{"id":16155,"date":"2024-01-27T11:28:47","date_gmt":"2024-01-27T11:28:47","guid":{"rendered":"https:\/\/faisalhoque.com\/?p=16155"},"modified":"2024-09-14T08:40:00","modified_gmt":"2024-09-14T08:40:00","slug":"future-depends-on-cross-boundary-collaboration-with-ai","status":"publish","type":"post","link":"https:\/\/staging.frameroinfotech.com\/fh\/future-depends-on-cross-boundary-collaboration-with-ai\/","title":{"rendered":"Future Depends on Cross-boundary Collaboration with AI"},"content":{"rendered":"<p><img decoding=\"async\" class=\"alignnone wp-image-14695 size-thumbnail\" src=\"http:\/\/faisalhoque.com\/wp-content\/uploads\/2023\/01\/IMD-Logo-Blue-on-transparent-Square-for-Circle-Crop-RGB-150x150.png\" alt=\"\" width=\"150\" height=\"150\" srcset=\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/01\/IMD-Logo-Blue-on-transparent-Square-for-Circle-Crop-RGB-150x150.png 150w, https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/01\/IMD-Logo-Blue-on-transparent-Square-for-Circle-Crop-RGB-300x300.png 300w, https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/01\/IMD-Logo-Blue-on-transparent-Square-for-Circle-Crop-RGB-1024x1024.png 1024w, https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/01\/IMD-Logo-Blue-on-transparent-Square-for-Circle-Crop-RGB-768x768.png 768w, https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/01\/IMD-Logo-Blue-on-transparent-Square-for-Circle-Crop-RGB.png 1200w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/p>\n<h2>Resetting collaboration in a changing world.<\/h2>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18e2441f elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"18e2441f\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f2500d8\" data-id=\"1f2500d8\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-1842fffe elementor-widget elementor-widget-imd-text-editor\" data-id=\"1842fffe\" data-element_type=\"widget\" data-widget_type=\"imd-text-editor.default\">\n<div class=\"elementor-widget-container\">\n<div class=\"elementor-text-editor elementor-clearfix container--narrow \">\n<p>If you\u2019re fretting about the purported threat from artificial intelligence to how humans work together, be sure to raise the issue during your next PowerPoint presentation or email composition. If you get the implicit irony in that suggestion, you can follow it by treating yourself to an enormous sigh of relief.<\/p>\n<p>For those still puzzled, here\u2019s the kicker: PowerPoint incorporates many elements of machine learning and AI engineering. The ubiquitous presentation program \u2013 together with other regularly used software tools (think Adobe, and various other mobile apps) use AI algorithms to save time while selecting templates, images, and other materials, so the user can maintain their focus on the presentation\u2019s primary themes.<\/p>\n<p>This example also illustrates one of the many potential benefits as machine language and AI assumes an ever-growing role in the way humans collaborate with one another \u2013 even to the point of reinventing and improving the very nature of collaboration.<\/p>\n<p>This isn\u2019t simply a matter of people collaborating with AI (although that\u2019s a significant topic unto itself), t\u2019s the inherent possibilities of people leveraging artificial intelligence to better collaborate with other human beings. In short, it\u2019s time for us to reset.<\/p>\n<h2>Cross-boundary collaboration defined<\/h2>\n<p>If, as many authorities are telling us, collaboration is growing ever more critical to work and society, cross-boundary collaboration stands as an even greater tipping point between those who succeed with innovation and others who struggle to keep up.<\/p>\n<p>What exactly do we mean by \u2018cross-boundary collaboration\u2019? It is conventional collaboration that\u2019s been taken further. Defined simply, cross-boundary collaboration\u202fdefines an environment in which ideas are genuinely celebrated and all suggestions and ideas are welcomed. So, too, is the source of that input broad and varied; anyone is invited to contribute, regardless of their position or group, both inside and outside an organization.<\/p>\n<p>It doesn\u2019t take a great deal of imagination to see that\u2019s the sort of setting where innovation flourishes \u2013 the sort of game-changing ideas and vision that can transform entire organizations and even industries. Even more important, it\u2019s a setting where sustained innovation takes place; the capacity to replicate the innovation process over and over, consistently producing viable, exciting results.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4f5d7328 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4f5d7328\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5a180001\" data-id=\"5a180001\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-4a54c3b0 elementor-widget elementor-widget-image\" data-id=\"4a54c3b0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n<div class=\"elementor-widget-container\">\n<blockquote>\n<div class=\"container--narrow\" style=\"text-align: left;\">Cross-boundary collaboration\u202fdefines an environment in which ideas are genuinely celebrated and all suggestions and ideas are welcomed.<\/div>\n<\/blockquote>\n<div>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-38b78d32 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38b78d32\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55913da6\" data-id=\"55913da6\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-48c520f elementor-widget elementor-widget-imd-text-editor\" data-id=\"48c520f\" data-element_type=\"widget\" data-widget_type=\"imd-text-editor.default\">\n<div class=\"elementor-widget-container\">\n<div class=\"elementor-text-editor elementor-clearfix container--narrow \">\n<h2>The future depends on collaboration<\/h2>\n<p>Whether we recognize it or not, collaboration is growing ever more critical to work and society. As Texas A&amp;M University Human Resource Development professor Michael Beyerlein points out, the essential value of collaboration incorporates three primary driving factors:<\/p>\n<ul>\n<li style=\"text-align: left;\"><strong>Group intelligence<\/strong>: As challenges and problems become increasingly complex, so does the significance of multiple stakeholders pooling their strengths to devise viable solutions.<\/li>\n<li style=\"text-align: left;\"><strong>Learning<\/strong>: Whether at home or on the job, humans are charged with learning faster, more comprehensively and from a growing number of sources.<\/li>\n<li style=\"text-align: left;\"><strong>Goal alignment<\/strong>: By positioning objectives as complementary rather than competitive, common benefits can be achieved instead of succeeding at someone or something else\u2019s expense. Greater benefit for all is the result.<\/li>\n<\/ul>\n<p>In short, we are very much all in this together. And, in an environment characterized by exponential change that\u2019s taking hold at an accelerating rate, our capacity to unite and work as one will prove critical to leveraging that change rather than struggling with it.<\/p>\n<h3>Two great human-human cross-collaborations<\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f9298c7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f9298c7\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-787ba0a\" data-id=\"787ba0a\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-347a2a7 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"347a2a7\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n<div class=\"elementor-widget-container\">\n<ul class=\"elementor-icon-list-items\">\n<li class=\"elementor-icon-list-item\" style=\"text-align: left;\"><i class=\"fas fa-balance-scale\" aria-hidden=\"true\"><\/i><span class=\"elementor-icon-list-text\">In the Netherlands in 2015, the national police and the public prosecutor\u2019s office joined forces to crack down on organized crime and convened dozens of interdisciplinary professionals. One group of five members was assigned to the issue of illegal marijuana-growing houses in residences in the city of Breda. The group included representatives from city police, a tax office, a power utility, and municipal public safety and security, as well as a public prosecutor.\u202f <\/span><\/li>\n<li class=\"elementor-icon-list-item\" style=\"text-align: left;\"><i class=\"far fa-building\" aria-hidden=\"true\"><\/i><span class=\"elementor-icon-list-text\">AP Thai, a major Thai real estate development company, oversaw projects centered on the design of large new condominium buildings and involved the input of architectural, sales and marketing, supply chain, legal, financial, and other specialists. Rather than encountering strong conflicts, participants helped others to translate their ideas, understand one another, and find ways to modify and alter ideas so that they could merge and come together where possible. <\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-051bc66 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"051bc66\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d2ffe12\" data-id=\"d2ffe12\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-d5fdb7e elementor-widget elementor-widget-content-quote\" data-id=\"d5fdb7e\" data-element_type=\"widget\" data-widget_type=\"content-quote.default\">\n<div class=\"elementor-widget-container\">\n<blockquote>\n<div class=\"container--none\" style=\"text-align: left;\">\u201cWhether we recognize it or not, collaboration is growing ever more critical to work and society.\u201d<\/div>\n<\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<div id=\"elementor-tab-content-2611\" class=\"elementor-tab-content elementor-clearfix elementor-active\" role=\"region\" data-tab=\"1\" aria-labelledby=\"elementor-tab-title-2611\">\n<div id=\"elementor-tab-content-2612\" class=\"elementor-tab-content elementor-clearfix elementor-active\" role=\"region\" data-tab=\"2\" aria-labelledby=\"elementor-tab-title-2612\">\n<div id=\"elementor-tab-content-2612\" class=\"elementor-tab-content elementor-clearfix elementor-active\" role=\"region\" data-tab=\"2\" aria-labelledby=\"elementor-tab-title-2612\">\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-71cd17aa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71cd17aa\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6a471aeb\" data-id=\"6a471aeb\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-131d968d elementor-widget elementor-widget-imd-text-editor\" data-id=\"131d968d\" data-element_type=\"widget\" data-widget_type=\"imd-text-editor.default\">\n<div class=\"elementor-widget-container\">\n<div class=\"elementor-text-editor elementor-clearfix container--narrow \">\n<h2>The Role of personas<\/h2>\n<p>Effective cross-boundary collaboration doesn\u2019t hinge just on a welcoming environment \u2013 however important that might be. A diversity of input is equally critical; an array of perspectives, ideas, and vision contributed to by a variety of different people and sources.<\/p>\n<p>Successful innovation depends on input from a wide range of people in collaboration: sharing ideas, comparing observations, offering wide-ranging perspectives from their diverse viewpoints, and brainstorming solutions to complex problems. We refer to these divergent perspectives as personas. Here are a few examples, as defined in our previous work innovation:<\/p>\n<ul>\n<li><strong>Learning personas<\/strong>\u202fkeep an enterprise from being too internally focused and caught in their comfort zone.<\/li>\n<li><strong>Organizing personas<\/strong>\u202fmove the innovation lifecycle forward; they are skilled at navigating processes, politics, and red tape to bring an innovation to market.<\/li>\n<li><strong>Building personas<\/strong>\u202fare the closest to innovative action, establishing connections between the learning and organizing personas. They apply insights from the learning personas and channel empowerment from the organizing personas to facilitate innovation.<\/li>\n<\/ul>\n<p>As you can see, the greater the number and variety of personas, the more productive and rewarding the overall process. Equally obvious is the potential caveat of limitations. The fewer the participating personas, the less the potential for compelling innovation.<\/p>\n<h2>AI Steps into the collaborative breach<\/h2>\n<p>The solution, boiled down, is relatively straightforward. Do you need more or different personas to help drive cross-collaborative innovation? AI could be a significant value-add.<\/p>\n<p>AI-generated personas can be seen as digital characters or personas that can effectively augment\/replicate a human persona. While these can be used in a variety of applications \u2013 including research, design, strategy, and other tasks \u2013 personas can also participate in cross-boundary collaboration, effectively adding fresh observations and analysis to the overall conversation.<\/p>\n<p>One powerful advantage to AI personas is the breadth of their DNA. AI personas can be based on a broad swath of demographic factors, industry data, market research, and other information. While human personas may be rather limited as to the source of their input, AI personas have the inherent capacity to be much more broadly grounded.<\/p>\n<p>The process with which an AI persona is used can be similarly straightforward. After introducing input from others involved in cross-boundary discussion and examination, AI can quickly examine all the material in play to offer additional analysis and exploration.<\/p>\n<p>Like other uses of AI, the advantage to AI-generated personas is speed. AI review and analysis can take place in a fraction of the time required by its human counterparts. In a shifting environment where things are changing more often and faster than ever before, the capacity for quick, accurate analysis can prove a powerful ace in the hole.<\/p>\n<p>Although concerns about bias are genuine and need to be addressed, AI nonetheless can be an effective tool in arriving at decisions and solutions in a highly empirical manner. That information, in effect, can make humans better cross-collaborators \u2013 more informed, with higher quality data and other material with which to work together with others. That leads to better human-driven outcomes.<\/p>\n<p>Even better, AI-generated personas are not cast in stone. Once created, the AI persona can be revised and retrained as new data and insights emerge. This ensures that the persona\u2019s input and participation remain aligned with shifting market conditions, organizational goals, and other elements that are subject to change.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5b4a2af elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5b4a2af\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ece080c\" data-id=\"ece080c\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-48056d0 elementor-widget elementor-widget-image\" data-id=\"48056d0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n<div class=\"elementor-widget-container\">\n<blockquote>\n<div class=\"container--narrow\" style=\"text-align: left;\">Researchers determined that companies using AI to effectively replace human workers only reaped short-term benefits.<\/div>\n<\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4ec59a7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ec59a7\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e5c3372\" data-id=\"e5c3372\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-8ab93ef elementor-widget elementor-widget-imd-text-editor\" data-id=\"8ab93ef\" data-element_type=\"widget\" data-widget_type=\"imd-text-editor.default\">\n<div class=\"elementor-widget-container\">\n<div class=\"elementor-text-editor elementor-clearfix container--narrow \">\n<h2>Humans are no less important<\/h2>\n<p>It\u2019s helpful to bear in mind that he purported \u201cthreat\u201d of AI taking control rather than collaborating is hardly new, particularly in popular culture. Frankenstein was published in 1818. Roughly a century later, a Czech play titled R.U.R. (Rossumovi Univerz\u00e1ln\u00ed Roboti) portrayed robots rebelling and slaughtering most of their human \u201cmasters\u201d. And on up through 2001: A Space Odyssey\u2019s Hal (\u201cWhat are you doing, Dave?\u201d), Transformers \u2013 here, robots are divided among do-gooders and n\u2019er \u2013 do wells \u2013 up to more positive castings, such as the ever helpful J.A.R.V.I.S. which serves as Tony Stark\u2019s invaluable right hand man in the Iron Man movie series.<\/p>\n<p>Although the topic of AI as a whole can still drive many people to reach for a paper bag in which to breathe, AI-generated personas are not geared to replacing human participants. Rather, they\u2019re in place to augment and strengthen the entire process. While AI can be fast and empirical, empathy is simply a factor that \u2013 so far, at least \u2013 cannot be inputted into the guts of AI. That, happily, remains the sole purview of human beings, which is what makes the AI\/human cross-collaborative process both balanced and potentially very prolific.<\/p>\n<p>Moreover, everything simply seems to function so much better when humans and AI collaborate. According to comprehensive research by Accenture involving some 1,500 companies, researchers determined that companies using AI to effectively replace human workers only reaped short-term benefits. On the other hand, those that partnered AI with human personnel achieved the greatest results by enhancing each other\u2019s strengths \u2013 human leadership and creativity coupled with AI\u2019s quantitative power and speed.<\/p>\n<p>It\u2019s becoming increasingly clear that innovation is not a take it or leave it option. Rather, it\u2019s essential for any enterprise moving forward. Cross-boundary collaborative teams, working with enabling technologies such as AI-generated personas, can power meaningful, sustained innovation.<\/p>\n<h3>Two great human-AI cross-collaborations<\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5a9db22 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5a9db22\" data-element_type=\"section\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8aaa36b\" data-id=\"8aaa36b\" data-element_type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-909a7f0 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"909a7f0\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n<div class=\"elementor-widget-container\">\n<ul class=\"elementor-icon-list-items\">\n<li class=\"elementor-icon-list-item\"><i class=\"fas fa-hand-holding-medical\" aria-hidden=\"true\"><\/i><span class=\"elementor-icon-list-text\">An example of AI to identify cross boundary collaborative data. GNS Healthcare applies machine-learning software to find overlooked relationships among data in patients\u2019 health records and elsewhere. After identifying a relationship, the software churns out numerous hypotheses to explain it and then suggests which of those are the most likely. This approach enabled GNS to uncover a new drug interaction hidden in unstructured patient notes.<\/span><\/li>\n<li class=\"elementor-icon-list-item\"><i class=\"far fa-comments\" aria-hidden=\"true\"><\/i><span class=\"elementor-icon-list-text\">Ninjacart, India\u2019s largest B2B fresh produce supply chain platform company, first deployed a conversational AI solution over WhatsApp to reach out to its clientele with updates and resolve any major queries. However, the queries that were then transferred to agents took a lot of time to resolve, thus affecting their customer satisfaction score. They brought on generative AI power for their agents so they could resolve any incoming queries faster, which led to an improvement of their CSAT score by more than 11%.\u202f<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<p><strong>Originally published on <a href=\"https:\/\/www.imd.org\/ibyimd\/technology\/resetting-collaboration-in-a-changing-world\/?utm_source=ORG_TWITTER&amp;utm_medium=referral&amp;utm_campaign=IbyIMD2024\" target=\"_blank\" rel=\"noopener\">IbyIMD<\/a>.\u00a0<\/strong><\/p>\n<p><strong>Related:<a href=\"https:\/\/www.imd.org\/ibyimd\/book-club\/5-ways-to-kick-bad-habits\/\" target=\"_blank\" rel=\"noopener\"> 5 ways to kick bad habits<\/a> by Faisal Hoque<\/strong><\/p>\n<\/div>\n<\/div>\n<p style=\"text-align: center;\"><em>Copyright (c) 2024 by Faisal Hoque. All rights reserved.<\/em><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Working with enabling technologies such as AI-generated personas, can power meaningful, sustained innovation.<\/p>\n","protected":false},"author":1,"featured_media":16156,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[519,556,557,531],"tags":[951,995,773,522,991,516,778,550,953,560,974,994,992],"class_list":["post-16155","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogs","category-most-recent-blogs","category-innovation-blogs","category-leadership","tag-ai","tag-cancer","tag-digital-transformation","tag-economy","tag-ethics","tag-faisal-hoque-2","tag-healthcare","tag-innovation","tag-machine-learning","tag-management","tag-measurement","tag-metrics","tag-portfolio"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.4 - 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