n<li><strong>ITAD (IT Asset Disposition):<\/strong> The structured process of retiring, sanitizing and recovering value from end-of-life IT assets.<\/li>\n<li><strong>Asset tagging and serialization:<\/strong> Assigning unique identifiers to each device to enable serial-level tracking across the lifecycle.<\/li>\n<li><strong>Kitting:<\/strong> Assembling multiple components into a single deployable unit per a bill of materials.<\/li>\n<li><strong>Forward vs. reverse logistics:<\/strong> Forward logistics moves product from manufacturer to end user, while reverse logistics returns it for repair, refurbishment or disposition.<\/li>\n<\/ul>\n<p>U.S. regulatory expectations now converge on circular IT operations. NIST SP 800-88 Rev. 2 provides guidelines for media sanitization and sets documentation expectations. CMMC 2.0 Level 2 assessments reference the same standard, aligning defense requirements with broader federal practice. R2v3 certification verifies downstream materials handling and chain-of-custody. <a href=\"https:\/\/kpmg.com\/us\/en\/frv\/reference-library\/2026\/guide-california-climate-laws.html\" target=\"_blank\" rel=\"noindex nofollow\">California SB 253 requires companies with over $1 billion in annual revenue doing business in California to disclose Scope 1, 2 and 3 greenhouse gas emissions, with initial reporting of Scope 1 and 2 due in 2026<\/a>, which turns auditable per-engagement emissions data from ITAD vendors into a procurement requirement.<\/p>\n<h2>Step 1: Instrument Assets for Predictive Maintenance Decisions<\/h2>\n<p><strong>Inputs:<\/strong> Embedded sensors, baseboard management controllers, smart PDUs and IoT devices that capture temperature, power draw, vibration and error rates.<\/p>\n<p><strong>Outputs:<\/strong> Remaining useful life estimates, anomaly alerts and lifecycle-stage tags that trigger repair or refurbishment workflows before failure occurs.<\/p>\n<p><a href=\"https:\/\/ombrulla.com\/insights\/sustainable-asset-management-predictive-maintenance\" target=\"_blank\" rel=\"noindex nofollow\">The Ombrulla AI Research Group&#8217;s June 2026 paper on sustainable asset management describes a lifecycle analytics stack that combines IoT sensor streams, failure histories, health-index models and RUL models to support decisions across design, operation and end-of-life phases<\/a>. <a href=\"https:\/\/inferensys.com\/use-cases\/circular-it-sustainable-compute-and-green-ai\/circular-it-asset-lifecycle-management\" target=\"_blank\" rel=\"noindex nofollow\">Enterprises using AI-driven circular IT asset management extend asset useful life through timely predictive interventions and recover a portion of original capital cost through automated resale and parts harvesting<\/a>.<\/p>\n<p><strong>Trade-offs:<\/strong> Sensor deployment requires upfront capital and integration with existing ITAM or DCIM platforms. Cross-team coordination between IT operations, procurement and depot repair teams ensures that teams act on alerts before assets enter the return stream in a degraded state.<\/p>\n<p>When assets arrive at Premier Logitech&#8217;s depot with sensor history attached, L1\u2013L4 technicians can prioritize repair scope immediately rather than performing full diagnostics from scratch. That approach compresses turnaround time and preserves more recoverable value.<\/p>\n<figure style=\"text-align: center\"><img decoding=\"async\" src=\"https:\/\/cdn.aigrowthmarketer.co\/1785164426869-3c648bd95707.webp\" alt=\"Rows of circuit boards seated in a test rack under bright light.\" style=\"max-height: 500px\" loading=\"lazy\"><figcaption><em>ASC-authorized depot repair at scale \u2014 40,000+ repairs a week. L1\u2013L4 diagnostics and functional testing on racks of boards keep enterprise and OEM electronics in service, not in landfill.<\/em><\/figcaption><\/figure>\n<h2>Step 2: Use Analytics to Route Reverse Logistics Intelligently<\/h2>\n<p>Predictive maintenance data from Step 1 informs where assets should go when they return. Routing decisions that account for remaining useful life, failure patterns and compliance needs prevent waste and delay.<\/p>\n<p><strong>Inputs:<\/strong> RMA volume data, carrier performance records, depot capacity metrics and geographic origin data from asset tracking systems.<\/p>\n<p><strong>Outputs:<\/strong> Routing decisions that direct returns to the appropriate depot based on repair tier, volume and compliance requirements.<\/p>\n<figure style=\"text-align: center\"><img decoding=\"async\" src=\"https:\/\/cdn.aigrowthmarketer.co\/1785164554770-b75b75446d41.webp\" alt=\"A forklift loads a shrink-wrapped pallet into a trailer at a warehouse dock.\" style=\"max-height: 500px\" loading=\"lazy\"><figcaption><em>A managed transportation network \u2014 120+ vetted LTL carriers, white-glove delivery, and a DFW hub with nearshore reach \u2014 moves product fast and tracks every leg through one TMS.<\/em><\/figcaption><\/figure>\n<p><a href=\"https:\/\/giiresearch.com\/report\/ires1996601-it-asset-disposition-market-by-asset-type-service.html\" target=\"_blank\" rel=\"noindex nofollow\">AI-enabled ITAD workflows improve route optimization, asset identification and automated compliance documentation through machine learning for equipment classification<\/a>. Transportation management systems that ingest carrier performance data and depot capacity in real time reduce the cost of misrouted returns, which consume repair capacity at the wrong tier and delay asset recovery.<\/p>\n<p><strong>Trade-offs:<\/strong> Routing optimization requires clean, standardized data from intake systems. Organizations with fragmented WMS or ERP environments often need a data normalization layer before routing logic can function reliably. Cross-team coordination between logistics, depot operations and finance aligns routing rules with cost and compliance objectives.<\/p>\n<h2>Step 3: Run Asset-Recovery Analytics at Intake<\/h2>\n<p><strong>Inputs:<\/strong> Serial number, device condition data, market pricing feeds, repair cost estimates and historical resale outcomes by device category.<\/p>\n<figure style=\"text-align: center\"><img decoding=\"async\" src=\"https:\/\/cdn.aigrowthmarketer.co\/1785164520673-1cac70c907b1.webp\" alt=\"Used server and networking hardware stacked on wire shelving with an inventory tag.\" style=\"max-height: 500px\" loading=\"lazy\"><figcaption><em>Reverse logistics turns returns into recovery. Retired IT assets are received, tagged, and triaged with secure chain-of-custody \u2014 the first step from end-of-life to resale, reuse, or responsible recycling.<\/em><\/figcaption><\/figure>\n<p><strong>Outputs:<\/strong> A disposition recommendation, such as repair and redeploy, refurbish for secondary market, harvest for parts or recycle, generated at the point of intake.<\/p>\n<p><a href=\"https:\/\/fmlogistic.com\/blog\/circular-reverse-logistics-returns-to-revenue\" target=\"_blank\" rel=\"noindex nofollow\">Businesses shifting from liquidation models to check-and-clean resale strategies can recover a significant portion of a product&#8217;s original price<\/a>. <a href=\"https:\/\/g2rl.com\/resources\/the-case-for-itads\" target=\"_blank\" rel=\"noindex nofollow\">ITAD and OEM partners implementing AI-driven fair market value optimization have realized substantial annual revenue uplift through more precise pricing, faster inventory turnover and smarter channel allocation<\/a>.<\/p>\n<p><strong>Trade-offs:<\/strong> Recovery analytics depend on accurate device identification at intake. Missing or unreadable serial numbers break the data chain and weaken recommendations. Cross-team coordination between reverse logistics, finance and remarketing ensures that teams act on disposition recommendations during the window when resale value remains highest.<\/p>\n<h2>Step 4: Automate Grading and Disposition Choices<\/h2>\n<p><strong>Inputs:<\/strong> Computer vision inspection outputs, cosmetic condition scores, functional test results and market demand signals by device grade.<\/p>\n<p><strong>Outputs:<\/strong> Standardized grade assignments, such as A, B, C or scrap, that feed directly into remarketing channel selection and pricing logic.<\/p>\n<p><a href=\"https:\/\/fmlogistic.com\/blog\/circular-reverse-logistics-returns-to-revenue\" target=\"_blank\" rel=\"noindex nofollow\">AI-equipped cameras integrated into reverse logistics operations automate grading and damage identification, sorting items faster and more accurately than manual inspection<\/a>. <a href=\"https:\/\/inferensys.com\/use-cases\/circular-it-sustainable-compute-and-green-ai\/circular-it-asset-lifecycle-management\" target=\"_blank\" rel=\"noindex nofollow\">A global retailer&#8217;s AI system for automated asset refurbishment and resale valuation identified that a portion of end-of-life point-of-sale devices could be refurbished for internal reuse, which reduced procurement costs<\/a>.<\/p>\n<figure style=\"text-align: center\"><img decoding=\"async\" src=\"https:\/\/cdn.aigrowthmarketer.co\/1785164469909-564c79c22c23.webp\" alt=\"A worker in a blue smock handles a row of green printed circuit boards.\" style=\"max-height: 500px\" loading=\"lazy\"><figcaption><em>Contract manufacturing under one roof \u2014 PCBA, box-build, integration, flashing, and functional testing \u2014 with TAA-compliant sourcing and the traceability government and enterprise programs require.<\/em><\/figcaption><\/figure>\n<p><strong>Trade-offs:<\/strong> Automated grading models require training data that reflects the actual device mix in the return stream. Cosmetic grading for consumer electronics differs from functional grading for enterprise servers. Cross-team coordination between depot operations, quality assurance and remarketing calibrates grade thresholds against channel requirements.<\/p>\n<p>Premier Logitech&#8217;s certified refurbishment and grading capabilities support secondary market channels with consistent, auditable grade assignments across high-volume return programs.<\/p>\n<h2>Step 5: Build Serial-Level Chain-of-Custody and Compliance Reports<\/h2>\n<p><strong>Inputs:<\/strong> Serial numbers, sanitization method records, technician IDs, date stamps, validation outcomes and downstream materials handling documentation.<\/p>\n<p><strong>Outputs:<\/strong> Per-device certificates of sanitization formatted for FISMA authorization packages, CMMC assessments, R2v3 audits and Scope 3 emissions disclosures.<\/p>\n<p>NIST SP 800-88 Rev. 2 provides guidelines for media sanitization that remain the controlling standard for federal programs. <a href=\"https:\/\/business.defense.gov\/Programs\/Cyber-Security-Resources\/CMMC-20\/\" target=\"_blank\" rel=\"noindex nofollow\">Due to the July 2026 suspension of CMMC Phase II, defense contractors face no CMMC 2.0 Level 2 C3PAO assessment requirements after November 10, 2026<\/a>, yet NIST-aligned sanitization documentation still appears in most federal IT contracts. <a href=\"https:\/\/itadnation.com\/resources\/state-of-enterprise-itad-2026\" target=\"_blank\" rel=\"noindex nofollow\">Scope 3 disclosure rules now require ITAD providers to produce GHG Protocol-aligned data per engagement, including avoided emissions and landfill diversion percentages by material stream<\/a>, which adds a parallel compliance dimension focused on environmental impact.<\/p>\n<p><strong>Trade-offs:<\/strong> Serial-level documentation at scale requires automated record generation integrated with the depot workflow. Manual certificate production introduces transcription errors that fail IG review. Cross-team coordination between IT security, legal and sustainability reporting functions ensures that documentation satisfies all applicable frameworks simultaneously.<\/p>\n<h2>Step 6: Connect Analytics Outputs to Premier Logitech Workflows<\/h2>\n<p>Analytics outputs create value only when they connect to certified execution capacity. The table below maps each analytics output to the corresponding Premier Logitech service.<\/p>\n<table>\n<thead>\n<tr>\n<th>Analytics Output<\/th>\n<th>Premier Logitech Service<\/th>\n<th>Certification \/ Standard<\/th>\n<th>Scale Point<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>RUL estimate triggering repair<\/td>\n<td>Depot Repair L1\u2013L4<\/td>\n<td>ASC-authorized, 20+ OEM brands<\/td>\n<td>High-volume repairs per week<\/td>\n<\/tr>\n<tr>\n<td>Routing recommendation<\/td>\n<td>Transportation Management System (TMS)<\/td>\n<td>TAA, TAPA<\/td>\n<td>Multiple LTL carriers, DFW hub<\/td>\n<\/tr>\n<tr>\n<td>Disposition recommendation at intake<\/td>\n<td>RMA Management and Triage<\/td>\n<td>ISO 9001\/14001, SOC 2<\/td>\n<td>DFW facilities<\/td>\n<\/tr>\n<tr>\n<td>Grade assignment<\/td>\n<td>Certified Refurbishment and Grading<\/td>\n<td>R2v3, NIST SP 800-88 Rev. 2<\/td>\n<td>Secondary market remarketing<\/td>\n<\/tr>\n<tr>\n<td>Serial-level sanitization record<\/td>\n<td>Secure Data Destruction and Compliance Reporting<\/td>\n<td>NIST SP 800-88 Rev. 2, CMMC, SOC 2<\/td>\n<td>CAGE Code 4WAJ9 federal eligibility<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a href=\"https:\/\/www.premierss.com\/get-started\/\" target=\"_blank\">Talk to a lifecycle expert<\/a> to map analytics outputs to Premier Logitech&#8217;s certified depot and remarketing workflows.<\/p>\n<h2>Common Circular IT Challenges and Practical Mitigation<\/h2>\n<p><strong>Inaccurate asset data:<\/strong> Missing or corrupted serial numbers break disposition logic at intake and weaken analytics. Root cause often involves inconsistent asset tagging at deployment. Mitigation involves enforcing serialization and RFID or QR tagging at the point of procurement or configuration, before assets enter the field.<\/p>\n<p><strong>Unclear ownership:<\/strong> Assets returned without clear program affiliation delay triage and create compliance gaps. Root cause involves fragmented vendor relationships across repair, fulfillment and recycling. Mitigation involves consolidating to a single lifecycle partner with program-level visibility across all return streams.<\/p>\n<p><strong>Missed SLAs:<\/strong> High return volumes without scalable repair capacity produce turnaround failures. Root cause involves repair partner capacity that does not flex with volume spikes. Mitigation involves engaging a depot partner with documented high-volume repair capacity and rapid exchange programs.<\/p>\n<p><strong>Non-compliant disposition:<\/strong> Devices sanitized without per-asset documentation fail FISMA, CMMC and IG review. Root cause involves reliance on batch certificates rather than serial-level records. Mitigation involves requiring automated, per-device documentation output from the depot workflow as a contract deliverable.<\/p>\n<h2>Objective KPIs for Circular IT Performance<\/h2>\n<p>Effective circular economy IT programs track leading indicators that signal process health and lagging indicators that confirm financial and compliance outcomes.<\/p>\n<p>Leading indicators include:<\/p>\n<ul>\n<li>Percentage of assets with active sensor telemetry feeding remaining useful life models<\/li>\n<li>Intake-to-disposition decision time at the depot<\/li>\n<li>First-pass fix rate by repair tier<\/li>\n<li>Percentage of returns with complete serial-level documentation at arrival<\/li>\n<\/ul>\n<p>Lagging indicators include:<\/p>\n<ul>\n<li>Asset recovery value as a percentage of original purchase price by device category<\/li>\n<li>Total turnaround time from RMA initiation to redeployment or resale<\/li>\n<li>Compliance findings per audit cycle (FISMA, CMMC, R2v3)<\/li>\n<li>Scope 3 emissions avoided per engagement, formatted for GRI 305 or CDP submission<\/li>\n<\/ul>\n<p><a href=\"https:\/\/ombrulla.com\/insights\/sustainable-asset-management-predictive-maintenance\" target=\"_blank\" rel=\"noindex nofollow\">Sustainable asset management dashboards recommended by the Ombrulla AI Research Group integrate reliability, cost and environmental KPIs to show how predictive maintenance strategies influence all three dimensions simultaneously<\/a>.<\/p>\n<h2>Frequently Asked Questions<\/h2>\n<h3>How does circular economy IT asset management differ from traditional ITAD?<\/h3>\n<p>Traditional ITAD focuses on the end-of-life phase, including sanitizing devices, recovering residual value and documenting disposal. Circular economy IT asset management extends that scope across the full lifecycle and uses analytics to extend asset useful life through predictive maintenance. It also improves repair and refurbishment decisions before devices reach end-of-life and feeds disposition data back into procurement and deployment planning. The result is a closed-loop system that reduces new hardware spend, increases recovery value and generates the per-engagement emissions data that Scope 3 reporting frameworks now require.<\/p>\n<h3>How does Premier Logitech combine depot repair and ITAD compliance?<\/h3>\n<p>Premier Logitech operates as a single-vendor lifecycle partner that covers RMA intake, triage, L1\u2013L4 depot repair, certified refurbishment and grading, secure data destruction and compliance reporting under one program. The company holds ASC authorization for more than 20 OEM brands and operates under NIST, CMMC, SOC 2, TAA and ISO frameworks. Premier Logitech also carries CAGE Code 4WAJ9 for federal program eligibility, which supports agencies that need compliant reuse and disposition at scale.<\/p>\n<h3>Which compliance frameworks shape U.S. public-sector circular IT programs?<\/h3>\n<p>Federal programs must align with NIST SP 800-88 Rev. 2 for media sanitization, which became the controlling standard after Rev. 1 was withdrawn in September 2025. CMMC 2.0 Level 2 assessments, although affected by the Phase II suspension noted earlier, reference the same standard for media protection documentation. R2v3 certification from SERI verifies downstream materials handling chain-of-custody, and federal sustainable procurement rules under FAR Green IT provisions reference R2v3 as a qualification for ITAD contracts. For commercial organizations operating in California, <a href=\"https:\/\/kpmg.com\/us\/en\/frv\/reference-library\/2026\/guide-california-climate-laws.html\" target=\"_blank\" rel=\"noindex nofollow\">California SB 253 imposes the disclosure requirements described earlier<\/a>, which makes auditable per-engagement emissions data from ITAD vendors a procurement requirement for affected organizations.<\/p>\n<h3>What data should organizations prepare before engaging a lifecycle partner?<\/h3>\n<p>The minimum useful dataset includes a current asset inventory with serial numbers, device categories and deployment locations. Historical return volume and RMA data by quarter, existing repair tier distribution and any active compliance frameworks that govern data sanitization and disposition documentation also help. Organizations without a complete asset inventory can begin with a subset of high-value or high-risk device categories and expand coverage as serialization and tagging practices mature. Premier Logitech&#8217;s intake and triage workflows accommodate programs at varying levels of data maturity.<\/p>\n<h3>How does big data analytics support Scope 3 emissions reporting for IT assets?<\/h3>\n<p>Scope 3 Category 11, use of sold products, and Category 12, end-of-life treatment of sold products, are directly affected by IT asset disposition decisions. Analytics-driven programs generate per-device data on reuse, refurbishment, recycling and transport pathways that teams can translate into GHG Protocol-aligned avoided emissions figures. Several U.S. states have enacted EPR electronics legislation that imposes tighter documentation standards on commercial generators. A well-instrumented ITAD program produces the material stream data, landfill diversion percentages and energy figures required for GRI 305, SASB IF-WM and CDP submissions, which converts disposition operations into auditable sustainability disclosures.<\/p>\n<h2>Conclusion: Turning Circular IT Analytics into Daily Operations<\/h2>\n<p>Big data analytics for circular economy IT asset management functions as a sequence of operational decisions: instrument, route, evaluate, grade, document and execute. Each step requires certified capacity to deliver recoverable value and compliance outcomes at scale. <a href=\"https:\/\/mordorintelligence.com\/industry-reports\/circular-economy-platform-for-the-it-market\" target=\"_blank\" rel=\"noindex nofollow\">The circular economy platform market for IT is projected to reach $4.69 billion in 2026 and $8.39 billion by 2031<\/a>, reflecting the scale of investment organizations now make to close the theory-to-execution gap. <a href=\"https:\/\/thinkdynamic.com\/dynamic-gartner-market-guide\" target=\"_blank\" rel=\"noindex nofollow\">The 2026 Gartner Market Guide for IT Asset Disposition identifies asset reuse and lifecycle extension as key strategies for reducing e-waste while maximizing IT asset value<\/a>.<\/p>\n<p>Premier Logitech connects analytics outputs to certified depot repair, grading, remarketing and compliance reporting workflows across a national program infrastructure. The six steps in this playbook are executable today with the right operational partner.<\/p>\n<p><a href=\"https:\/\/www.premierss.com\/get-started\/\" target=\"_blank\">Talk to a lifecycle expert<\/a> to build a data-driven circular economy IT program on Premier Logitech&#8217;s certified infrastructure.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Premier Logitech uses big data analytics to maximize IT asset recovery, extend hardware lifecycles and streamline reverse logistics. Start today.<\/p>\n","protected":false},"author":67,"featured_media":146,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[9],"tags":[],"class_list":["post-163","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-reverse-logistics-asset-management"],"_links":{"self":[{"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/posts\/163","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/comments?post=163"}],"version-history":[{"count":3,"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/posts\/163\/revisions"}],"predecessor-version":[{"id":1431,"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/posts\/163\/revisions\/1431"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/media\/146"}],"wp:attachment":[{"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/media?parent=163"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/categories?post=163"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/premierss.com\/articles\/wp-json\/wp\/v2\/tags?post=163"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}