{"id":4731,"date":"2022-09-07T13:01:08","date_gmt":"2022-09-07T11:01:08","guid":{"rendered":"https:\/\/equinoxgroup.eu\/?p=4731"},"modified":"2022-09-09T01:34:00","modified_gmt":"2022-09-08T23:34:00","slug":"ai-imperative-structural-break-in-what-we-are-used-to-in-managing-projects","status":"publish","type":"post","link":"https:\/\/equinoxgroup.eu\/ai-imperative-structural-break-in-what-we-are-used-to-in-managing-projects\/","title":{"rendered":"A Structural Break in What We Are Used To in managing projects"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column width=&#8221;3\/4&#8243;][stm_post_details][vc_row_inner css=&#8221;.vc_custom_1625296361064{margin-right: 40px !important;background-color: #f2f4fa !important;}&#8221;][vc_column_inner width=&#8221;2\/3&#8243; css=&#8221;.vc_custom_1625296591748{margin-top: 30px !important;}&#8221;]<div class=\"audioplayer-tobe  playerid-4734 ap_idx_4731_1 is-single-player apconfig-default-settings-for-zoomsounds button-aspect-noir  skin-wave  ap4734 auto-init\"  data-options='{\"skinwave_comments_playerid\":4734,\"design_skin\":\"skin-wave\",\"disable_scrubbar\":\"off\",\"skinwave_enablereflect\":\"on\",\"skinwave_wave_mode_canvas_waves_number\":\"3\",\"skinwave_wave_mode_canvas_waves_padding\":\"1\",\"skinwave_wave_mode_canvas_reflection_size\":\"0.25\",\"cue\":\"auto\",\"embedded\":\"off\",\"mobile_disable_fakeplayer\":\"on\",\"settings_php_handler\":\"wpdefault\"}' style=\" opacity: 0; \" data-posttype=\"attachment\" id=\"ap4734\" data-playerid=\"4734\" data-computed-playerid=\"4734\" data-real-playerid=\"4734\" data-sanitized_source=\"httpsequinoxgroupeuwpcontentuploads202209AStructuralBreakinWhatWeAreUsedToinmanagingprojectsmp3\" data-sample_time_total=\"186\" data-pcm='[0.44,0.33,0.21,0.05,0.37,0.33,0.06,0.23,0,0,0.18,0.51,0.13,0.37,0.22,0.48,0.41,0.58,0.2,0.24,0.38,0.06,0.31,0.35,0.26,0.15,0.35,0.21,0.46,0.58,0.54,0.27,0.35,0.34,0.1,0.06,0.3,0.26,0.46,0.05,0.08,0.31,0.16,0.4,0.12,0.28,0.18,0.38,0.07,0.14,0.21,0.31,0.32,0.59,0.34,0.16,0.11,0.41,0.36,0.07,0.27,0.37,0.16,0.05,0.18,0.3,0.25,0.21,0.45,0.42,0.57,0.26,0.17,0.08,0.15,0.69,0.17,0.23,0.16,0.17,0.32,0.28,0.21,0.35,0.41,0.05,0.34,0.22,0.25,0.32,0.06,0.01,0.44,0.56,0.29,0.02,0.25,0.02,0.05,0.32,0.36,0.3,0.39,0.38,0.26,0.31,0.14,0.26,0.08,0.37,0.62,0.29,0.55,0.41,0.15,0.33,0.35,0.24,0.36,0.39,0.33,0.37,0.72,0.39,0.25,0.18,0.04,0.1,0.28,0.27,0.13,0.3,0.3,0.45,0.26,0.06,0.22,0.35,0.26,0.52,0.27,0.36,0.3,0.26,0.13,0.3,0.1,0.36,0.44,0.02,0.3,0.35,0.06,0.14,0.1,0.62,0.19,0.71,0.43,0,0.24,0.44,0.08,0.39,0.08,0.44,0.47,0.31,0.1,0.19,0.32,0.34,0.21,0.02,0.1,0.22,0.45,0.29,0.42,0.47,0.09,0.07,0.2,0.4,0.32,0.18,0.25,0.29,0.17,0.43,0.11,0.53,0.2,0.53,0.4,0.25,0.32,0.17,0,0.4,0.2,0.18,0.27,0.2,0.31,0.16,0.13,0.27,0.27,0.1,0.1,0.2,0.17,0.3,0.12,0,0.36,0.13,0.08,0.47,0.29,0.62,0.03,0.25,0.18,0.11,0.25,0,0.42,0.54,0.43,0.46,0.44,0.31,0.51,0.26,0.4,0.51,0.37,0.4,0.32,0.32,0.16,0.31,0.33,0.43,0.2,0.07,0.03,0.13,0.52,0.47,0.26,0.47,0.33,0.17,0.11,0.18,0.45,0.63,0.27,0.36,0.12,0.04,0.31,0.21,0.24,0.38,0.05,0.37,0.32,0.5,0.15,0.69,0.58,0.24,0.18,0.07,0.47,0.31,0.1,0.37,0.42,0.48,0.14,0.08,0.35,0.45,0.23,0.49,0.3,0.31,0.18,0.31,0.27,0.14,0.5,0.37,0.21,0.35,0.27,0.73,0.27,0.09,0.25,0.33,0.1,0.29,0.22,0.22,0.45,0.17,0.51,0.48,0.3,0.58,0.2,0.25,0.31,0.03,0.22,0.34,0.25,0.7,0.23,0.24,0.17,0.3,0.15,0.16,0.63,0.51,0.2,0.1,0.25,0.03,0.37,0.21,0.21,0.39,0.23,0.56,0.07,0.14,0.36,0.09,0.4,0.17,0.04,0.32,0,0,0.5,0.3,0.5,0.09,0.32,0.18,0.24,0.19,0.15,0.24,0.27,0.07,0.2,0.05,0.15,0.34,0.21,0.36,0.32,0.24,0.13,0.07,0.21,0.06,0.36,0.55,0.05,0.17,0.25,0.46,0.37,0.33,0.25,0.32,0,0.2,0.48,0.44,0.34,0.44,0.12,0.39,0.19,0.44,0.24,0.41,0.1,0.52]' data-type=\"audio\" data-source=\"https:\/\/equinoxgroup.eu\/wp-content\/uploads\/2022\/09\/A-Structural-Break-in-What-We-Are-Used-To-in-managing-projects.mp3\" data-playfrom=\"off\"><div hidden class=\"feed-dzsap feed-artist-name\">Algorithmic BrAIn<\/div><div hidden class=\"feed-dzsap feed-song-name\">AI Insights - The AI Imperative: A Structural Break in What We Are Used To in managing projects<\/div><div class=\"meta-artist track-meta-for-dzsap\"><span class=\"the-artist first-line\"><span class=\"first-line-label\" >Algorithmic BrAIn<\/span><\/span><span class=\"the-name the-songname second-line\" >AI Insights - The AI Imperative: A Structural Break in What We Are Used To in managing projects<\/span><\/div><div class=\"menu-description\"><span class=\"the-artist\">Algorithmic BrAIn<\/span><span class=\"the-name\">AI Insights - The AI Imperative: A Structural Break in What We Are Used To in managing projects<\/span><\/div><div hidden class=\"feed-dzsap feed-dzsap--extra-html feed-dzsap--extra-html--bottom-left \"><span class=\"btn-zoomsounds btn-like\"><span class=\"the-icon\"><svg xmlns:svg=\"http:\/\/www.w3.org\/2000\/svg\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" width=\"15\" height=\"15\"  viewBox=\"0 0 645 700\" id=\"svg2\"> <defs id=\"defs4\" \/> <g id=\"layer1\"> <path d=\"M 297.29747,550.86823 C 283.52243,535.43191 249.1268,505.33855 220.86277,483.99412 C 137.11867,420.75228 125.72108,411.5999 91.719238,380.29088 C 29.03471,322.57071 2.413622,264.58086 2.5048478,185.95124 C 2.5493594,147.56739 5.1656152,132.77929 15.914734,110.15398 C 34.151433,71.768267 61.014996,43.244667 95.360052,25.799457 C 119.68545,13.443675 131.6827,7.9542046 172.30448,7.7296236 C 214.79777,7.4947896 223.74311,12.449347 248.73919,26.181459 C 279.1637,42.895777 310.47909,78.617167 316.95242,103.99205 L 320.95052,119.66445 L 330.81015,98.079942 C 386.52632,-23.892986 564.40851,-22.06811 626.31244,101.11153 C 645.95011,140.18758 648.10608,223.6247 630.69256,270.6244 C 607.97729,331.93377 565.31255,378.67493 466.68622,450.30098 C 402.0054,497.27462 328.80148,568.34684 323.70555,578.32901 C 317.79007,589.91654 323.42339,580.14491 297.29747,550.86823 z\" id=\"path2417\" style=\"\" \/> <g transform=\"translate(129.28571,-64.285714)\" id=\"g2221\" \/> <\/g> <\/svg><\/span><span class=\"the-label hide-on-active\">Like<\/span><span class=\"the-label show-on-active\">Liked<\/span><\/span><\/div><div hidden class=\"feed-dzsap feed-dzsap--extra-html\" data-playerid=\"4734\" style=\"opacity:0;\"><div class=\"dzsap-counter counter-hits\"><i class=\"fa fa-play\"><\/i><span class=\"the-number\">2<\/span><\/div><div class=\"dzsap-counter counter-likes\"><i class=\"fa fa-heart\"><\/i><span class=\"the-number\">2<\/span><\/div><\/div><\/div>[\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243; css=&#8221;.vc_custom_1625441376387{margin-left: 40px !important;border-right-width: 10px !important;border-left-width: 10px !important;padding-top: 30px !important;padding-bottom: 30px !important;background: #153e4d url(https:\/\/equinoxgroup.eu\/wp-content\/uploads\/2021\/06\/Website-Narration.jpg?id=4189) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221;][vc_custom_heading icon=&#8221;fas fa-assistive-listening-systems&#8221; icon_size=&#8221;40&#8243; stm_title_font_weight=&#8221;700&#8243; text=&#8221;&#8221; font_container=&#8221;tag:h2|font_size:40|text_align:left|color:%23153e4d|line_height:0.8&#8243; use_theme_fonts=&#8221;yes&#8221; css_animation=&#8221;none&#8221; subtitle=&#8221;Prefer to listen?&#8221; subtitle_color=&#8221;#ffffff&#8221;][vc_empty_space height=&#8221;20px&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #ffffff; font-size: 12pt; text-align: justify;\">If you prefer to listen to, instead of reading the text on this page, all you need to do is to put your device sound on, hit the play button on the left,\u00a0 sit back, relax and leave everything else to us.<\/span><\/p>\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_empty_space][vc_custom_heading icon=&#8221;stm-mumbai_shape&#8221; icon_size=&#8221;40&#8243; stm_title_font_weight=&#8221;700&#8243; text=&#8221;A Structural Break in What We Are Used To in managing projects&#8221; font_container=&#8221;tag:h2|font_size:24|text_align:left&#8221; use_theme_fonts=&#8221;yes&#8221;][vc_column_text css=&#8221;.vc_custom_1662540777897{margin-top: 30px !important;}&#8221;]<\/p>\n<p style=\"text-align: justify;\">Cognitive technologies require a different way of thinking and of managing projects. We are not just talking about new tools and technologies, even though these also have an important role to play. We are dealing with a new paradigm that changes the way we think, behave, interact and formulate strategy. The traditional waterfall model of project management is not fit for developing and deploying cognitive technologies.<\/p>\n<p style=\"text-align: justify;\">They require the adoption of a more agile approach that, while being compliant with a growing set of heavy-handed regulations, is better suited to the constantly-changing landscape of AI and ML. This means being able to rapidly prototype ideas, test them in the real world and iterate on them based on observed performance and feedback.<\/p>\n<p style=\"text-align: justify;\">It also requires a shift in mindset from thinking about projects as linear journeys with a defined beginning, mid-point and end. Instead, we need to think about them as ongoing experiments that are constantly evolving and to manage them as programmes with no defined end-date rather than projects.<\/p>\n<p style=\"text-align: justify;\">This is by no means an easy transition to make, but it is essential if we want to be able to harness the power of cognitive technologies. They need to be melded and fused with business objectives from the very outset and not treated as a technology project in silo.<\/p>\n<p style=\"text-align: justify;\">AI is also a new way of doing things and it requires organisations to learn, experiment and change their processes, and this is usually one of the factors that gives rise to resistance from employees who are used to the status quo and find its certainties comfortable. AI investments also need to be made with a long-term view in mind. Many of the benefits of AI will only be realised over time as employees get used to working with the technologies and as the data sets used by AI applications grow larger and more representative.<\/p>\n<p style=\"text-align: justify;\">It is also important to remember that AI is not a silver bullet \u2013 it will not magically fix all of an organisation\u2019s productivity and management problems. But if used correctly, it can be a powerful tool for improving productivity continuously and for ameliorating management efficacy.<\/p>\n<p style=\"text-align: justify;\">Organisations need to be prepared to invest significant time and resources to reap the benefits of AI and can\u2019t hope to be able to reap the AI dividend if they are running their business as a cash cow which they are prepared to milk to death without ever reinvesting in it. They also need to have a clear understanding of what they want to achieve with AI and how it can help them meet their business objectives over time. Only then will they be able to develop the necessary infrastructure, processes and culture required for success.<\/p>\n<p>[\/vc_column_text]\n\t\t\t<div class=\"ult_dual_button  ult-adjust-bottom-margin to-center  \"  data-response=\"on\" id=\"ult_btn_2038611770\">\n\n\t\t\t<div id=\"dualbtn-3767\" class=\"ulitmate_dual_buttons ult-dual-btn ult_main_dualbtn \" data-bcolor=\"#333333\"data-bhcolor=\"\">\n\n\t\t\t<div class=\"ult_dualbutton-wrapper btn-inline place-template bt1 \"><a href=\"https:\/\/equinoxgroup.eu\/ai-imperative-the-risks-of-ai-implementation\/\"  class=\"ult_ivan_button round-square with-icon icon-before with-text place-template ult_dual1\" style=\";margin-right:px;;background-color:#ffffff !important;; border-color:#333333;border-style:;border-width:0px;border-radius:px;;\">\n\t\t\t<span class=\"ult-dual-btn-1 Style 1\" style=\"\"  data-bgcolor=\"#ffffff\" data-bghovercolor=\"#0f6dbf\" data-icon_color=\"#eeee22\" data-icon_hover_color=\"#ffffff\" data-textcolor=\"#333333\" data-texthovercolor=\"#ffffff\" data-iconbgcolor=\"transperent\" data-iconbghovercolor=\"transperent\" data-iconborder=\"transperent\" data-iconhoverborder=\"transperent\" >\n\t\t\t<span class=\"icon-simple icon-left1 ult_btn1span \"  style=\"; \">\n<span class=\"aio-icon btn1icon none \"  style=\"color:#eeee22;font-size:26px;\">\n\t<i class=\"Defaults-arrow-left\" ><\/i>\n<\/span><\/span>\n\t\t\t<span class=\"text-btn ult-dual-button-title ult-responsive\"  data-ultimate-target='#dualbtn-3767 .ult-dual-button-title'  data-responsive-json-new='{\"font-size\":\"desktop:16px;\",\"line-height\":\"desktop:16px;\"}'  style=\"font-weight:normal;color:#333333;\">Previous Insight Section<\/span>\n\n\t\t\t<\/span>\n\t\t\t<\/a><span class=\"middle-text\" style=\"line-height: 1.8em;color:#ffffff;background-color:#0f6dbf;border-color:#e7e7e7;border-width:1px;border-style:solid;border-radius:px;\">\n\t\t\t<span class=\"middle-inner\"  ><i class=\"Defaults-compass\"><\/i><\/span>\n\t\t\t<\/span>\n\n\t\t\t<\/div>\n\n\t\t\t<div class=\"ult_dualbutton-wrapper btn-inline place-template btn2 \"><a href=\"https:\/\/equinoxgroup.eu\/ai-imperative-ai-adoption-in-the-short-run\/\"  class=\"ult_ivan_button round-square with-icon icon-after with-text place-template ult_dual2\"  style=\";background-color:#ffffff !important;;margin-left:px;;border-color:#333333;border-style:;border-width:0px;border-radius:px;\">\n\t\t\t<span class=\"ult-dual-btn-2 Style 1\"  data-bgcolor=\"#ffffff\" data-bghovercolor=\"#0f6dbf\" data-icon_color=\"#eeee22\" data-icon_hover_color=\"#ffffff\" data-textcolor=\"#333333\" data-texthovercolor=\"#ffffff\" data-iconbgcolor=\"transperent\" data-iconbghovercolor=\"transperent\" data-iconborder=\"transperent\" data-iconhoverborder=\"transperent\" >\n\t\t\t<span class=\"text-btn ult-dual-button-title\" style=\"font-weight:normal;color:#333333;\">Next Insight Section<\/span>\n\n\t\t\t<span class=\"icon-simple icon-right2 ult_btn1span \"  style=\"; \">\n<span class=\"aio-icon btn1icon none \"  style=\"color:#eeee22;font-size:26px;display:inline-block;\">\n\t<i class=\"Defaults-arrow-right\" ><\/i>\n<\/span><\/span>\n\t\t\t<\/span>\n\t\t\t<\/a><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>[vc_separator color=&#8221;custom&#8221; border_width=&#8221;3&#8243; accent_color=&#8221;#fde952&#8243;][vc_custom_heading icon=&#8221;fas fa-book-open&#8221; icon_size=&#8221;40&#8243; stm_title_font_weight=&#8221;700&#8243; text=&#8221;Most Recent Insights&#8221; font_container=&#8221;tag:h2|font_size:24|text_align:left&#8221; use_theme_fonts=&#8221;yes&#8221;][vc_empty_space height=&#8221;24&#8243;][stm_news loop=&#8221;size:3|order_by:date|order:DESC|post_type:post|categories:250&#8243; view_style=&#8221;style_5&#8243;][\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"ult_row_spacer\"><div class=\"ult-sticky-anchor\"><div class=\"ult-sticky-section ult-sticky \"  data-gutter= '-18' data-stick_behaviour= 'stick_with_scroll_row'  data-sticky_position= 'top' data-mobile='no' data-support='no'>[stm_sidebar sidebar=&#8221;4656&#8243;]<\/div><div class=\"ult-space\"><\/div><\/div><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1621792553106{margin-top: 40px !important;margin-bottom: -60px !important;}&#8221; el_class=&#8221;third_bg_color&#8221;][vc_column][vc_cta h2=&#8221;Do you believe that AI can be of help to your organisation?&#8221; h2_font_container=&#8221;tag:h2|font_size:20|text_align:left|line_height:2&#8243; h2_use_theme_fonts=&#8221;yes&#8221; h4=&#8221;At Algorithmic BrAIn, one of the Equinox Group companies, we have developed a comprehensive staged checklist to ensure that you leave no one of your important considerations out when planning your AI journey. We\u2019d love to be able to help you get this right and if you think we can help you in this, we\u2019d be thrilled to hear from you.&#8221; h4_font_container=&#8221;tag:div|font_size:14|text_align:justify|color:%2317669b|line_height:1.2&#8243; h4_use_theme_fonts=&#8221;yes&#8221; shape=&#8221;square&#8221; style=&#8221;flat&#8221; add_button=&#8221;right&#8221; btn_title=&#8221;drop us a line&#8221; btn_style=&#8221;flat&#8221; btn_color=&#8221;theme_style_2&#8243; btn_align=&#8221;right&#8221; btn_i_align=&#8221;right&#8221; btn_i_icon_fontawesome=&#8221;far fa-envelope&#8221; particles=&#8221;yes&#8221; use_custom_fonts_h2=&#8221;true&#8221; use_custom_fonts_h4=&#8221;true&#8221; btn_add_icon=&#8221;true&#8221; btn_link=&#8221;url:mailto%3A%20info%40equinoxacademy.com|title:Send%20us%20an%20email&#8221; el_class=&#8221;third_bg_color&#8221;][\/vc_cta][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column 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font_container=&#8221;tag:h2|font_size:40|text_align:left|color:%23153e4d|line_height:0.8&#8243; use_theme_fonts=&#8221;yes&#8221; css_animation=&#8221;none&#8221; subtitle=&#8221;Prefer to listen?&#8221; subtitle_color=&#8221;#ffffff&#8221;][vc_empty_space height=&#8221;20px&#8221;][vc_column_text] If you prefer to listen to, instead of reading the<\/p>\n","protected":false},"author":1,"featured_media":4584,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[300,296,297,298,295,299],"insights_perspectives":[],"class_list":{"0":"post-4731","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"tag-ai-project-management-challenges","8":"tag-ai-projects","9":"tag-managing-ai-projects","10":"tag-managing-cognitive-projects","11":"tag-project-management-for-ai-projects","12":"tag-structural-break"},"yoast_head":"\n<title>A Structural Break in What We Are 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