{"id":42898,"date":"2024-06-14T12:04:00","date_gmt":"2024-06-14T17:04:00","guid":{"rendered":"https:\/\/assetmanagementprofessionals.org\/?p=42898"},"modified":"2025-11-03T12:05:45","modified_gmt":"2025-11-03T17:05:45","slug":"using-analytics-and-performance-indicators-to-drive-better-budget-decisions","status":"publish","type":"post","link":"https:\/\/assetmanagementprofessionals.org\/es\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/","title":{"rendered":"Using Analytics and Performance Indicators to Drive Better Budget Decisions"},"content":{"rendered":"<h4 class=\"wp-block-heading\"><\/h4>\n\n\n\n<p><em>By Kendra Mock<\/em><br>One of the more interesting perks of working as a reliability engineer, in my opinion, is getting to be part of the capital planning process. It never gets off the ground if you don\u2019t have a complete asset register with relevant datasets, but it tends to be the area where executives will listen to the story your data tells. Working for an organization that has a very large global portfolio of both industrial and office space, I had the opportunity to demonstrate the power of data-driven decisions. Historically, each region in this portfolio received a capital budget based on previous year expenditures\u2014a method that incentivized overspending to maximize next year\u2019s budget and discouraged cost savings. It also encouraged requesting excessive capital projects and often resulted in regions vying against one another for funding in a capital catfight.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Solution<\/h2>\n\n\n\n<p><br>Although capital planning can be a multifaceted process, some of the root concepts are not complex. The first (and longest) step in any good capital planning program is asset validation. Like real estate touts the importance location, capital planning\u2019s greatest value is in asset validation, asset validation, asset validation. Assuming you have a complete asset register with all the relevant details, the equipment then needs to be classified into relevant categories such that you can achieve a level of granularity that will distinguish between significant differences in replacement costs, operating environments, estimated useful life, and risks to business continuity or personal\/environmental safety. From Figure 1, you can see that these pieces of the process are the bulk of the work in setting up a data driven asset replacement program.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" data-src=\"https:\/\/higherlogicdownload.s3.amazonaws.com\/AAMP\/UploadedImages\/tRtZPQsSlqgpS5ZJyMLA_627408658-screenshot-2024-06-12-at-11-51-58-am.png\" alt=\"Figure 1: Timeline of implementation for data analytics dashboard for six major sites\" title=\"Figure 1: Timeline of implementation for data analytics dashboard for six major sites\"\/><noscript><img decoding=\"async\" class=\"lazyload\" src=\"https:\/\/higherlogicdownload.s3.amazonaws.com\/AAMP\/UploadedImages\/tRtZPQsSlqgpS5ZJyMLA_627408658-screenshot-2024-06-12-at-11-51-58-am.png\" alt=\"Figure 1: Timeline of implementation for data analytics dashboard for six major sites\" title=\"Figure 1: Timeline of implementation for data analytics dashboard for six major sites\"\/><\/noscript><\/figure>\n\n\n\n<p><em>Figure 1: Timeline of implementation for data analytics dashboard for six major sites<\/em><em><\/em><\/p>\n\n\n\n<p>Once you have reasonable confidence in your asset register and you have the pertinent data needed to prioritize asset replacement, you can utilize industry standards or historical data to track estimated useful life for the asset types. Combining all these data points together will give you a maintenance backlog, along with risk factors of deferring any asset replacements. A cross-functional group of operations, engineering, and project teams worked together to define the risk categories in Figure 2.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Result<\/h2>\n\n\n\n<p><br>The result of this exercise was a very eye-opening picture of the health of each of their facilities, worldwide. Although capital spending and tribal knowledge had already painted some of this picture, seeing the unbiased data, with measurable cost and objective prioritization indicated a severe imbalance of previous fiscal year investment strategies. The client could now see with data that regions in Asia had been receiving far more capital investment than necessary, and that critical sites in American regions were at high risk of asset failures. We used this data to recommend a baseline investment strategy for each of their regional portfolios, and to build even more data-driven analysis into project requests. We were also able to use the prioritization matrix to safely defer $6,000,000 of projects, as well as reallocate another $4,000,000 to the appropriate project funding.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">About the author: Kendra Mock<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><img decoding=\"async\" class=\"lazyload\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" data-src=\"https:\/\/higherlogicdownload.s3.amazonaws.com\/AAMP\/UploadedImages\/zzL0x15WSoebFPsRcXHn_kendra-T.png\" alt=\" Kendra Mock\" width=\"200\"><noscript><img decoding=\"async\" class=\"lazyload\" src=\"https:\/\/higherlogicdownload.s3.amazonaws.com\/AAMP\/UploadedImages\/zzL0x15WSoebFPsRcXHn_kendra-T.png\" alt=\" Kendra Mock\" width=\"200\"><\/noscript>Kendra is a senior reliability engineer on the Reliability and Asset Management platform within JLL, supporting multiple clients in utilizing the Uptime Elements to create and deploy comprehensive reliability programs. Prior to her role at JLL, she worked in semiconductor manufacturing as a photolithography process engineer beginning in an operations role and was elevated to the role of task force leader in process error reduction, responsible for identifying gaps in business processes, knowledge and training, and high-risk change points, then creating and deploying effective solutions. She also served as an electronics technician in the United States Navy, primarily focused on submarine warfare, global command control systems, and serving as a command training team instructor. Outside of work, she is very active with her family, enjoys salsa dancing, cooking, weightlifting and traveling.<\/td><\/tr><\/tbody><\/table><\/figure>","protected":false},"excerpt":{"rendered":"<p>By Kendra MockOne of the more interesting perks of working as a reliability engineer, in my opinion, is getting to be part of the capital planning process. It never gets&hellip;<\/p>","protected":false},"author":1,"featured_media":42899,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"footnotes":""},"categories":[175],"tags":[],"class_list":["post-42898","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-175","description-off"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Using Analytics and Performance Indicators to Drive Better Budget Decisions - Association of Asset Management Professionals<\/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:\/\/assetmanagementprofessionals.org\/es\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Using Analytics and Performance Indicators to Drive Better Budget Decisions - Association of Asset Management Professionals\" \/>\n<meta property=\"og:description\" content=\"By Kendra MockOne of the more interesting perks of working as a reliability engineer, in my opinion, is getting to be part of the capital planning process. It never gets&hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/assetmanagementprofessionals.org\/es\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/\" \/>\n<meta property=\"og:site_name\" content=\"Association of Asset Management Professionals\" \/>\n<meta property=\"article:published_time\" content=\"2024-06-14T17:04:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-03T17:05:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/11\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"augusto.silva@chtt.com.ec\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"augusto.silva@chtt.com.ec\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/\"},\"author\":{\"name\":\"augusto.silva@chtt.com.ec\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#\\\/schema\\\/person\\\/324d6625819dbda52daf75d71459ea84\"},\"headline\":\"Using Analytics and Performance Indicators to Drive Better Budget Decisions\",\"datePublished\":\"2024-06-14T17:04:00+00:00\",\"dateModified\":\"2025-11-03T17:05:45+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/\"},\"wordCount\":647,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/\",\"url\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/\",\"name\":\"Using Analytics and Performance Indicators to Drive Better Budget Decisions - Association of Asset Management Professionals\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png\",\"datePublished\":\"2024-06-14T17:04:00+00:00\",\"dateModified\":\"2025-11-03T17:05:45+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#primaryimage\",\"url\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png\",\"contentUrl\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png\",\"width\":1200,\"height\":600},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/news-articles\\\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Using Analytics and Performance Indicators to Drive Better Budget Decisions\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#website\",\"url\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/\",\"name\":\"Association of Asset Management Professionals\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#organization\"},\"alternateName\":\"AMP\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#organization\",\"name\":\"Association of Asset Management Professionals\",\"url\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/amp-logo.png\",\"contentUrl\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/amp-logo.png\",\"width\":720,\"height\":226,\"caption\":\"Association of Asset Management Professionals\"},\"image\":{\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/#\\\/schema\\\/person\\\/324d6625819dbda52daf75d71459ea84\",\"name\":\"augusto.silva@chtt.com.ec\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/368b9e2f3647f391025b3e4f152efe02d4e6416b45dfee1457556e9b948cf077?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/368b9e2f3647f391025b3e4f152efe02d4e6416b45dfee1457556e9b948cf077?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/368b9e2f3647f391025b3e4f152efe02d4e6416b45dfee1457556e9b948cf077?s=96&d=mm&r=g\",\"caption\":\"augusto.silva@chtt.com.ec\"},\"sameAs\":[\"https:\\\/\\\/assetmanagementprofessionals.org\"],\"url\":\"https:\\\/\\\/assetmanagementprofessionals.org\\\/es\\\/news-articles\\\/author\\\/augusto-silvachtt-com-ec\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Using Analytics and Performance Indicators to Drive Better Budget Decisions - Association of Asset Management Professionals","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:\/\/assetmanagementprofessionals.org\/es\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/","og_locale":"es_ES","og_type":"article","og_title":"Using Analytics and Performance Indicators to Drive Better Budget Decisions - Association of Asset Management Professionals","og_description":"By Kendra MockOne of the more interesting perks of working as a reliability engineer, in my opinion, is getting to be part of the capital planning process. It never gets&hellip;","og_url":"https:\/\/assetmanagementprofessionals.org\/es\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/","og_site_name":"Association of Asset Management Professionals","article_published_time":"2024-06-14T17:04:00+00:00","article_modified_time":"2025-11-03T17:05:45+00:00","og_image":[{"width":1200,"height":600,"url":"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/11\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png","type":"image\/png"}],"author":"augusto.silva@chtt.com.ec","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"augusto.silva@chtt.com.ec","Tiempo de lectura":"3 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#article","isPartOf":{"@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/"},"author":{"name":"augusto.silva@chtt.com.ec","@id":"https:\/\/assetmanagementprofessionals.org\/#\/schema\/person\/324d6625819dbda52daf75d71459ea84"},"headline":"Using Analytics and Performance Indicators to Drive Better Budget Decisions","datePublished":"2024-06-14T17:04:00+00:00","dateModified":"2025-11-03T17:05:45+00:00","mainEntityOfPage":{"@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/"},"wordCount":647,"commentCount":0,"publisher":{"@id":"https:\/\/assetmanagementprofessionals.org\/#organization"},"image":{"@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#primaryimage"},"thumbnailUrl":"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/11\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png","articleSection":["Articles"],"inLanguage":"es","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/","url":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/","name":"Using Analytics and Performance Indicators to Drive Better Budget Decisions - Association of Asset Management Professionals","isPartOf":{"@id":"https:\/\/assetmanagementprofessionals.org\/#website"},"primaryImageOfPage":{"@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#primaryimage"},"image":{"@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#primaryimage"},"thumbnailUrl":"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/11\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png","datePublished":"2024-06-14T17:04:00+00:00","dateModified":"2025-11-03T17:05:45+00:00","breadcrumb":{"@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#primaryimage","url":"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/11\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png","contentUrl":"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/11\/1f38eaef-9545-4b13-b40a-5a122e41c760-L.png","width":1200,"height":600},{"@type":"BreadcrumbList","@id":"https:\/\/assetmanagementprofessionals.org\/news-articles\/using-analytics-and-performance-indicators-to-drive-better-budget-decisions\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/assetmanagementprofessionals.org\/"},{"@type":"ListItem","position":2,"name":"Using Analytics and Performance Indicators to Drive Better Budget Decisions"}]},{"@type":"WebSite","@id":"https:\/\/assetmanagementprofessionals.org\/#website","url":"https:\/\/assetmanagementprofessionals.org\/","name":"Association of Asset Management Professionals","description":"","publisher":{"@id":"https:\/\/assetmanagementprofessionals.org\/#organization"},"alternateName":"AMP","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/assetmanagementprofessionals.org\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Organization","@id":"https:\/\/assetmanagementprofessionals.org\/#organization","name":"Association of Asset Management Professionals","url":"https:\/\/assetmanagementprofessionals.org\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/assetmanagementprofessionals.org\/#\/schema\/logo\/image\/","url":"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/10\/amp-logo.png","contentUrl":"https:\/\/assetmanagementprofessionals.org\/wp-content\/uploads\/2025\/10\/amp-logo.png","width":720,"height":226,"caption":"Association of Asset Management Professionals"},"image":{"@id":"https:\/\/assetmanagementprofessionals.org\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/assetmanagementprofessionals.org\/#\/schema\/person\/324d6625819dbda52daf75d71459ea84","name":"augusto.silva@chtt.com.ec","image":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/secure.gravatar.com\/avatar\/368b9e2f3647f391025b3e4f152efe02d4e6416b45dfee1457556e9b948cf077?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/368b9e2f3647f391025b3e4f152efe02d4e6416b45dfee1457556e9b948cf077?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/368b9e2f3647f391025b3e4f152efe02d4e6416b45dfee1457556e9b948cf077?s=96&d=mm&r=g","caption":"augusto.silva@chtt.com.ec"},"sameAs":["https:\/\/assetmanagementprofessionals.org"],"url":"https:\/\/assetmanagementprofessionals.org\/es\/news-articles\/author\/augusto-silvachtt-com-ec\/"}]}},"_links":{"self":[{"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/posts\/42898","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/comments?post=42898"}],"version-history":[{"count":1,"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/posts\/42898\/revisions"}],"predecessor-version":[{"id":42900,"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/posts\/42898\/revisions\/42900"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/media\/42899"}],"wp:attachment":[{"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/media?parent=42898"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/categories?post=42898"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/assetmanagementprofessionals.org\/es\/wp-json\/wp\/v2\/tags?post=42898"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}