{"id":55429,"date":"2021-07-28T00:00:00","date_gmt":"2021-07-28T00:00:00","guid":{"rendered":"http:\/\/35.208.6.27\/xlscout_new\/use-of-ai-in-research-and-development\/"},"modified":"2024-10-16T09:55:36","modified_gmt":"2024-10-16T09:55:36","slug":"use-of-ai-in-research-and-development","status":"publish","type":"post","link":"https:\/\/xlscout.ai\/sv\/use-of-ai-in-research-and-development\/","title":{"rendered":"Use of AI in Research and Development"},"content":{"rendered":"<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">Research and Development (R&amp;D) is the growth engine for any business and has the onus of identifying new technologies, customizing them as per the business domain, and building a strategy around them that can be translated into technology or a product.<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">Though the Research and Development (R&amp;D) teams are always under constant pressure to mine new areas of interest and innovate, high-pressure situations like pandemics, mergers, acquisitions, and new product development inflict an additional burden on expediting the innovation process.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400; color: #252525;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #252525;\">So, after all, what impacts <a href=\"https:\/\/xlscout.ai\/articles\/rd-performance-improvement-guide\/\">Research and Development (R&amp;D) productivity<\/a>?<\/span><\/li>\n<li style=\"font-weight: 400; color: #252525;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #252525;\">Why has it been a troublesome area for so long?<\/span><\/li>\n<li style=\"font-weight: 400; color: #252525;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #252525;\">What resources are available that can help improve this parameter?<\/span><\/li>\n<li style=\"font-weight: 400; color: #252525;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #252525;\">Is existing data and knowledge being leveraged?<\/span><\/li>\n<li style=\"font-weight: 400; color: #252525;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #252525;\">Are NLP tools (such as <a href=\"https:\/\/xlscout.ai\/ideacue\/\">XLSCOUT Ideacue<\/a>) being leveraged?<\/span><\/li>\n<\/ul>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">The very first challenge seems to be the measurement of research and development (R&amp;D) productivity. R&amp;D, in its essence, is to brainstorm ideas, research, and innovate. <\/span><span style=\"font-weight: 400; color: #252525;\">This may seem straightforward, but it is more complex than it seems. Brainstorming ideas alone is something of a superlative task on its own. Take any R&amp;D team within any business; they must be getting tons of ideas every month.<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">But which ones should I choose? Which ones should I nurture?<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">Answering these questions takes the most time and effort. And the next stages of research and innovation are dependent on this one variable. <\/span><span style=\"font-weight: 400; color: #252525;\">So can just the number of innovations provide a measurement of R&amp;D productivity? Well, the debate is long.<\/span><\/p>\n<p><span style=\"font-weight: 400; color: #252525;\">Now, besides the much-debated issue of <\/span>\u201c<a href=\"https:\/\/xlscout.ai\/articles\/resources-and-tools-for-rd\/\">measurement of R&amp;D productivity<\/a>,\u201d <span style=\"font-weight: 400; color: #252525;\">there are a few more pressing issues that affect this space largely.<\/span><\/p>\n<h2><b>The Gap between Consumer Need and Innovation<\/b><\/h2>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">Often, innovations churned out by the R&amp;D departments are either too ahead of time or too late. They just miss grabbing the market nerve in real-time. This factor is the most common, yet it is the one that leads to huge losses. Not just money but time and effort too.<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">So what can be the possible aid to this problem?<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">Maybe enable the R&amp;D to be in sync with the market. More interactions with teams on the ground can help. In short, anything that can help R&amp;D gain insights on anything and everything related to consumer and market trends. So maybe surveys will not be taken just as a marketing function anymore. Even simple measures like real-time market alerts, competitor tracking, and similar measures can help.\u00a0<\/span><\/p>\n<h2><b>Data Analytics through Machine Learning<\/b><\/h2>\n<p><span style=\"font-weight: 400;\"><span style=\"font-weight: 400; color: #252525;\">Use of data analytics and machine learning tools that include tools like <\/span> <span style=\"text-decoration: underline;\"><a href=\"https:\/\/xlscout.ai\/ideacue\/\">XLSCOUT Ideacue<\/a><\/span> <span style=\"font-weight: 400; color: #252525;\">to ensure there is an adequate data-driven innovation and machine learning-driven approach to innovation.<\/span><\/span><\/p>\n<h2><b>The IP AND R&amp;D Dimension<\/b><\/h2>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">IP and R&amp;D are the two pillars of any business, and despite co-existing, the nature of the functions they perform is hugely independent. Both need IP data, but their relationship and understanding are crucial in the race to protect innovation.<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">R&amp;D and IP need effective collaboration, but that\u2019s easier said than done.<\/span> <span style=\"font-weight: 400; color: #252525;\">There are limited mediums that can cater to the data needs of both and, at the same time, enable collaboration.<\/span><\/p>\n<h2><b>Missing Collaboration Across Various R&amp;D Teams<\/b><\/h2>\n<p><span style=\"font-weight: 400;\"><span style=\"font-weight: 400; color: #252525;\">Just now, we talked about the issues in R&amp;D and IP collaboration. They were still different teams with different natures and functions. But collaboration gaps exist within different R&amp;D teams as well. Bringing all R&amp;D teams onto the same page is crucial but difficult. The use of<\/span> the <span style=\"text-decoration: underline;\"><a href=\"https:\/\/xlscout.ai\/\">XLSCOUT<\/a><\/span> corpus is important in such scenarios.\u00a0<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">So now to conclude, there are various factors that are affecting R&amp;D productivity, and there will be many issues that are distinct to businesses.<\/span><\/p>\n<p style=\"color: #252525;\"><span style=\"font-weight: 400; color: #252525;\">However, the ones listed above seem to be the most common.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">XLSCOUT supports and offers solutions that can assist in minimizing inefficiency.\u00a0<\/span><span style=\"font-weight: 400;\">The platform supports tools for data aggregation, data visualization, and idea generation.\u00a0<\/span><span style=\"font-weight: 400;\"><span style=\"text-decoration: underline;\"><a href=\"https:\/\/xlscout.ai\/x-sdi\/\">XLSCOUT SDI<\/a><\/span> is a collaborative tool that assists in collaboration between IP and R&amp;D teams. <span style=\"font-weight: 400; color: #252525;\">It offers patent alerts and a limitless searchable repository that is secure and can be accessed via the cloud.<\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Research and Development (R&amp;D) is the growth engine for any business and has the onus of identifying new technologies, customizing them as per the business domain, and building a strategy around them that can be translated into technology or a product. Though the Research and Development (R&amp;D) teams are always under constant pressure to mine&#8230;<\/p>\n","protected":false},"author":1,"featured_media":59960,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[189],"tags":[190],"class_list":["post-55429","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-general"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/posts\/55429","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/comments?post=55429"}],"version-history":[{"count":0,"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/posts\/55429\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/media\/59960"}],"wp:attachment":[{"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/media?parent=55429"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/categories?post=55429"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/xlscout.ai\/sv\/wp-json\/wp\/v2\/tags?post=55429"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}