{"id":28847,"date":"2024-03-14T11:27:19","date_gmt":"2024-03-14T10:27:19","guid":{"rendered":"https:\/\/stage-fp.webenv.pl\/blog\/?p=28847"},"modified":"2024-07-04T14:59:29","modified_gmt":"2024-07-04T12:59:29","slug":"how-nlp-is-transforming-finance-fintech-and-banking","status":"publish","type":"post","link":"https:\/\/www.future-processing.com\/blog\/how-nlp-is-transforming-finance-fintech-and-banking\/","title":{"rendered":"How is NLP transforming finance, FinTech, and banking?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><br>The rise of Natural Language Processing in financial institutions<\/h2>\n\n\n\n<p>Before we dive into the world of finance, let&#8217;s look at what <a href=\"https:\/\/www.future-processing.com\/blog\/how-is-natural-language-processing-nlp-used-in-business\/\">Natural Language Processing<\/a> actually is.<\/p>\n\n\n\n<p>In short, <strong>Natural Language Processing (or NLP) means the ability of computers to understand, interpret and generate human-like language, both written and spoken.<\/strong><\/p>\n\n\n\n<p>It is designed to <strong>understand the meaning of our languages as well as sentiment and intent of particular words,<\/strong> all thanks to a complicated combination of rule-based modelling of human language with machine learning and statistical models. Apart from communication with people, it also allows to turn unstructured data into databases.<\/p>\n\n\n\n<p>Recent years saw an unprecedented rise of Natural Language Processing in all industries, driven by advancements in technology and a growing understanding of the benefits it brings.<\/p>\n\n\n\n<p>Today, it is used in <strong>automated customer service and support, in sentiment analysis, fraud detection, data analysis <\/strong>and <strong>risk management,<\/strong> to name just a few of <a href=\"https:\/\/www.future-processing.com\/blog\/nlp-techniques-key-methods-that-will-improve-your-analysis\/\">a huge amount of its use cases<\/a>.<\/p>\n\n\n    <div class=\"o-icon-box__wrapper\">\n        <div class=\"o-icon-box o-icon-box--big o-icon-box--italics m-cool-gray-light\">\n            <div class=\"o-icon-box__text f-headline-extra-big\">\n                In all those areas it allows businesses to improve their operations and efficiency.            <\/div>\n        <\/div>\n    <\/div>\n\n\n\n<p>Finance and banking is one of the industries that heavily rely both on data and on their customers. As such, it is a perfect world for the use of NLP.<\/p>\n\n\n\n<p>The insurance industry also greatly benefits from this technology &#8211; read more about it here: <em><a href=\"https:\/\/www.future-processing.com\/blog\/nlp-in-the-insurance-industry\/\">NLP in the insurance industry: top 5 use cases and benefits<\/a><\/em>.<\/p>\n\n\n\n<p>Thanks to NLP, <strong>financial institutions can handle and analyse vast amounts of unstructured data <\/strong>and <strong>provide the best customer service.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><br>The convergence of NLP and finance services: use cases<\/h2>\n\n\n\n<p>Such a union between NLP and the financial world has led to a great number of innovative solutions. <strong>They all enhance efficiency, customer experience and decision making processes within the whole industry.<\/strong><\/p>\n\n\n    <div class=\"b-image js-lightbox\">\n        <figure class=\"b-image__figure\">\n            <a\n                href=\"NLP_use.jpg\"\n                class=\"js-lightbox__trigger\"\n                aria-haspopup=\"dialog\"\n                data-elementor-open-lightbox=\"no\"\n            >\n                <img fetchpriority=\"high\" decoding=\"async\" width=\"960\" height=\"1219\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use.jpg\" class=\"attachment-full size-full\" alt=\"NLP use in banking fintech and finance\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use.jpg 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-236x300.jpg 236w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-806x1024.jpg 806w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-768x975.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-315x400.jpg 315w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/>            <\/a>\n                            <figcaption class=\"b-image__caption f-paragraph\">Examples of how NLP is being used in the world of finance and banks<\/figcaption>\n                    <\/figure>\n        <div\n    class=\"js-lightbox__dialog o-lightbox\"\n    role=\"dialog\"\n    aria-modal=\"true\"\n    aria-hidden=\"true\"\n    tabindex=\"-1\"\n>\n    <div class=\"o-lightbox__dialog\">\n        <div class=\"o-lightbox__content js-lightbox__content\" role=\"document\">\n            <button\n                class=\"o-button o-button--xs o-button--dark o-button--icon-right o-button--tertiary o-lightbox__close js-lightbox__close m-gradient-brand\"\n            >\n                Close picture                <svg class='o-icon o-icon--16 o-icon--timescircle '>\n            <use xlink:href='#icon-16_times-circle'><\/use>\n          <\/svg>            <\/button>\n                                            <figure class=\"o-lightbox__image is-active\">\n                    <img fetchpriority=\"high\" decoding=\"async\" width=\"960\" height=\"1219\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use.jpg\" class=\"attachment-full size-full\" alt=\"NLP use in banking fintech and finance\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use.jpg 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-236x300.jpg 236w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-806x1024.jpg 806w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-768x975.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/03\/NLP_use-315x400.jpg 315w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/>                                            <figcaption\n                            class=\"o-lightbox__caption f-paragraph\">Examples of how NLP is being used in the world of finance and banks<\/figcaption>\n                                    <\/figure>\n                    <\/div>\n    <\/div>\n<\/div>\n    <\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Workflow automation<\/h3>\n\n\n\n<p>NLP has a significant impact on the workflow automation within the financial industry. <strong>It contributes to the document processing and data entry and <a href=\"https:\/\/www.future-processing.com\/blog\/data-validation\/\">data validation<\/a>, reducing manual effort and minimising errors.<\/strong><\/p>\n\n\n\n<p>It also helps in<strong> customer onboarding<\/strong> by analysing customer conditions and extracting relevant information, which <strong>improve accuracy in identity verification.<\/strong><\/p>\n\n\n\n<p>It can also be used in <strong>automated report generations, market analysis and communication analysis, as well as in fraud detection.<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Chatbots and virtual assistants<\/h3>\n\n\n\n<p>One of the most common NLP use cases are NLP-powered chatbots and virtual assistants providing continued customer service.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"960\" height=\"438\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/speech_recognition.jpg\" alt=\"Steps in the speech recognition process\" class=\"wp-image-26513\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/speech_recognition.jpg 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/speech_recognition-300x137.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/speech_recognition-768x350.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/speech_recognition-877x400.jpg 877w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption class=\"wp-element-caption\"><em>Steps in the speech recognition process<\/em><\/figcaption><\/figure>\n\n\n\n<p>They allow<strong> 24\/7 customer support, answer routine queries, assist with simple inquires <\/strong>and <strong>streamline customer processes.<\/strong><\/p>\n\n\n\n<p>Thanks to the introduction of chatbots customers have a continuous access to a source of answers to their questions. What&#8217;s more, <strong>because of the advancements in technology, chatbots are increasingly more able to engage in natural conversations, allowing customers to feel more taken care of.<\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><a href=\"https:\/\/www.future-processing.com\/case-studies\/cancer-central\/?utm_source=internal&amp;utm_medium=banner&amp;utm_campaign=baner34\"><img decoding=\"async\" width=\"780\" height=\"275\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/16.jpg\" alt=\"\" class=\"wp-image-27825\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/16.jpg 780w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/16-300x106.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/16-768x271.jpg 768w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/><\/a><\/figure>\n\n\n\n<p>Find out more about the applications of new technologies in business here:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/how-do-nlp-and-idp-address-business-challenges\/\">How do NLP and IDP address business challenges?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/things-artificial-intelligence-can-do-for-your-business\/\">What problems can AI solve in business?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/the-future-of-natural-language-processing\/\">The future of Natural Language Processing<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Fraud prevention<\/h3>\n\n\n\n<p>NLP is often employed to <strong>analyse patterns and detect anomalies indicative of fraudulent activities.<\/strong> <\/p>\n\n\n\n<p>Thanks to this, <strong>financial firms can enhance security by quickly identifying and preventing potential fraudulent transactions<\/strong>, effectively protecting both customer and themselves.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Credit scoring and automated financial advisories<\/h3>\n\n\n\n<p>Natural Language Processing has been increasingly integrated into credit scoring and automated financial advisories by <strong>analysing non-traditional data sources, <\/strong>such as social media, emails, and online activity, to gather additional information for assessing creditworthiness.<\/p>\n\n\n\n<p>It is also used for <strong>analysing sentiment <\/strong>from textual data to understand the borrower&#8217;s attitude, financial behaviour, and overall credit risk.<\/p>\n\n\n\n<p>What&#8217;s more, <strong>NLP algorithms can analyse customer data, preferences, and financial goals to generate personalised investment and financial planning recommendations.<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Voice recognition<\/h3>\n\n\n\n<p>Voice recognition technology allows financial sector to <strong>interact with users through spoken language,<\/strong> offering a more convenient and secure means of communication.<\/p>\n\n\n\n<p>Biometric authentication of customers during phone-based transactions or interactions with customer support <strong>enhances security <\/strong>and <strong>streamlines authentication processes,<\/strong> while voice-activated banking enables users to perform banking transactions, check account balances, and carry out various financial activities through voice commands.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Sentiment analysis<\/h3>\n\n\n\n<p>Financial services industry often employs NLP to <strong>analyse new articles, social media <\/strong>and <strong>other textual data to gauge market sentiment.<\/strong> Such information can be valuable for making investment decisions as well was for managing risks.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Document classification and streamlining<\/h3>\n\n\n\n<p>A great example of use of NLP in finance is document classification. Financial professionals deal with a huge amount of documents, ranging from regulatory filings and contracts to research reports and internal communications.<\/p>\n\n\n\n<p>NLP algorithms are employed to <strong>automatically categorise <\/strong>and<strong> classify<\/strong> these documents based on their content, helping streamline document management workflows.<\/p>\n\n\n\n<p>When it comes to streamlining documents, NLP algorithms are applied to <strong>extract <\/strong>and <strong>summarise key information from unstructured text, <\/strong>which <strong>saves time <\/strong>and <strong>reduces the risk on manual errors<\/strong> associated with data extraction.<\/p>\n\n\n<div class=\"b-hubspot-form o-contact-form__wrapper\">\n            <h3 class=\"o-contact-form__header f-headline-semi-large f-line\">We have developed a platform handling 1.6M articles and 36K books for Cambridge. What can we do for you?<\/h3>\n        <div class=\"o-contact-form o-contact-form__form-object o-contact-form__checkbox-list  o-contact-form__button--bottom-right o-contact-form__checkbox-list--horizontal\">\n        <div class=\"js-elementor-form-placeholder\">\n            <svg class='o-icon o-icon--48 o-icon--appwindow2 '>\n            <use xlink:href='#icon-48_app-window-2'><\/use>\n          <\/svg>        <\/div>\n        \n<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script>\n<script>\n    document.addEventListener('DOMContentLoaded', function () {\n        hbspt.forms.create({\n            region: \"na1\",\n            portalId: \"421670\",\n            formId: \"b8de5c27-aef4-4728-9d46-445cd553c655\",\n            onFormReady: function () {\n                const placeholder = document.querySelector('.js-elementor-form-placeholder');\n                if (placeholder) {\n                    placeholder.style.display = 'none';\n                }\n            }\n        });\n    });\n<\/script>\n    <\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><br>Predicting market shifts with NLP<\/h3>\n\n\n\n<p>The use of NLP in predicting market shifts enhances the capabilities of traders, analysts, and investors by <strong>providing valuable insights derived from textual data.<\/strong><\/p>\n\n\n\n<p>While it&#8217;s a powerful tool, it&#8217;s essential to combine NLP with other quantitative and qualitative analyses for a <strong>comprehensive understanding of market dynamics.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"526\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/03\/supervised-ML.png\" alt=\"The process of supervised Machine Learning\" class=\"wp-image-24953\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/03\/supervised-ML.png 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/03\/supervised-ML-300x164.png 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/03\/supervised-ML-768x421.png 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/03\/supervised-ML-730x400.png 730w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption class=\"wp-element-caption\"><em>The process of supervised Machine Learning<\/em><\/figcaption><\/figure>\n\n\n\n<p>Additionally, <strong>staying aware of the limitations and challenges associated with NLP applications in finance is crucial for making informed and prudent investment decisions<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/the-importance-of-price-prediction\/\">The importance of price prediction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/the-improvement-of-price-prediction-with-ai\/\">The improvement of price prediction with AI<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/the-future-of-price-prediction\/\">The future of price prediction<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><br>The advantages and benefits of NLP in finance services<\/h2>\n\n\n\n<p>The advantages and benefits of using NLP in the finance industry are numerous:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It <strong>saves time<\/strong> and effort.<\/li>\n\n\n\n<li>It significantly <strong>reduces the amount of work<\/strong> with data entry, document processing and customer inquiries, <strong>minimising at the same time the risk of human error.<\/strong><\/li>\n\n\n\n<li>It <strong>streamlines processes<\/strong>.<\/li>\n\n\n\n<li>It <strong>enhances customer service,<\/strong> allowing for a more customer-friendly environment.<\/li>\n<\/ul>\n\n\n\n<p>Thanks to NLP, financial firms can be more efficient in information extraction and sentiment analysis, and can improve their complaint and risk management. <strong>NLP allows them to increase their security, fraud detection and prevention processes.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"843\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/AI-and-ML-benefits.jpg\" alt=\"Where AI and ML adopters see benefits\" class=\"wp-image-26514\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/AI-and-ML-benefits.jpg 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/AI-and-ML-benefits-300x263.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/AI-and-ML-benefits-768x674.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2023\/09\/AI-and-ML-benefits-456x400.jpg 456w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption class=\"wp-element-caption\"><em>Where AI and ML adopters see benefits<\/em><\/figcaption><\/figure>\n\n\n\n<p>Another important <strong>benefit of NLP in financial sector is the cost reduction<\/strong> it brings by minimising manual efforts and improving overall operational efficiency. Also, <strong>NLP enhances accessibility, <\/strong>making financial services more inclusive for individuals with diverse needs and preferences.<\/p>\n\n\n\n<p>Last but not least, <strong>NLP insights can inform the development of innovative financial products and services,<\/strong> ensuring there are aligned with customer needs and current market trends.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><br>Why is it the best time to invest in NLP solutions for financial industry?<\/h2>\n\n\n\n<p>You may wonder when is the best time to invest in artificial intelligence in general, and in NLP solutions in particular.<\/p>\n\n\n\n<p>The answer is simple: <strong>it&#8217;s best do it now because of the growing data volumes, regulatory changes <\/strong>and <strong>the ever expanding demand for personalised services.<\/strong> Financial institutions that embrace NLP can gain a competitive edge and stay ahead of their competitors.<\/p>\n\n\n\n<p>If you are wondering how to start or which are the best solutions you can apply, do not hesitate to <a href=\"https:\/\/www.future-processing.com\/contact\/\">get in touch with our team<\/a>.<\/p>\n\n\n\n<p><strong>We will be happy to analyse your current situation and, based on our vast experience in working with financial services and FinTechs on <a href=\"https:\/\/www.future-processing.com\/services\/ai-and-ml\/\">AI and ML development services<\/a>,<\/strong> we will come up with a solution that will help you achieve your goals!<\/p>\n\n\n<div class=\"b-cta-banner m-gradient-light\">\n            <a\n            href=\"https:\/\/www.future-processing.com\/services\/ai-and-ml\/\"\n            class=\"b-cta-banner__image-container\"\n            data-elementclick=\"article-banner\"\n            data-elementname=\"AI &amp; ML Services\"\n        >\n            <img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"450\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing.png\" class=\"attachment-full size-full\" alt=\"Artificial_Intelligence_Machine_Learning_Services_Future_Processing\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing.png 450w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing-300x300.png 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing-150x150.png 150w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing-400x400.png 400w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing-24x24.png 24w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing-48x48.png 48w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/12\/Artificial_Intelligence_Machine_Learning_Services_Future_Processing-96x96.png 96w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>        <\/a>\n    \n        <a\n        href=\"https:\/\/www.future-processing.com\/services\/ai-and-ml\/\"\n        class=\"b-cta-banner__url b-cta-banner__text-container\"\n        data-elementclick=\"article-banner\"\n        data-elementname=\"AI &amp; ML Services\"\n    >\n                    <div class=\"b-cta-banner__text\">\n                                                    <h3 class=\"f-headline-extra-big b-cta-banner__header\">\n                        AI &amp; ML Services                    <\/h3>\n                \n                                    <div class=\"f-paragraph\">\n                        <p>Explore the business opportunities given by AI &amp; ML development services and get recommendations on how these cutting-edge technologies can answer your business needs.<\/p>\n                    <\/div>\n                \n                                    <div class=\"o-button o-button--primary o-button--s o-button--icon-right o-button--arrow\">\n                        <span>Let\u2019s work together<\/span>\n                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/div>\n                            <\/div>\n                <\/a>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Natural Language Processing is one of the hottest topics in the tech world. Today, we look into how it is transforming finance, FinTech and banking industries and we check when is the best time to invest in this technology.<\/p>\n","protected":false},"author":247,"featured_media":28849,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[998],"tags":[],"coauthors":[2143],"class_list":["post-28847","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-it-business-news"],"acf":{"reading-time":"6 min","show-toc-sublists":false,"image":null,"logo":null,"button1":{"button1_type":"","button":null},"button2":{"button2_type":"","button":null},"person":{"person_photo":null,"person_name":"","person_position":""}},"_links":{"self":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/28847","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/users\/247"}],"replies":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/comments?post=28847"}],"version-history":[{"count":1,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/28847\/revisions"}],"predecessor-version":[{"id":34588,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/28847\/revisions\/34588"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media\/28849"}],"wp:attachment":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media?parent=28847"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/categories?post=28847"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/tags?post=28847"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/coauthors?post=28847"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}