{"id":32030,"date":"2023-12-07T14:24:35","date_gmt":"2023-12-07T13:24:35","guid":{"rendered":"https:\/\/device-insight.com\/?p=32030"},"modified":"2024-03-05T15:04:39","modified_gmt":"2024-03-05T14:04:39","slug":"top-3-use-cases-for-advanced-analytics","status":"publish","type":"post","link":"https:\/\/device-insight.com\/en\/top-3-use-cases-for-advanced-analytics\/","title":{"rendered":"Top 3 Use Cases for Advanced Analytics"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"32030\" class=\"elementor elementor-32030 elementor-32029\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d0d092a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d0d092a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c46e876 blog_col\" data-id=\"c46e876\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-783644d elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"783644d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Top 3 Use Cases for Advanced Analytics<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d38aa9 elementor-widget elementor-widget-post-info\" data-id=\"4d38aa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-b86a0c7 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>2023\/12\/07<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-808e92e elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/device-insight.com\/en\/category\/news-en\/\" class=\"elementor-post-info__terms-list-item\">News<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\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-34dbdea blog-entry elementor-widget elementor-widget-text-editor\" data-id=\"34dbdea\" 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>Implementing modern tools and technologies like AI and Machine Learning can empower businesses to derive profound insights from their data, enabling them to make informed decisions, streamline processes, or develop new products. But how can this be effectively applied in practice? We offer inspiration and introduce our top three use cases based on advanced analytics  <\/p>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-363348a elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"363348a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1854b6c\" data-id=\"1854b6c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e1ef762 elementor-widget elementor-widget-image\" data-id=\"e1ef762\" 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\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2023\/10\/Data-Analytics.jpg\" title=\"Data-Analytics\" alt=\"Data 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-196b39f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"196b39f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4058497 blog_col\" data-id=\"4058497\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ac75eb8 elementor-widget elementor-widget-text-editor\" data-id=\"ac75eb8\" 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>Advanced Analytics, a subset of data analysis, involves using modern tools and technologies like AI and Machine Learning to gain deeper insights from data. Unlike conventional data analysis, which focuses on summarizing and presenting data, Advanced Analytics aims to derive complex patterns, trends, and predictions. Key features include:   <\/p>\n<ul>\n<li>Statistical analyses such as regression or cluster analyses reveal relationships and correlations in business data.<\/li>\n<li>Data Mining uncovers hidden patterns and connections in large datasets using algorithms and models.<\/li>\n<li>Machine Learning in Advanced Analytics generates predictions and recommendations.<\/li>\n<li>Predictive Analytics focus on predicting future events or trends based on historical data and statistical models.<\/li>\n<li>Text and Sentiment Analyses identify moods, opinions, and topics in unstructured data.<\/li>\n<li>Data Visualization complements Advanced Analytics, simplifying decision-making.<\/li>\n<\/ul>\n\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-3385951 elementor-widget elementor-widget-heading\" data-id=\"3385951\" 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\">Predictive Maintenance: A prime example from industry<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec54233 elementor-widget elementor-widget-text-editor\" data-id=\"ec54233\" 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>Unplanned production downtimes can cost companies enormously. According to a report by <a href=\"https:\/\/industrie.de\/industrie-4-0\/predictive-maintenance-digitalisierung-senseye-report-produktionsausfaelle-industrie-weltweit\/\" target=\"_blank\" rel=\"noopener\">AI specialist Senseye<\/a>, costs for a single hour of downtime range from $39,000 for FMCG companies to over $2 million in the automotive sector.  Predictive Maintenance, a flagship application of Advanced Analytics, increases the availability and productivity of equipment and plants, safeguarding against unnecessary operational, maintenance, and repair costs. Companies like Feintool and KUKA already benefit from predictive maintenance. <a href=\"https:\/\/device-insight.com\/en\/predictive-maintenance\/\">Find out here<\/a> how it&#8217;s achieved through the analysis of operational data.  <\/p>\n<p>With modern data platforms like Databricks as the foundation for Advanced Analytics, companies can comprehensively monitor overall equipment effectiveness. They can make forecasts at the component level, further optimizing production. A digital twin can enhance operational efficiency and decision-making.  <\/p>\n\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-866fb44 elementor-widget elementor-widget-heading\" data-id=\"866fb44\" 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\">Resilient supply chains thanks to Advanced Analytics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c8e896 elementor-widget elementor-widget-text-editor\" data-id=\"3c8e896\" 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>Empty supermarket shelves, shortened production cycles, and soaring raw material prices \u2013 the COVID-19 pandemic has highlighted the fragility of global supply chains <u>across industries<\/u>. To bolster resilience, supply chain management has long relied on digitization. However, according to researchers at the <a href=\"https:\/\/www.scs.fraunhofer.de\/de\/forschungsfelder\/supply-chain-analytics.html\" target=\"_blank\" rel=\"noopener\">Fraunhofer Institute<\/a>, logistical processes pose a special challenge: The data collected is not always comprehensive and requires specific mathematical methods for targeted analysis.<\/p><p><span class=\"TextRun SCXW153255386 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW153255386 BCX0\">The <\/span><\/span><a class=\"Hyperlink SCXW153255386 BCX0\" href=\"https:\/\/device-insight.com\/2023\/08\/24\/analytics-blog-data-lakehouse\/\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW153255386 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW153255386 BCX0\">Data Lakehouse concept<\/span><\/span><\/a><span class=\"TextRun SCXW153255386 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW153255386 BCX0\">, providing a coherent data platform for Advanced Analytics, certainly offers a solution. <\/span><\/span><span class=\"ContentControl SCXW153255386 BCX0\" role=\"group\" aria-label=\"Steuerung von Rich-Text-Inhalten\"><span class=\"ContentControlBoundarySink SCXW153255386 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\">\u200b<\/span><span class=\"ContentControlBoundarySink SCXW153255386 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\">\u200b<\/span><\/span><span class=\"TextRun SCXW153255386 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW153255386 BCX0\">Various <\/span><span class=\"NormalTextRun SCXW153255386 BCX0\">logistics<\/span><span class=\"NormalTextRun SCXW153255386 BCX0\"> sectors stand to benefit, such as:<\/span><\/span><span class=\"EOP SCXW153255386 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p><ul><li>Intralogistics, where Advanced Analytics can shorten lead times from order receipt to shipment, a crucial metric in lean manufacturing. Lead time is a crucial metric in lean-oriented manufacturing. Reducing it makes the company more flexible, enabling better responses to market changes \u2013 a significant advantage in uncertain times! With Advanced Analytics, lead time components can be examined and then optimized based on the results.<\/li><\/ul><ul><li>Trade logistics, where algorithms provide precise forecasts for upcoming demands and sales volumes. Demand planning often occurs quarterly and, if it is to be precise, requires processing a large amount of data. Additionally, those responsible should consider external factors such as seasons or economic data. This mammoth task is hardly manageable without tools like Data Mining and Machine Learning.<\/li><\/ul><ul><li>Transport Logistics, where Advanced Analytics enables proactive adjustment of transport capacities and early detection of systematic changes. Today, goods need to reach their destination quickly, cost-effectively, and as sustainably as possible. This requires excellent route planning.<\/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-4111dff elementor-widget elementor-widget-heading\" data-id=\"4111dff\" 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\">Smart energy management with Advanced Analytics <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eeea0d2 elementor-widget elementor-widget-text-editor\" data-id=\"eeea0d2\" 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>In energy management, Advanced Analytics is used to monitor energy consumption, create forecasts, and employ energy more efficiently. This is beneficial for both providers and the industrial sector. Traditional energy management quickly reaches its limits when companies aim to reduce energy consumption, save costs, and increase energy efficiency simultaneously. The challenge often lies in the lack of data or the fact that data from various sources can&#8217;t easily be analyzed.    <\/p>\n<p>The innovative combination of IoT and energy data can cut energy costs by up to 30% \u2013 partly thanks to Advanced Analytics methods. Learn more about this third application in our <a href=\"https:\/\/device-insight.com\/en\/landing-page\/solution-paper-smart-energy\/\">Solution Paper<\/a>. <\/p>\n\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-f0aa148 elementor-widget elementor-widget-heading\" data-id=\"f0aa148\" 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\">Advanced Analytics: Added value from data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39ab2e0 elementor-widget elementor-widget-text-editor\" data-id=\"39ab2e0\" 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>Predictive Maintenance, Supply Chain Management, and smart energy supply \u2013 these are our top 3 application fields for Advanced Analytics. Moreover, modern data analysis can be employed in almost every industry and various business areas. It enables companies to make data-driven decisions, achieve efficiency gains, and secure competitive advantages. Advanced Analytics is a versatile tool that helps extract valuable insights from large datasets. Perhaps you too have an idea where you and your company can benefit?    <\/p>\n<\/p>\n<p>+++ With our IoT expertise, we at Device Insight actively implement the <a href=\"https:\/\/device-insight.com\/en\/data-analytics\/\">advantages of the Lakehouse concept<\/a> for our customers. We integrate machine data with Databricks services to realize use cases in Advanced Analytics and Machine Learning. +++ +++<\/p>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-30f11999 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"30f11999\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-753f4c01\" data-id=\"753f4c01\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-592c2816 elementor-widget elementor-widget-heading\" data-id=\"592c2816\" 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\">Recommended posts<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d9a52af elementor-widget elementor-widget-shortcode\" data-id=\"4d9a52af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><div class=\"teasers teasers-single-post\"><div class=\"teasers__container\"><div class=\"teasers__single-teaser\"><a class=\"thumbnail-link\" href=\"https:\/\/device-insight.com\/en\/predictive-maintenance-with-ml-ai\/\"><img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2025\/04\/Blog-Header-11-1024x427.jpg\" alt=\"Image\"><\/a><div class=\"teasers__content\"><div class=\"date__box\"><div class=\"date__box-date\">2025\/04\/25<\/div><a href=\"https:\/\/device-insight.com\/category\/whitepaper\/\" class=\"date__box-button\">Whitepaper<\/a><\/div><h2 class=\"headline\"><a href=\"https:\/\/device-insight.com\/en\/predictive-maintenance-with-ml-ai\/\">Data-Driven Maintenance: Let your machines tell you what they need<\/a><\/h2><div class=\"description\">How Predictive Maintenance Improves OEE in the Data-Driven Factory.<\/div><\/div><\/div><div class=\"teasers__single-teaser\"><a class=\"thumbnail-link\" href=\"https:\/\/device-insight.com\/en\/data-driven-production\/\"><img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2025\/01\/Blog-Header-8-1024x427.jpg\" alt=\"Image\"><\/a><div class=\"teasers__content\"><div class=\"date__box\"><div class=\"date__box-date\">2025\/03\/06<\/div><a href=\"https:\/\/device-insight.com\/category\/whitepaper\/\" class=\"date__box-button\">Whitepaper<\/a><\/div><h2 class=\"headline\"><a href=\"https:\/\/device-insight.com\/en\/data-driven-production\/\">Why data-driven production is the key to competitiveness<\/a><\/h2><div class=\"description\">How companies benefit from the Data-Driven Factory approach.<\/div><\/div><\/div><div class=\"teasers__single-teaser\"><a class=\"thumbnail-link\" href=\"https:\/\/device-insight.com\/en\/gerolsteiner-data-driven-factory\/\"><img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/Gerolsteiner_Data-Driven-Factory_Featured.jpg\" alt=\"Image\"><\/a><div class=\"teasers__content\"><div class=\"date__box\"><div class=\"date__box-date\">2024\/10\/30<\/div><a href=\"https:\/\/device-insight.com\/category\/case-studies\/\" class=\"date__box-button\">Case Studies<\/a><\/div><h2 class=\"headline\"><a href=\"https:\/\/device-insight.com\/en\/gerolsteiner-data-driven-factory\/\">Gerolsteiner: How to succeed on the path to the data-driven factory<\/a><\/h2><div class=\"description\">How Gerolsteiner is becoming faster and more flexible with the help of a Data Intelligence Platform.<\/div><\/div><\/div><\/div><\/div>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Predictive Maintenance, Supply Chain Management &#038; Smart Energy exemplify the power of Analytics.<\/p>\n","protected":false},"author":17,"featured_media":32154,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[60],"tags":[165],"class_list":["post-32030","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-en","tag-data-lakehouse-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts\/32030","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/comments?post=32030"}],"version-history":[{"count":15,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts\/32030\/revisions"}],"predecessor-version":[{"id":35053,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts\/32030\/revisions\/35053"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/media\/32154"}],"wp:attachment":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/media?parent=32030"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/categories?post=32030"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/tags?post=32030"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}