{"id":16069,"date":"2026-04-22T19:40:24","date_gmt":"2026-04-22T14:10:24","guid":{"rendered":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/"},"modified":"2026-06-17T06:13:03","modified_gmt":"2026-06-17T13:13:03","slug":"data-analytics-strategy-examples-in-business-transformation","status":"publish","type":"post","link":"https:\/\/cataligent.in\/blog\/strategy-planning\/data-analytics-strategy-examples-in-business-transformation\/","title":{"rendered":"Data Analytics Strategy Examples in Business Transformation"},"content":{"rendered":"

Data Analytics Strategy Examples in Business Transformation<\/h1>\n

Data analytics strategy examples in business transformation are most useful when they show how data changes execution, not only reporting. Many organizations build dashboards, but still struggle to govern initiatives, validate value, control dependencies, and keep leadership reporting current. The problem is not a lack of charts. The problem is that analytics is often disconnected from execution control.<\/p>\n

For transformation leaders, CFO teams, PMOs, and consulting firms, data analytics should answer practical management questions: which initiatives are moving, which are blocked, which benefits are at risk, which decisions are overdue, and which outcomes have been confirmed.<\/p>\n

What makes analytics strategic in transformation<\/h2>\n

Analytics becomes strategic when it links business goals to execution evidence. A transformation office may track hundreds of workstream activities, but leadership needs a smaller set of decision ready views. These views should connect milestones, risks, dependencies, value, owner accountability, and approval status.<\/p>\n

In business transformation<\/a>, data strategy should not sit outside the operating rhythm. It should shape weekly workstream reviews, monthly PMO reporting, steering committee decisions, and finance validation. Good analytics helps teams act earlier because it reveals whether execution and expected value are moving together.<\/p>\n

Example 1: Initiative value tracking<\/h2>\n

A common analytics strategy is to track value from idea to confirmed impact. This is especially relevant in transformation and cost saving programs<\/a>. The dashboard should not only show the total savings target. It should separate target, plan, forecast, actual, one time cost, recurring benefit, cash flow impact, EBIT effect, and EBITDA effect where relevant.<\/p>\n

The value of this analytics example is governance. Leaders can see whether a measure has a reliable baseline, whether the forecast has changed, whether actuals have been captured, and whether the controller has confirmed the achieved value. Without this, savings may be claimed too early or reported inconsistently across business units.<\/p>\n

Example 2: Dual status reporting<\/h2>\n

Transformation teams often use traffic light reporting, but one status can hide important differences. An initiative may be green on implementation but red on potential value. Another may be delayed but still protect the expected benefit. Analytics should separate execution status from value status.<\/p>\n

This example helps executives avoid false confidence. A milestone dashboard may show progress, but the potential status view can reveal whether the expected business case is weakening. The reasons may include volume changes, budget delays, supplier resistance, adoption risk, customer demand shifts, or changed cost assumptions.<\/p>\n

Example 3: Dependency and decision analytics<\/h2>\n

Many transformations stall because dependencies are invisible until late. A project may need legal approval, system configuration, procurement support, regional adoption, or finance validation before it can move forward. A data analytics strategy should track dependencies and decisions as management objects, not side notes in meeting minutes.<\/p>\n

Useful indicators include decisions overdue, dependencies by owner, blocked measures by workstream, approval aging, risk severity, unresolved steering committee actions, and measures on hold. These analytics help transformation offices move from status collection to execution control.<\/p>\n

Example 4: Portfolio prioritization analytics<\/h2>\n

Transformation portfolios usually contain more work than the organization can execute at once. Analytics can help leaders compare initiatives by strategic fit, value potential, resource need, implementation risk, timing, and dependency exposure. This is where project portfolio management<\/a> becomes connected to strategy execution.<\/p>\n

For example, a portfolio view can show which projects consume the most scarce resources, which measures carry the highest EBITDA potential, which initiatives are close to approval, and which projects have repeated status slippage. Leaders can then shift capacity, pause low value work, or accelerate measures with strong evidence and clear ownership.<\/p>\n

Example 5: Adoption and operating model analytics<\/h2>\n

Business transformation does not succeed only because a process is designed. It succeeds when people use the new way of working. Analytics can track adoption evidence such as training completion, process usage, service request volume, exception rates, approval cycle time, customer issue trends, or time to close recurring tasks.<\/p>\n

This type of analytics is useful for shared services, sales operations, procurement change, IT service workflows, quality processes, and internal organization redesign. It helps leaders see whether the operating model is becoming real in daily work.<\/p>\n

How Cataligent helps through CAT4<\/h2>\n

Cataligent helps enterprises and consulting firms connect transformation analytics with governed execution through CAT4, its no code strategy execution platform. Cataligent supports the business layer by helping teams define what should be measured, how reporting should work, and how governance should connect to value realization. CAT4 supports the platform layer by keeping initiatives, financials, workflows, approvals, dashboards, and reports in one controlled system.<\/p>\n

CAT4 can structure transformation data across Organization, Portfolio, Program, Project, Measure Package, and Measure levels. That structure helps leadership see the roll up from individual measures to portfolio performance. It also helps consulting firms embed their methodology and reporting model across client engagements instead of rebuilding trackers for every mandate.<\/p>\n

CAT4 supports real time dashboards, traffic light reporting, financial impact tracking, scheduled reports, approval workflows, role based access, and exports to formats such as Excel, PowerPoint, Word, PDF, XML, and CSV. More importantly, it connects analytics to the underlying work so dashboards reflect governed execution rather than separate manual reporting files.<\/p>\n

Design principles for transformation analytics<\/h2>\n

Leaders should apply a few practical principles before building analytics. First, define the decision that each dashboard should support. Second, connect every metric to an owner and source of evidence. Third, separate plan, forecast, and actual. Fourth, show implementation and value status separately. Fifth, make closure dependent on confirmed outcomes where financial impact matters.<\/p>\n

These principles reduce reporting noise. A dashboard with 60 metrics may look impressive but fail to guide action. A focused dashboard that shows blocked approvals, value at risk, delayed decisions, and controller validated closures can improve management discipline.<\/p>\n

Analytics should reduce manual reporting effort<\/h2>\n

Transformation analytics often fails when PMO teams still spend days collecting updates, checking spreadsheets, reconciling financial assumptions, and rebuilding slide decks. Analytics should reduce that cycle by keeping the execution data current at the source.<\/p>\n

For consulting firms, this protects delivery time. For enterprise transformation offices, it improves transparency. For CFO teams, it creates a stronger link between planned benefits and validated outcomes.<\/p>\n

If your transformation analytics is disconnected from execution, Cataligent can help you connect strategy, measures, value tracking, approvals, and reporting through CAT4.<\/p>\n

Keep analytics close to the source of execution<\/h2>\n

The strongest analytics strategy keeps reporting close to the work being managed. If status, benefits, risks, and approvals are updated inside the execution model, leaders spend less time challenging the numbers and more time deciding what to do next. This also helps consulting teams and enterprise PMOs maintain a consistent steering committee view across workstreams, regions, and business units.<\/p>\n

FAQs<\/h2>\n

Q. What is a good data analytics strategy example for business transformation?<\/h3>\n

A strong example is value tracking from baseline to target, forecast, actual, and controller confirmed closure. This connects analytics to measurable execution rather than only activity reporting.<\/p>\n

Q. Why are dashboards alone not enough for transformation analytics?<\/h3>\n

Dashboards show information, but they do not govern the underlying initiatives, approvals, ownership, and financial logic. Analytics becomes stronger when it is connected to execution workflows and decision rights.<\/p>\n

Q. How does Cataligent support transformation analytics through CAT4?<\/h3>\n

Cataligent helps define the governance and reporting model for transformation data. CAT4 supports the work with hierarchy roll ups, dashboards, financial impact tracking, approvals, status reporting, and management ready reports.<\/p>\n","protected":false},"excerpt":{"rendered":"

Data Analytics Strategy Examples in Business Transformation Data analytics strategy examples in business transformation are most useful when they show how data changes execution, not only reporting. Many organizations build dashboards, but still struggle to govern initiatives, validate value, control dependencies, and keep leadership reporting current. The problem is not a lack of charts. The […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2104],"tags":[2033,568,632,1739,2107,1967,2106,2105],"class_list":["post-16069","post","type-post","status-publish","format-standard","hentry","category-strategy-planning","tag-business-strategy","tag-cost-reduction-strategies","tag-cost-reduction-strategy","tag-digital-strategy","tag-planning","tag-strategic-decision-making","tag-strategic-planning","tag-strategy-planning"],"yoast_head":"\nData Analytics Strategy Examples in Business Transformation - Cataligent<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Analytics Strategy Examples in Business Transformation - Cataligent\" \/>\n<meta property=\"og:description\" content=\"Data Analytics Strategy Examples in Business Transformation Data analytics strategy examples in business transformation are most useful when they show how data changes execution, not only reporting. Many organizations build dashboards, but still struggle to govern initiatives, validate value, control dependencies, and keep leadership reporting current. The problem is not a lack of charts. The […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/\" \/>\n<meta property=\"og:site_name\" content=\"Cataligent\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Cataligentstrategyimplementation\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-22T14:10:24+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-06-17T13:13:03+00:00\" \/>\n<meta name=\"author\" content=\"cat_admin_usr\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@cataligentindia\" \/>\n<meta name=\"twitter:site\" content=\"@cataligentindia\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"cat_admin_usr\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/\"},\"author\":{\"name\":\"cat_admin_usr\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#\\\/schema\\\/person\\\/649c37d6027e076e1e76bd18bac05756\"},\"headline\":\"Data Analytics Strategy Examples in Business Transformation\",\"datePublished\":\"2026-04-22T14:10:24+00:00\",\"dateModified\":\"2026-06-17T13:13:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/\"},\"wordCount\":1226,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#organization\"},\"keywords\":[\"Business Strategy\",\"Cost Reduction Strategies\",\"Cost Reduction Strategy\",\"Digital Strategy\",\"Planning\",\"Strategic Decision-Making\",\"Strategic Planning\",\"Strategy Planning\"],\"articleSection\":[\"Strategy Planning\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/\",\"url\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/\",\"name\":\"Data Analytics Strategy Examples in Business Transformation - Cataligent\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#website\"},\"datePublished\":\"2026-04-22T14:10:24+00:00\",\"dateModified\":\"2026-06-17T13:13:03+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/uncategorized\\\/data-analytics-strategy-examples-in-business-transformation\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data Analytics Strategy Examples in Business Transformation\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/\",\"name\":\"https:\\\/\\\/cataligent.in\\\/\",\"description\":\"Strategy Execution Tool for Cost Saving Program\",\"publisher\":{\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#organization\",\"name\":\"Cataligent Project Pvt. Ltd.\",\"url\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/logoColored-1.png\",\"contentUrl\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/logoColored-1.png\",\"width\":296,\"height\":75,\"caption\":\"Cataligent Project Pvt. Ltd.\"},\"image\":{\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/Cataligentstrategyimplementation\\\/\",\"https:\\\/\\\/x.com\\\/cataligentindia\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/cataligentstrategy\\\/\",\"https:\\\/\\\/www.instagram.com\\\/cataligentindia\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/#\\\/schema\\\/person\\\/649c37d6027e076e1e76bd18bac05756\",\"name\":\"cat_admin_usr\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5a61f472589fc237202ca132bc60e152f3e6a99196f2e24dcf2a5f01626f1b4a?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5a61f472589fc237202ca132bc60e152f3e6a99196f2e24dcf2a5f01626f1b4a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5a61f472589fc237202ca132bc60e152f3e6a99196f2e24dcf2a5f01626f1b4a?s=96&d=mm&r=g\",\"caption\":\"cat_admin_usr\"},\"sameAs\":[\"https:\\\/\\\/cataligent.in\\\/blog\"],\"url\":\"https:\\\/\\\/cataligent.in\\\/blog\\\/author\\\/cat_admin_usr\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Data Analytics Strategy Examples in Business Transformation - Cataligent","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/","og_locale":"en_US","og_type":"article","og_title":"Data Analytics Strategy Examples in Business Transformation - Cataligent","og_description":"Data Analytics Strategy Examples in Business Transformation Data analytics strategy examples in business transformation are most useful when they show how data changes execution, not only reporting. Many organizations build dashboards, but still struggle to govern initiatives, validate value, control dependencies, and keep leadership reporting current. The problem is not a lack of charts. The […]","og_url":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/","og_site_name":"Cataligent","article_publisher":"https:\/\/www.facebook.com\/Cataligentstrategyimplementation\/","article_published_time":"2026-04-22T14:10:24+00:00","article_modified_time":"2026-06-17T13:13:03+00:00","author":"cat_admin_usr","twitter_card":"summary_large_image","twitter_creator":"@cataligentindia","twitter_site":"@cataligentindia","twitter_misc":{"Written by":"cat_admin_usr","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/#article","isPartOf":{"@id":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/"},"author":{"name":"cat_admin_usr","@id":"https:\/\/cataligent.in\/blog\/#\/schema\/person\/649c37d6027e076e1e76bd18bac05756"},"headline":"Data Analytics Strategy Examples in Business Transformation","datePublished":"2026-04-22T14:10:24+00:00","dateModified":"2026-06-17T13:13:03+00:00","mainEntityOfPage":{"@id":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/"},"wordCount":1226,"commentCount":0,"publisher":{"@id":"https:\/\/cataligent.in\/blog\/#organization"},"keywords":["Business Strategy","Cost Reduction Strategies","Cost Reduction Strategy","Digital Strategy","Planning","Strategic Decision-Making","Strategic Planning","Strategy Planning"],"articleSection":["Strategy Planning"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/","url":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/","name":"Data Analytics Strategy Examples in Business Transformation - Cataligent","isPartOf":{"@id":"https:\/\/cataligent.in\/blog\/#website"},"datePublished":"2026-04-22T14:10:24+00:00","dateModified":"2026-06-17T13:13:03+00:00","breadcrumb":{"@id":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/cataligent.in\/blog\/uncategorized\/data-analytics-strategy-examples-in-business-transformation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/cataligent.in\/blog\/"},{"@type":"ListItem","position":2,"name":"Data Analytics Strategy Examples in Business Transformation"}]},{"@type":"WebSite","@id":"https:\/\/cataligent.in\/blog\/#website","url":"https:\/\/cataligent.in\/blog\/","name":"https:\/\/cataligent.in\/","description":"Strategy Execution Tool for Cost Saving Program","publisher":{"@id":"https:\/\/cataligent.in\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/cataligent.in\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/cataligent.in\/blog\/#organization","name":"Cataligent Project Pvt. Ltd.","url":"https:\/\/cataligent.in\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/cataligent.in\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/cataligent.in\/blog\/wp-content\/uploads\/2025\/01\/logoColored-1.png","contentUrl":"https:\/\/cataligent.in\/blog\/wp-content\/uploads\/2025\/01\/logoColored-1.png","width":296,"height":75,"caption":"Cataligent Project Pvt. Ltd."},"image":{"@id":"https:\/\/cataligent.in\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/Cataligentstrategyimplementation\/","https:\/\/x.com\/cataligentindia","https:\/\/www.linkedin.com\/company\/cataligentstrategy\/","https:\/\/www.instagram.com\/cataligentindia\/"]},{"@type":"Person","@id":"https:\/\/cataligent.in\/blog\/#\/schema\/person\/649c37d6027e076e1e76bd18bac05756","name":"cat_admin_usr","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/5a61f472589fc237202ca132bc60e152f3e6a99196f2e24dcf2a5f01626f1b4a?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/5a61f472589fc237202ca132bc60e152f3e6a99196f2e24dcf2a5f01626f1b4a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5a61f472589fc237202ca132bc60e152f3e6a99196f2e24dcf2a5f01626f1b4a?s=96&d=mm&r=g","caption":"cat_admin_usr"},"sameAs":["https:\/\/cataligent.in\/blog"],"url":"https:\/\/cataligent.in\/blog\/author\/cat_admin_usr\/"}]}},"_links":{"self":[{"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/posts\/16069","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/comments?post=16069"}],"version-history":[{"count":0,"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/posts\/16069\/revisions"}],"wp:attachment":[{"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/media?parent=16069"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/categories?post=16069"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cataligent.in\/blog\/wp-json\/wp\/v2\/tags?post=16069"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}