{"id":640,"date":"2018-04-02T02:48:07","date_gmt":"2018-04-01T23:48:07","guid":{"rendered":"http:\/\/kusuaks7\/?p=245"},"modified":"2025-08-21T12:35:23","modified_gmt":"2025-08-21T12:35:23","slug":"how-data-science-is-enabling-better-decision-making","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/bigdata-cloud\/how-data-science-is-enabling-better-decision-making\/","title":{"rendered":"How Data Science Is Enabling Better Decision-making"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"640\" class=\"elementor elementor-640\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7f4b062d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f4b062d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-25364d77\" data-id=\"25364d77\" 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-377a1afc elementor-widget elementor-widget-text-editor\" data-id=\"377a1afc\" 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<strong><em>Ready to learn Data Science? <a href=\"https:\/\/www.experfy.com\/training\/courses\">Browse courses<\/a>\u00a0like\u00a0<a href=\"https:\/\/www.experfy.com\/training\/tracks\/data-science-training-certification\">Data Science Training and Certification<\/a> developed by industry thought leaders and Experfy in Harvard Innovation Lab.<\/em><\/strong>\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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7dfa585 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7dfa585\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dd31f85\" data-id=\"dd31f85\" 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-5ffcc89 elementor-widget elementor-widget-image\" data-id=\"5ffcc89\" 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:\/\/cdn-images-1.medium.com\/max\/1600\/1*PfJ8KSmwCoh2pbnFn1XZAA.jpeg\" alt=\"\" \/>\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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-c7363d7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c7363d7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3ce5355\" data-id=\"3ce5355\" 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-f623040 elementor-widget elementor-widget-text-editor\" data-id=\"f623040\" 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 id=\"152b\">Good decision-making is key to companies and institutions running efficiently and overcoming unforeseeable obstacles. With the help of\u00a0<a href=\"https:\/\/indatalabs.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-href=\"https:\/\/indatalabs.com\/\" data->data science companies<\/a>, decision makers are now able to make better-informed choices than in the past by shaping and filtering the data their organizations have collected. By using this data, they are able to formulate predictions of the future based on what would happen if they decided to take their organization in a brand new direction, for example, or how they would rebuild themselves after a financial disaster, among a variety of other things.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b7207c6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b7207c6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-21e2602\" data-id=\"21e2602\" 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-8acd751 elementor-widget elementor-widget-text-editor\" data-id=\"8acd751\" 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 id=\"8fc1\">It should be mentioned, however, that having data science alone is not always enough. As Irina Peregud, of InData Labs,\u00a0<a href=\"https:\/\/indatalabs.com\/blog\/data-science\/using-data-science-grow-business\" target=\"_blank\" rel=\"noopener noreferrer\" data-href=\"https:\/\/indatalabs.com\/blog\/data-science\/using-data-science-grow-business\" data->explains<\/a>: \u201cData scientists analyze data to find insights but it\u2019s the job of product managers and business leaders to tell them what to look for.\u201d Essentially, business leaders and heads of governmental institutions need to know what the problem is before they send in their data science troops to try and solve it. Data scientists are able to dig up masses of information but it\u2019s worth nothing unless they are led by someone who understands the setting in which they are working \u2014 a leader with industry experience. Goals need to be clearly set before data scientists are able to theorize ways to reach them.<\/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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4e3c73a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e3c73a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5747fe3\" data-id=\"5747fe3\" 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-27b6718 elementor-widget elementor-widget-heading\" data-id=\"27b6718\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3 id=\"cf73\"><strong>Automatization<\/strong><\/h3><\/h3>\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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e62c563 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e62c563\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3e41ab7\" data-id=\"3e41ab7\" 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-9ad500a elementor-widget elementor-widget-text-editor\" data-id=\"9ad500a\" 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 id=\"4d13\">Building automated response systems is often seen as an end goal for many business leaders seeking to invest in data science. Many small decisions can be automated with ease when the right data is collected and utilized. For example, many banks that grant loans have for many years now been using credit scoring systems to predict their clients \u2018credit-worthiness\u2019, however, now, with the aid of data science, they are able to do this with a much higher degree of accuracy, which has relieved their employees of some the decision-making process, lowered the possibility of not getting a return on their loans if the customer was not \u2018worthy\u2019, and also sped up the process as well.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-53eb02a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53eb02a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-93b075a\" data-id=\"93b075a\" 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-22d950d elementor-widget elementor-widget-text-editor\" data-id=\"22d950d\" 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 id=\"1743\">On top of that, data science is also able to help automate much more complicated decision-making processes, with the ability to provide numerous solid directions to choose from with data as evidence for those possibilities. Using data science, it is possible to forecast the impacts of decisions that are yet to even be made. There are many examples of this, but perhaps some of the best known are of companies on the brink of collapse that placed their trust in data science and were saved by remodeling their company based on what the data told them would work, such as\u00a0<a href=\"https:\/\/blog.udacity.com\/2014\/12\/4-times-data-science-saved-day_3.html\" target=\"_blank\" rel=\"noopener noreferrer\" data-href=\"https:\/\/blog.udacity.com\/2014\/12\/4-times-data-science-saved-day_3.html\" data->Dunkin\u2019 Donuts<\/a>\u00a0and\u00a0<a href=\"https:\/\/www.daymon.com\/press-releases-and-in-the-news\/how-timberland-used-customer-data-to-reboot-its-brand\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">Timberland<\/a>. The former, invested in a loyalty system and the latter invested in identifying it\u2019s ideal customer. Having the data to back big decisions such as these, allows decision makers to feel more confident in what they are doing and invest more in the idea financially as well as psychologically.<\/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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-174cc65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"174cc65\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-08325e6\" data-id=\"08325e6\" 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-71fed92 elementor-widget elementor-widget-heading\" data-id=\"71fed92\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3 id=\"4824\"><strong>Healthcare and Insurance<\/strong><\/h3><\/h3>\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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-fa26096 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fa26096\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-54632d7\" data-id=\"54632d7\" 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-f5f8fbc elementor-widget elementor-widget-text-editor\" data-id=\"f5f8fbc\" 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 id=\"cc4c\">Healthcare is another where area data science has shown to be highly beneficial for decision-making in a variety of sectors. Obviously providing adequate treatment is the number one priority. Many healthcare providers now are moving towards evidence-based medicine, which when used in conjunction with data science, enables physicians to provide patients with a more personalized experience by accessing a larger pool of sources before making a decision on treatment.<\/p>\n<p id=\"9f5d\">Health and life insurance are other areas of healthcare that benefit significantly from data science. Similar to how banks grant loans based on a \u2018credit-worthiness\u2019 score as mentioned above, health and life insurers are able to develop \u2018well-being\u2019 scores. To develop such a score can involve the collection of data from a large number of places, including social media, financial transactions, and even body sensors. This can also be seen throughout the insurance industry as a whole. In fact, as Datafloq\u00a0<a href=\"https:\/\/datafloq.com\/read\/four-big-ways-big-data-changing-insurance-industry\/1023\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">explains<\/a>: \u201cInsurance companies rely on growing their number of customers by adapting insurance policies for each individual customer\u201d. By using data science, insurers are able to grant more personalized insurance schemes that work for both the customer and the insurer. This makes the decision-making process easier as it is no longer a question of insurers saying \u2018yes\u2019 or \u2018no\u2019 to customers, but about questioning the terms that will work for both parties involved.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-71d3308 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71d3308\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5cf7f8c\" data-id=\"5cf7f8c\" 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-5a047da elementor-widget elementor-widget-heading\" data-id=\"5a047da\" 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<h3 class=\"elementor-heading-title elementor-size-default\"><h3 id=\"0d0f\"><strong>Smoother Operations<\/strong><\/h3><\/h3>\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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2d98828 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2d98828\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-07b214b\" data-id=\"07b214b\" 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-ee3b2f8 elementor-widget elementor-widget-text-editor\" data-id=\"ee3b2f8\" 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 id=\"1518\">Data science is also well-known to those that aim to improve operational standards, too. By applying data science to operational procedures, decision makers are able to implement changes much more efficiently and monitor if they are successful or not much more closely through trial and error. Such methods can be applied to hiring and firing employees by collecting and measuring data to see who fits the job best, as well as measuring performance targets to see who really deserves to get promoted. On top of this, it helps employers see where work is really needed and where it can be cut.<\/p>\n<p id=\"b56c\">William Edwards Deming once said: \u201cIn God we trust. All others must bring data.\u201d Though he passed away more than 24 years ago, his words now hold more truth today than when they were spoken. With the aid of data science, decision makers \u2014 whatever industry they may be in \u2014 can make much more precise choices than ever before. Or, in some situations, wipe out the whole decision-making process by automating it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-09f85c5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"09f85c5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3c819b6\" data-id=\"3c819b6\" 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-eda1410 elementor-widget elementor-widget-text-editor\" data-id=\"eda1410\" 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 id=\"2739\">By harnessing data science to its full potential, top-ranking decision makers in all industries, not only make better-informed decisions but make them with clearer predictions of the future. With that advantage on their side, they are able to stabilize businesses that have not always had a clear vision and save businesses that are on the brink of collapse.<\/p>\n<p id=\"168c\">However, it should be mentioned again that data science is only an advantage when decision makers know there is a problem to be solved and can give the data scientists under their leadership goals to aim for. Once goals have been established, data scientists can work their magic and theorize how to fix it. Data science alone is not an advantage for decision-making, data science combined with good leadership is.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/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>By harnessing data science to its full potential, top-ranking decision makers in all industries, not only make better-informed decisions but make them with clearer predictions of the future. With that advantage on their side, they are able to stabilize businesses that have not always had a clear vision and save businesses that are on the brink of collapse. Once goals have been established, data scientists can work their magic and theorize how to fix it. Data science alone is not an advantage for decision-making, data science combined with good leadership is.<\/p>\n","protected":false},"author":264,"featured_media":3447,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[187],"tags":[94],"ppma_author":[1796],"class_list":["post-640","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bigdata-cloud","tag-data-science"],"authors":[{"term_id":1796,"user_id":264,"is_guest":0,"slug":"sophia-brooke","display_name":"Sophia Brooke","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","user_url":"","last_name":"Brooke","first_name":"Sophia","job_title":"","description":"Sophia Brooke&nbsp;has over 3 years experience as a technology journalist; writing on subjects such as science &amp; innovation, big data, the Internet of Things (IoT), robotics &amp; AI for a range of publications."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/640","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/264"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=640"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/640\/revisions"}],"predecessor-version":[{"id":38046,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/640\/revisions\/38046"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/3447"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=640"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}