{"id":2823,"date":"2015-12-17T00:00:52","date_gmt":"2015-12-17T05:00:52","guid":{"rendered":"http:\/\/terrencemetz.com\/?p=2823"},"modified":"2026-04-21T13:37:52","modified_gmt":"2026-04-21T17:37:52","slug":"data-transformation","status":"publish","type":"post","link":"https:\/\/mgrush.com\/blog\/data-transformation\/","title":{"rendered":"Data Transformation &#8212; How to convert a single piece of data into a visual display of 16 elements"},"content":{"rendered":"<h2>With data transformation, each piece of data or single cell might be decomposed into another layer. Amplify this approach even further by splitting your four cells into sixteen.<\/h2>\n<p><span style=\"font-size: 14pt;\">Therefore, see the chart below. We can now ask, generate, and record sixteen pieces of information on a large <a href=\"https:\/\/mgrush.com\/blog\/writing-easels\/\" target=\"_blank\" rel=\"noopener noreferrer\">Post-It\u00ae<\/a> for each assignment. Note how we take the four basic <a href=\"https:\/\/mgrush.com\/blog\/smart-measures\/\" target=\"_blank\" rel=\"noopener noreferrer\">criteria<\/a> below and expand them into four additional details (for <em>illustrative<\/em> purposes only).\u00a0<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">Other Best Practices articles instructed that one key to facilitating effective analysis mandates the facilitator to ask open-ended questions, not simple, close-ended (i.e., yes or no) confirmations. For example, and pardon the simplicity, do not ask \u201cDoes the sport of curling involve any sweat?\u201d Someone will make a compelling argument that it does, albeit minimal perhaps. The superior question, simply re-phrased:\u00a0 \u201cTo what extent does the sport of curling involve sweat? (a lot, little, or somewhere in between)\u201d.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">When building a <a href=\"https:\/\/mgrush.com\/blog\/raci-chart\/\" target=\"_blank\" rel=\"noopener noreferrer\">roles and responsibilities matrix<\/a> for example, the classic approach identifies who is going to be \u2018Responsible\u2019 for some apportioned activity or assignment, and the appropriate single cell is given a large, red \u201cR\u201d.\u00a0 At minimum you might ask four questions, such as:<\/span><\/p>\n<ol>\n<li><span style=\"font-size: 14pt;\">What role will be responsible for this assignment? (e.g., Business Analyst)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">When will we reach completion? (e.g., date specific)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">How much financial resources will be required to complete it? (eg, $,$$$)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What is the estimated FTE required to bring it to completion? (FTE = full-time equivalent, such as 0.25 which is one person, full-time, for three months)<\/span><\/li>\n<\/ol>\n<div id=\"attachment_2825\" style=\"width: 1027px\" class=\"wp-caption aligncenter\"><img wpfc-lazyload-disable=\"true\" loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2825\" class=\"wp-image-2825 size-full\" src=\"https:\/\/mgrush.com\/blog\/wp-content\/uploads\/2015\/11\/power-of-the-cell.png\" alt=\"Power of a Single Cell to Make Your Deliverables More Robust\" width=\"1017\" height=\"673\" srcset=\"https:\/\/mgrush.com\/blog\/wp-content\/uploads\/2015\/11\/power-of-the-cell.png 1017w, https:\/\/mgrush.com\/blog\/wp-content\/uploads\/2015\/11\/power-of-the-cell-300x199.png 300w\" sizes=\"(max-width: 1017px) 100vw, 1017px\" \/><p id=\"caption-attachment-2825\" class=\"wp-caption-text\"><span style=\"font-size: 14pt;\"><strong>Power of the Single Cell<\/strong><\/span><\/p><\/div>\n<ol>\n<li>\n<h4><span style=\"font-size: 14pt;\">What role will be responsible for this assignment? (e.g., RASI Chart)<\/span><\/h4>\n<ol>\n<li><span style=\"font-size: 14pt;\">What role is ultimately being held <strong>Accountable<\/strong> and paying for this initiative? (e.g., EVP)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What role will be <strong>Responsible<\/strong> for this assignment? (e.g., Business Analyst)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What roles will be <strong>Supporting<\/strong> this assignment? (e.g., Project Manager)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What roles need to be <strong>Informed<\/strong> about this assignment? (e.g., Customer)<\/span><\/li>\n<\/ol>\n<\/li>\n<li>\n<h4><span style=\"font-size: 14pt;\">At what estimated point in time will we reach completion? (e.g., date specific)<\/span><\/h4>\n<ol>\n<li><span style=\"font-size: 14pt;\">When does concerted effort begin? (e.g., date specific)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What is the projected halfway point? (e.g., date specific)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">At what estimated point in time will completion be final? (e.g., date specific)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">When will the effort be reviewed such as Retrospective or Look Back? (e.g., date specific)<\/span><\/li>\n<\/ol>\n<\/li>\n<li>\n<h4><span style=\"font-size: 14pt;\">How much financial resources will be required to complete it? (eg, $,$$$)<\/span><\/h4>\n<ol>\n<li><span style=\"font-size: 14pt;\">What are the estimated research costs? (e.g., $,$$$)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What are the estimated acquisition costs? (e.g., $,$$$)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What are the estimated operational costs? (e.g., $,$$$)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">What are the estimated termination costs? (e.g., $,$$$)<\/span><\/li>\n<\/ol>\n<\/li>\n<li>\n<h4><span style=\"font-size: 14pt;\">What is the estimated FTP required to bring it to completion? (FTP = full-time person, such as 0.25 which is one person, full-time, for three months)<\/span><\/h4>\n<ol>\n<li><span style=\"font-size: 14pt;\">What maximum number of people work at the same time? (e.g., Quantity)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Call on which special subject matter experts? (e.g., Title[s])<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">How much FTP will bring it to completion? (e.g., FTP)<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Codify any special issues not described above. (narrative, perhaps coded)<\/span><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p><span style=\"font-size: 14pt;\">Having left a meeting can be comforting because the amount of detail described above is substantial, but knowing that it was <a href=\"https:\/\/mgrush.com\/blog\/action-plan\/\" target=\"_blank\" rel=\"noopener noreferrer\">consensually<\/a> built and is now owned by the meeting participants is reassuring. When applied to a project plan, using questions similar to the ones shown above, you will deliver a more detailed GANTT chart than most people build in their cubicles alone. Hand this off to an intern who claims to be an \u201cexpert\u201d with Microsoft Project Manager\u00ae and tell them to bring you back a full resource-allocated project plan so that you can go on to your next meeting.<\/span><\/p>\n<h4 style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 14pt;\"><strong>______<\/strong><\/span><\/h4>\n<h2 class=\"p1\"><span style=\"color: #000000; font-size: 14pt;\"><span style=\"font-size: 18pt;\"><b>Lead the Change\u2014One Meeting at a Time<\/b><\/span><b><\/b><\/span><\/h2>\n<p class=\"p3\"><span style=\"color: #000000; font-size: 14pt;\">Are you ready to transform how decisions are made, problems are solved, and alignment is built in your organization?<\/span><\/p>\n<p class=\"p3\"><span style=\"color: #000000; font-size: 14pt;\"><span class=\"s1\"><b>True meeting leadership goes beyond setting an agenda.<\/b><\/span> It requires a facilitator who can navigate complexity, balance voices, and drive toward outcomes with clarity and consensus. Our <a href=\"https:\/\/mgrush.com\/public-facilitation-training\/\" target=\"_blank\" rel=\"noopener\"><span class=\"s1\"><b>Professional Meeting Leadership Workshop<\/b><\/span><\/a> and facilitation training equips you to do just that\u2014blending <span class=\"s1\"><b>human-centric methods<\/b><\/span> with <span class=\"s1\"><b>structured analytical tools<\/b><\/span> to foster rigor, inclusivity, and results that stick.<\/span><\/p>\n<ul>\n<li class=\"p1\"><span style=\"color: #000000; font-size: 14pt;\"><b>Practice live.<\/b><b><\/b><\/span><\/li>\n<li class=\"p1\"><span style=\"color: #000000; font-size: 14pt;\"><b>Get expert feedback.<\/b><b><\/b><\/span><\/li>\n<li class=\"p1\"><span style=\"color: #000000; font-size: 14pt;\"><b>Build confidence that lasts.<\/b><b><\/b><\/span><\/li>\n<\/ul>\n<p class=\"p3\"><span style=\"color: #000000; font-size: 14pt;\">Whether your meetings suffer from unclear objectives, disengaged participants, or decision fatigue, this workshop will help you <span class=\"s1\"><b>identify the root causes<\/b><\/span>, <span class=\"s1\"><b>apply proven facilitation techniques<\/b><\/span>, and <span class=\"s1\"><b>emerge as the leader every team needs<\/b><\/span>.<\/span><\/p>\n<p class=\"p1\" style=\"text-align: center;\"><span style=\"color: #000000; font-size: 14pt;\"><b>Take the first step today\u2014transform your meetings and magnify your impact.<\/b><b><\/b><\/span><\/p>\n<p class=\"p1\" style=\"text-align: center;\"><span class=\"s2\" style=\"color: #000000; font-size: 14pt;\"><span style=\"text-decoration: underline; color: #ff0000;\">\ud83d\udc49 <\/span><a style=\"color: #000000;\" href=\"https:\/\/mgrush.com\/public-facilitation-training\/\" target=\"_blank\" rel=\"noopener\"><span class=\"s1\"><span style=\"text-decoration: underline; color: #ff0000;\"><b>Click here to reserve your seat now.<\/b><\/span><b><\/b><\/span><\/a><\/span><\/p>\n<p class=\"p3\" style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"color: #000000;\">(Limited availability)<\/span><\/em><\/span><\/p>\n<h3 class=\"p1\" style=\"text-align: center;\"><span style=\"color: #000000; font-size: 18pt;\"><b>Because every meeting should be a catalyst for change\u2014not just another calendar event.<\/b><\/span><\/h3>\n<h4 style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 14pt;\"><strong>______<\/strong><\/span><\/h4>\n<p><span style=\"font-size: 14pt;\">With Bookmarks no longer a feature in WordPress, we provide the following for your benefit and reference.<\/span><\/p>\n<ul>\n<li><span style=\"font-size: 14pt;\">20 Prioritization Techniques = <a href=\"https:\/\/foldingburritos.com\/product-prioritization-techniques\/\">https:\/\/foldingburritos.com\/product-prioritization-techniques\/<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Creativity Techniques = <a href=\"https:\/\/www.mycoted.com\/Category:Creativity_Techniques\">https:\/\/www.mycoted.com\/Category:Creativity_Techniques<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Facilitation Training Calendar = <a href=\"https:\/\/mgrush.com\/public-facilitation-training-calendar\/\">https:\/\/mgrush.com\/public-facilitation-training-calendar\/<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Liberating Structures = <a href=\"http:\/\/www.liberatingstructures.com\/ls-menu\">http:\/\/www.liberatingstructures.com\/ls-menu<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Management Methods = <a href=\"https:\/\/www.valuebasedmanagement.net\/\">https:\/\/www.valuebasedmanagement.net<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Newseum = https:\/\/www.freedomforum.org\/todaysfrontpages\/<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">People Search = <a href=\"https:\/\/pudding.cool\/2019\/05\/people-map\/\">https:\/\/pudding.cool\/2019\/05\/people-map\/<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Project Gutenberg = http:\/\/www.gutenberg.org\/wiki\/Main_Page<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Scrum Events Agendas = <a href=\"https:\/\/mgrush.com\/blog\/scrum-facilitation\/\">https:\/\/mgrush.com\/blog\/scrum-facilitation\/<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Speed test = <a href=\"https:\/\/www.speedtest.net\/result\/8715401342\">https:\/\/www.speedtest.net\/result\/8715401342<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Teleconference call = <a href=\"https:\/\/youtu.be\/DYu_bGbZiiQ\">https:\/\/youtu.be\/DYu_bGbZiiQ<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">The Size of Space = https:\/\/neal.fun\/size-of-space\/<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Thiagi\/ 400 ready-to-use training games = <a href=\"http:\/\/thiagi.net\/archive\/www\/games.html\">http:\/\/thiagi.net\/archive\/www\/games.html<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Visualization methods = <a href=\"http:\/\/www.visual-literacy.org\/periodic_table\/periodic_table.html\">http:\/\/www.visual-literacy.org\/periodic_table\/periodic_table.html#<\/a><\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Walking Gorilla = <a href=\"https:\/\/youtu.be\/vJG698U2Mvo\">https:\/\/youtu.be\/vJG698U2Mvo<\/a><\/span><\/li>\n<\/ul>\n<h4 style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 14pt;\"><strong>______<\/strong><\/span><\/h4>\n<p><span style=\"font-size: 14pt;\"><strong>Related video<\/strong><\/span><\/p>\n<ul>\n<li class=\"p1\"><span class=\"s1\" style=\"font-size: 14pt;\"><a href=\"https:\/\/www.youtube.com\/watch?v=Hnf4ZqFKNc0\">Basic Facilitation Skills: #3 Transform your Roles &amp; Responsibilities Matrix into a Gantt Chart<\/a><\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>With data transformation, each piece of data or single cell might be decomposed into another layer. Amplify this approach even further by splitting your four cells into sixteen. Therefore, see the chart below. We can now ask, generate, and record sixteen pieces of information on a large Post-It\u00ae for each assignment. Note how we take [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2825,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_wp_convertkit_post_meta":{"form":"-1","landing_page":"","tag":"0","restrict_content":"0"},"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[453185961,453185955],"tags":[453192305,453192304,453191159,453191160,453191157,453190775,453191158],"class_list":["post-2823","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-decision-making","category-meeting-tools","tag-building-ranges","tag-data-transformation","tag-deliverables","tag-more-robust-deliverables","tag-power-of-a-single-cell","tag-roles-and-responsibilities","tag-single-cell"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Transformation --- How to convert a single piece of data<\/title>\n<meta name=\"description\" content=\"With data transformation, each piece of data might be exploded further into sixteen supporting elements by using this visual display method.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mgrush.com\/blog\/data-transformation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Transformation --- How to convert a single piece of data into a visual display of 16 elements\" \/>\n<meta property=\"og:description\" content=\"With structured analysis, each piece of data or single cell might be decomposed another layer. 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However, he also observed meetings that worked. What set them apart? A well-prepared leader who structured the session to ensure participants contributed meaningfully and achieved clear outcomes. Throughout his career, Metz, who earned an MBA from Kellogg (Northwestern University) experienced and also trained in various facilitation techniques. In 2004, he purchased MG RUSH where he shifted his focus toward improving established meeting designs and building a curriculum that would teach others how to lead, facilitate, and structure meetings that drive results. His expertise in training world-class facilitators led to the 2020 publication of Meetings That Get Results: A Guide to Building Better Meetings, a comprehensive resource on effectively building consensus. Grounded in the principle that \u201cnobody is smarter than everybody,\u201d the book details the why, what, and how of building consensus when making decisions, planning, and solving problems. Along with a Participant\u2019s Guide and supplemental workshops, it supports learning from foundational awareness to professional certification. Metz\u2019s first book, Change or Die: A Business Process Improvement Manual, tackled the challenges of process optimization. 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