{"id":9734,"date":"2020-09-18T06:52:58","date_gmt":"2020-09-18T06:52:58","guid":{"rendered":"https:\/\/www.experfy.com\/blog\/?p=9734"},"modified":"2023-11-06T17:12:31","modified_gmt":"2023-11-06T17:12:31","slug":"why-your-startup-needs-data-science-to-survive-this-crisis","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/bigdata-cloud\/why-your-startup-needs-data-science-to-survive-this-crisis\/","title":{"rendered":"Why your Startup Needs Data Science to Survive this Crisis"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9734\" class=\"elementor elementor-9734\" 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-7b4a3502 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7b4a3502\" 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-10eba288\" data-id=\"10eba288\" 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-eae5cac elementor-widget elementor-widget-heading\" data-id=\"eae5cac\" 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<h4 class=\"elementor-heading-title elementor-size-default\"><strong>COVID-19 has impacted every business. Here\u2019s how data can help you come out stronger and\u00a0thrive<\/strong><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-224fa0a elementor-widget elementor-widget-text-editor\" data-id=\"224fa0a\" 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\n<p>The spread of coronavirus is delivering a massive blow to the global economy. The lockdown and work from home restrictions have forced thousands of startups to halt expansion plans, cancel services, and announce layoffs.\u00a0<\/p>\n\n\n\n<p>The virus is also having an impact on startup funding and deal activity, with seed-stage deals taking a\u00a0<a href=\"https:\/\/www.cbinsights.com\/research\/coronavirus-seed-stage-startup-impact\/\" target=\"_blank\" rel=\"noreferrer noopener\">serious blow<\/a>\u00a0this quarter. It\u2019s clear that the startup community is now facing and will continue to confront an existential crisis in the months to come.<\/p>\n\n\n\n<p>To stay in business, founders are looking for ways to maintain liquidity, better understand their demand-supply situation, identify operational efficiencies with a remote workforce, and scout for opportunities to pivot.\u00a0<\/p>\n\n\n\n<p>If data is the lifeblood of every business, it\u2019s all the more critical for startups looking to weather a downturn. Here\u2019s how startups can use data and analytics to power through the current crisis.<\/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-fda65e2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fda65e2\" 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-0ceb995\" data-id=\"0ceb995\" 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-77c6038 elementor-widget elementor-widget-heading\" data-id=\"77c6038\" 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\">1.\u00a0<strong><em>Data shows how your customer\u2019s buying patterns are changing<\/em><\/strong><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8edb5cf elementor-widget elementor-widget-text-editor\" data-id=\"8edb5cf\" 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>McKinsey found that American consumers are drastically\u00a0<a href=\"https:\/\/www.mckinsey.com\/business-functions\/marketing-and-sales\/our-insights\/survey-us-consumer-sentiment-during-the-coronavirus-crisis\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">changing<\/a>\u00a0their spending and behavior, despite expressing optimism about the economy. The survey found that 43% of the people are delaying purchases due to the uncertainty.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Even as spending shifts to household essentials and remote channels in the short-term, consumer behavior is expected to be permanently reshaped toward online consumption. Startups must keep their finger on the pulse of changing consumer sentiment.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>While market research reports and surveys share useful insights, they are lag indicators, at best. Look for alternate public data sources that can give you live or early signals. For example, Kinsa Health found that digital thermometer readings from their online-enabled devices provided\u00a0<a href=\"https:\/\/www.nytimes.com\/2020\/03\/30\/health\/coronavirus-restrictions-fevers.html\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">insight<\/a>\u00a0into the progression of COVID-19 across cities.<\/p>\n<!-- \/wp:paragraph -->\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-157c311 elementor-widget elementor-widget-text-editor\" data-id=\"157c311\" 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><!-- wp:paragraph {\"align\":\"center\"} --><\/p>\n<p class=\"has-text-align-center\"><span style=\"font-size: 19px;\">OpenTable, an online restaurant aggregator,\u00a0<\/span><a style=\"font-size: 19px;\" href=\"https:\/\/www.latimes.com\/food\/story\/2020-03-14\/restaurant-reservations-coronavirus-decline\" target=\"_blank\" rel=\"noreferrer noopener\">published<\/a><span style=\"font-size: 19px;\">\u00a0data that gave early indications of the falling demand for dine-in bookings. Public search queries on Google reveal insights on what millions of consumers want in a geographical area, right now.<\/span><\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>For example, most people in the United States want to know when Disney will reopen and how soon the Nintendo Switch will be in stock. Apart from the availability of toilet paper, they are equally worried about\u00a0<a href=\"https:\/\/www.express.co.uk\/entertainment\/gaming\/1258197\/Roblox-shutting-down-is-Roblox-shutting-down\" target=\"_blank\" rel=\"noreferrer noopener\">Roblox<\/a>\u00a0permanently shutting down.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\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-bbc865b elementor-widget elementor-widget-heading\" data-id=\"bbc865b\" 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\"><strong><em>Data helps you understand how your workforce is coping with the crisis<\/em><\/strong><\/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-501ce38 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"501ce38\" 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-45eb7ab\" data-id=\"45eb7ab\" 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-0f07ccd elementor-widget elementor-widget-text-editor\" data-id=\"0f07ccd\" 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<!-- wp:paragraph -->\n<p>As employees are instructed to work from home, millions of people are thrown into a work environment they\u2019re not used to, with pressures they didn\u2019t have before. While interruptions and technology challenges are short-term irritants, the biggest\u00a0<a href=\"https:\/\/www.forbes.com\/sites\/onemind\/2020\/03\/17\/when-home-becomes-the-workplace-mental-health-and-remote-work\/#435a4c731760\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">mental health risks<\/a>\u00a0are due to isolation and burnout.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>In times of uncertainty like these, data can help companies understand how their workforce is coping with the crisis. Rather than wait for employee surveys or traditional modes of feedback, natural language can provide\u00a0<a href=\"https:\/\/qz.com\/work\/1709790\/work-email-holds-clues-to-your-mental-health\/\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">vital clues<\/a>\u00a0to employee wellbeing.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>James W. Pennebaker, a social psychologist at the University of Texas at Austin\u00a0<a href=\"https:\/\/www.youtube.com\/watch?time_continue=419&amp;v=PGsQwAu3PzU\" target=\"_blank\" rel=\"noreferrer noopener\">found<\/a>\u00a0that the passive parts of our speech reflect our mental state. For example, people who are less happy tend to use personal pronouns more, that is, \u201cI\u201d or \u201cme\u201d instead of \u201che\u201d or \u201cshe.\u201dhttps:\/\/www.linkedin.com\/embeds\/publishingEmbed.html?articleId=6932063732916984309<\/p>\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-9bfb41c elementor-widget elementor-widget-text-editor\" data-id=\"9bfb41c\" 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<!-- wp:paragraph -->\n<p>StatusToday has built an AI\u00a0<a href=\"https:\/\/www.statustoday.com\/\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">solution<\/a>\u00a0that connects to the email, chat and communication systems of companies to identify if employees are on the verge of burnout. Needless to say, there is a thin line between invasion of privacy and insights that can ensure workforce wellbeing. Organizations need to take their team into confidence and be transparent about how the insights will be used to avoid adding the additional stress of being monitored.<\/p>\n<!-- \/wp:paragraph -->\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-a1570c6 elementor-widget elementor-widget-heading\" data-id=\"a1570c6\" 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\">3.\u00a0<strong><em>Data helps you drive efficiencies and adapt your business offerings<\/em><\/strong><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d78765d elementor-widget elementor-widget-text-editor\" data-id=\"d78765d\" 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<!-- wp:paragraph -->\n<p>The COVID-19 crisis has hit every industry, without exception. However, there are certain sectors such as aerospace, travel, insurance, and oil and gas that\u00a0<a href=\"https:\/\/www.mckinsey.com\/business-functions\/risk\/our-insights\/covid-19-implications-for-business\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">may not rebound<\/a>\u00a0until 2021. Among the impacted sectors, there is considerable variation based on the offering, business model and channels of sale and consumption.<\/p>\n<!-- \/wp:paragraph -->\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-d6147b4 elementor-widget elementor-widget-text-editor\" data-id=\"d6147b4\" 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><!-- wp:paragraph {\"align\":\"center\"} --><\/p>\n<p class=\"has-text-align-center\"><span style=\"font-size: 19px;\">Data can help drive efficiencies in your business in the face of uncertainty. Ladley and Redman\u00a0<\/span><a style=\"font-size: 19px;\" href=\"https:\/\/hbr.org\/2020\/03\/use-data-to-accelerate-your-business-strategy\" target=\"_blank\" rel=\"noreferrer noopener\">suggest<\/a><span style=\"font-size: 19px;\">\u00a0the use of structured problem-solving by employing six data value modes.<\/span><\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>These value modes are scenarios that cover the most critical aspects of the business value chain \u2014 product enrichment, market intelligence, competitive position, human capabilities, process improvement and risk management.\u00a0This framework lets you identify the potential and limitations of data for your business by driving the right conversations with stakeholders<\/p>\n<p><!-- \/wp:paragraph --><\/p>\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-280ad45 elementor-widget elementor-widget-text-editor\" data-id=\"280ad45\" 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<!-- wp:paragraph -->\n<p>For example, when a regional bank lost many of its high-wealth clients, it turned to the data value modes. By systematically collecting data and analyzing them, the bank found that clients were unhappy with their transaction execution and reporting. By investigating two of the value modes, the bank rolled out process improvements that led to market share recovery.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>What if your business offerings need a fundamental change to tide over the current crisis? That\u2019s another area where data can come to your aid. Amidst the current economic gloom, there are companies that have retained customers or acquired new ones by adapting their business model. With a strong uptick in consumption-at-home, companies are experimenting with a rapid adoption of online channels.\u00a0<\/p>\n<!-- \/wp:paragraph -->\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-86392cf elementor-widget elementor-widget-text-editor\" data-id=\"86392cf\" 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><!-- wp:paragraph {\"align\":\"center\"} --><\/p>\n<p class=\"has-text-align-center\"><span style=\"font-size: 19px;\">For example, fitness studios and gyms are\u00a0<\/span><a style=\"font-size: 19px;\" href=\"https:\/\/www.cnn.com\/2020\/04\/01\/business\/fitness-studios-coronavirus\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">battling<\/a><span style=\"font-size: 19px;\">\u00a0to stay relevant by going digital. Businesses such as these are built with a traditional on-premise model, and they need new capabilities to engage and retain customers remotely. They must learn to embrace data and use analytics to gauge\u00a0<\/span><a style=\"font-size: 19px;\" href=\"https:\/\/insidebigdata.com\/2019\/03\/20\/how-ai-can-transform-customer-experience-by-listening-better-to-the-voice-of-customers\/\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">customer experience<\/a><span style=\"font-size: 19px;\">\u00a0and improve online engagement levels.<\/span><\/p>\n<p><!-- \/wp:paragraph --><\/p>\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-a1a45a1 elementor-widget elementor-widget-text-editor\" data-id=\"a1a45a1\" 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<!-- wp:paragraph -->\n<p>Startups can take lessons from digital native companies like Netflix, which built its business around\u00a0<a href=\"https:\/\/neilpatel.com\/blog\/how-netflix-uses-analytics\/\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"broken_link\">user analytics<\/a>. Netflix has been strengthening its leadership position with continuous digital innovation. Recently, it rolled out\u00a0<a href=\"https:\/\/www.netflixparty.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Netflix Party<\/a>, a fun way to watch movies together, amidst social distancing, to make up for lost movie nights with friends.<\/p>\n<!-- \/wp:paragraph -->\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-a53d370 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a53d370\" 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-67dee75\" data-id=\"67dee75\" 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-115fc9a elementor-widget elementor-widget-heading\" data-id=\"115fc9a\" 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\"><strong><em>Adopt a data-driven approach to come out stronger from the\u00a0crisis<\/em><\/strong><\/h2>\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-fed1352 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fed1352\" 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-afd94d2\" data-id=\"afd94d2\" 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-98e6c17 elementor-widget elementor-widget-text-editor\" data-id=\"98e6c17\" 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>As you assess and respond to the changing business priorities, combine internal data insights with the intelligence from public data sources.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Tap into digital tools and inferred signals to support and empower your teams. Use the six data value modes framework to define how data can help adapt your business strategy. For the best outcome from data initiatives, ensure you have a balanced\u00a0<a href=\"https:\/\/techhq.com\/2019\/12\/a-complete-data-science-team-requires-more-than-just-data-scientists\/\" target=\"_blank\" rel=\"noreferrer noopener\">data science team<\/a>\u00a0and promote collaboration with the business stakeholders.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:quote {\"align\":\"center\"} -->\n<blockquote class=\"wp-block-quote has-text-align-center\">\n<p>It is not the strongest of the species that survive, nor the most intelligent. It is the one that is most adaptable to change.<\/p>\n<\/blockquote>\n<!-- \/wp:quote -->\n\n<!-- wp:paragraph -->\n<p>Charles Darwin\u2019s theory of evolution holds a critical lesson for companies looking to weather this crisis. It is not the strongest of the species that survive, nor the most intelligent. It is the one that is most adaptable to change. Founders who are quick enough to use the insights from data to respond, adapt and evolve their startups will come out stronger.<\/p>\n<!-- \/wp:paragraph -->\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>If data is the lifeblood of every business, it\u2019s all the more critical for startups looking to weather a downturn. Here\u2019s how startups can use data and analytics to power through the current crisis. <\/p>\n","protected":false},"author":315,"featured_media":9730,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[187],"tags":[94,472],"ppma_author":[1994],"class_list":["post-9734","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bigdata-cloud","tag-data-science","tag-startups"],"authors":[{"term_id":1994,"user_id":315,"is_guest":0,"slug":"ganes-kesari","display_name":"Ganes Kesari","avatar_url":"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2021\/05\/Ganes_Kesari-150x150.jpeg","user_url":"http:\/\/gramener.com","last_name":"Kesari","first_name":"Ganes","job_title":"","description":"Ganes Kesari is the Co-founder and Chief Decision Scientist at <a href=\"https:\/\/gramener.com\/\">Gramener<\/a>, a data science company that helps organizations present data insights as stories. He advises executives on data-driven leadership and helps organizations adopt a culture of data for decision-making. He is a TEDx speaker and Contributor to Forbes and Entrepreneur. Find his latest work <a href=\"https:\/\/gkesari.com\/\">here<\/a> and reach out to him on  <a href=\"https:\/\/www.linkedin.com\/in\/gkesari\/\">LinkedIn<\/a>, where he shares insights regularly."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/9734","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\/315"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=9734"}],"version-history":[{"count":5,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/9734\/revisions"}],"predecessor-version":[{"id":33916,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/9734\/revisions\/33916"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/9730"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=9734"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=9734"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=9734"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=9734"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}