{"id":76736,"date":"2024-04-11T03:00:17","date_gmt":"2024-04-11T10:00:17","guid":{"rendered":"https:\/\/www.jamasoftware.com\/?p=76736"},"modified":"2024-04-08T15:10:04","modified_gmt":"2024-04-08T22:10:04","slug":"manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality","status":"publish","type":"post","link":"https:\/\/www.jamasoftware.com\/legacy\/blog\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\/","title":{"rendered":"Manage by Exception: Data-Driven Practices to Improve Product, Systems, and Software Quality"},"content":{"rendered":"<div id=\"attachment_76744\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-76744\" class=\"wp-image-76744 size-full\" src=\"https:\/\/www.jamasoftware.com\/media\/2024\/04\/2024-02-08_manage-by-exception.jpg\" alt=\"Manage by Exception\" width=\"1024\" height=\"512\" srcset=\"https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/2024-02-08_manage-by-exception.jpg 1024w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/2024-02-08_manage-by-exception-300x150.jpg 300w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-76744\" class=\"wp-caption-text\">In this blog, we recap our eB00k, &#8220;Manage by Exception: Data-Driven Practices to Improve Product, Systems, and Software Quality&#8221; &#8211; Download the complete paper <a href=\"https:\/\/www.jamasoftware.com\/ebook\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\" target=\"_blank\" rel=\"noopener\">HERE<\/a>.<\/p><\/div>\n<h2>Manage by Exception: Data-Driven Practices to Improve Product, Systems, and Software Quality<\/h2>\n<p>Requirement errors in product development cost time and money and create potential liabilities. The expense of these errors can make up <a href=\"https:\/\/www.jamasoftware.com\/whitepaper\/design-teams-requirements-management-product-complexity\" target=\"_blank\" rel=\"noopener\">between 70% and 85% of all rework costs<\/a>. When leaders don\u2019t have data related to the execution process, teams aren\u2019t tracing requirements back to the \u201c\u2018why\u2019,\u201d and when there\u2019s a lack of insight into aspects like verification coverage, you\u2019re much more likely to encounter programs late in the development cycle, resulting in expensive problems.<\/p>\n<p>This creates the all-too-familiar scenario seen in the news of product, systems, or software defects and the resulting fallout. Organizations can avoid many of these challenges by accessing the right data at the right moment \u2014 and ideally early \u2014 in the development process. As most executives and managers know, you can\u2019t manage what you can\u2019t measure. Using data to measure allows your teams to spot recurring patterns and abnormalities early, before they grow into larger challenges later in the development cycle.<\/p>\n<blockquote><p>Requirement errors in complex product, systems, and software development can consume between 70% and 85% of all project rework costs.<\/p><\/blockquote>\n<h3>Why \u201cData-Based Management\u201d is Critical, and How it Uncovers Gaps<\/h3>\n<p>Management by exception is a method that empowers your team with data focused on early warning indicators. It\u2019s these warnings that help support faster and more informed decisions.<\/p>\n<p>As a result, leaders can focus on exceptions rather than needlessly micromanaging and intervening with teams when the data shows that development is going as expected.<\/p>\n<p>In other words, when using data, the goal isn\u2019t to micromanage, but to do the opposite: leverage the data to do less micromanagement.<\/p>\n<p>The result is fewer manual requests, fewer status updates, fewer test procedure specification reports, and fewer unnecessary meetings.<\/p>\n<p>Data-driven practices help you automatically evaluate exceptions without needlessly relying on a person to manually hunt them down, evaluate them, and communicate about them. Instead, abnormalities and oversights are brought forward to reduce managerial workloads by minimizing unnecessary intervention and allowing more time to be spent in areas that have the greatest impact.<\/p>\n<hr \/>\n<h4><span style=\"color: #ff6600;\"><strong>RELATED: <\/strong><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/www.jamasoftware.com\/ebook\/selecting-the-right-requirements-management-and-traceability-solution\" target=\"_blank\" rel=\"\u201cnoopener noopener\">Buyer\u2019s Guide: Selecting a Requirements Management and Traceability Solution<\/a><\/span><\/span><\/h4>\n<hr \/>\n<h3>Examples of Exceptions in Daily Product, System, and Software Development and Requirements Management<\/h3>\n<p>As you adopt a data-driven approach, there are several considerations, but the first is identifying the expected or acceptable process for your research and development function.<\/p>\n<p>Many organizations don\u2019t have a defined practice; instead, operations are based on how things have always been done. Defining processes gives you greater focus.<\/p>\n<p>Once you have an expected process, you can leverage the data to manage by exception but also take things a step further by managing requirements quality, traceability, and completeness. These capabilities will help predict and prevent poor outcomes in product, system, and software delivery.<\/p>\n<h5>A tool such as Jama Connect<sup>\u00ae<\/sup> can help you successfully manage exceptions, such as in these four examples.<\/h5>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-76738 size-large\" src=\"https:\/\/www.jamasoftware.com\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253-1030x259.png\" alt=\"\" width=\"1030\" height=\"259\" srcset=\"https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253-1030x259.png 1030w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253-300x75.png 300w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253-768x193.png 768w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253-1536x386.png 1536w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253-1500x377.png 1500w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253-705x177.png 705w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Manage-by-Exception-Stages-e1712614023253.png 1952w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/p>\n<p><strong>1. Version and Change Management &#8211;<\/strong> The Jama Connect dashboard shows requirements missing verification. For example, it might flag two requirements missing verifications, and if you click for more details, you can view a filtered list of those requirements. And you can ask Jama Connect to show those missing a downstream verification. The filters are a powerful way to understand and create audits for capturing those exceptions in your process.<\/p>\n<p><strong>2. Derived Requirements Missing Rationale &#8211;<\/strong> Using a filter, Jama Connect allows you to see if a particular requirement has a missing rationale. For example, a hardware or software engineer may create a new requirement. But when that\u2019s done,<br \/>\nit\u2019s crucial to have a solid rationale for why, especially if the requirement is not directly related to a stakeholder\u2019s need or contractual requirement. You don\u2019t want to introduce unnecessary capabilities that aren\u2019t going to align with the actual user needs or have a real rationale behind them.<\/p>\n<p><strong>3. Remediate Rejected Requirements &#8211;<\/strong> Jama Connect has a capability called Review Center. It allows you to send requirements into a review with colleagues, which can increase the quality of the requirements and create a shared understanding. Leaders can quickly spot the rejected requirements and discuss how to move forward. With many organizations working remotely, this capability helps increase asynchronous collaboration so that working sessions and meetings can more efficiently focus on exceptions.<\/p>\n<p><strong>4. Find Poorly Written Requirements<\/strong> &#8211; The International Council on Systems Engineering (INCOSE) created a handbook of recommended rules to author well written requirements. For example, requirements using vague terms that are not testable could be flagged for improvement.<\/p>\n<p>With <a href=\"https:\/\/www.jamasoftware.com\/datasheet\/jama-connect-advisor\" target=\"_blank\" rel=\"noopener\">Jama Connect Advisor\u2122<\/a>, powered by natural language processing, INCOSE\u2019s best practices, and the Easy Approach to Requirements Syntax (EARS), teams can now check the quality and accuracy of their requirements.<\/p>\n<hr \/>\n<h4><span style=\"color: #ff6600;\"><strong>RELATED: <\/strong><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/go.jamasoftware.com\/requirements-traceability-diagnostic.html\" target=\"_blank\" rel=\"\u201cnoopener noopener\">Requirements Traceability Diagnostic<\/a><\/span><\/span><\/h4>\n<hr \/>\n<h3>Critical Metrics to Consider<\/h3>\n<p>Having data, a way to view it in context, and metrics to track it empowers your leaders to make the right decision at the right time and predict how well the project or product development will trend. Metrics are an essential part of that equation, and here are two to consider tracking.<\/p>\n<p><strong>1. Requirement Quality &#8211;<\/strong> Most product, system, or software failures are due to undocumented, poorly written, or misunderstood requirements. And the later in the product lifecycle the problem is discovered, the higher the cost. Measure your requirement quality, and if you need support, your Jama Software team of in-house experts can help with audit assessments, training, and other resources to help improve the quality of your requirements.<\/p>\n<p><strong>2. Traceability Score\u2122 &#8211;<\/strong> Traceability is a core tenet of building complex products, but it hasn\u2019t been measured in a standard way in the past. But if you can measure it, you can improve it.<\/p>\n<p>For example, Jama Software has aggregated and anonymized over 40,000 projects and over 6,000 traceability models using Jama Connect. And we\u2019ve defined an actual approach to measure a <strong>Traceability Score\u2122. <\/strong><\/p>\n<p>Our <a href=\"https:\/\/www.jamasoftware.com\/whitepaper\/requirements-traceability-benchmark\" target=\"_blank\" rel=\"noopener\">Traceability Benchmark<\/a> study shows this traceability score produces a clear correlation between quality and time to market.<\/p>\n<p>It starts with setting up the expected behavior of your engineering team \u2013<strong> the traceability model<\/strong>. We take the number of established relationships among the different model elements in the traceability model and divide that by the number of expected relationships defined by the project\u2019s relationship and traceability model. This gives us the traceability score.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-76740\" src=\"https:\/\/www.jamasoftware.com\/media\/2024\/04\/Calculate-Traceability-Score-1030x182.png\" alt=\"\" width=\"1030\" height=\"182\" srcset=\"https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Calculate-Traceability-Score-1030x182.png 1030w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Calculate-Traceability-Score-300x53.png 300w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Calculate-Traceability-Score.png 1792w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/p>\n<h5>For example, a requirement should have three different elements:<\/h5>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-76739\" src=\"https:\/\/www.jamasoftware.com\/media\/2024\/04\/Three-stages-1030x223.png\" alt=\"\" width=\"1030\" height=\"223\" srcset=\"https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Three-stages-1030x223.png 1030w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Three-stages-300x65.png 300w, https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/Three-stages.png 1460w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/p>\n<p>Imagine an example where you have two of those established, but one is missing. The Traceability Score is 66%, and with that metric, you can take the appropriate action. Our above-mentioned benchmarking research showed that higher Traceability Scores\u2122 equaled improved product quality and faster time to market.<\/p>\n<p>Integration of your digital engineering tool suite is critically important. In product development, many tools such as Excel, development applications, modeling applications, testing applications, and others are used. These tools capture critical data about your product and system development lifecycle.<\/p>\n<p>But if they aren\u2019t integrated, you can\u2019t measure critical information like your Traceability Score. As a result, managing by exception isn\u2019t possible due to a lack of data, which risks product delays, extra costs, and even compliance and audit failures. Ensure that critical tools are integrated to support real-time data visibility.<\/p>\n<hr \/>\n<h4 style=\"text-align: center;\"><span style=\"color: #ff6600;\"><strong>TO LEARN MORE, DOWNLOAD THE COMPLETE WHITEPAPER HERE: <\/strong><span style=\"color: #0000ff;\"><br \/>\n<a style=\"color: #0000ff;\" href=\"https:\/\/www.jamasoftware.com\/ebook\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\" target=\"_blank\" rel=\"\u201cnoopener noopener\">&#8220;Manage by Exception: Data-Driven Practices to Improve Product, Systems, and Software Quality&#8221;<\/a><\/span><\/span><\/h4>\n<hr \/>\n<p style=\"text-align: center;\"><iframe title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/h6aaPpfxIgo?si=ROu9BQyIL1mzSYr-\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Manage by Exception: Data-Driven Practices to Improve Product, Systems, and Software Quality Requirement errors in product development cost time and money and create potential liabilities. The expense of these errors can make up between 70% and 85% of all rework costs. When leaders don\u2019t have data related to the execution process, teams aren\u2019t tracing requirements [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":76744,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[72],"tags":[845,838],"industry":[],"class_list":["post-76736","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-development-and-management","tag-collaboration-alignment","tag-requirements-requirements-management"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.1 (Yoast SEO v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Manage by Exception: Improve Product Quality - Jama Software<\/title>\n<meta name=\"description\" content=\"In this blog, we define Manage by Exception and explain how data-driven practices can improve the quality of products, systems, and software.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.jamasoftware.com\/blog\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Manage by Exception: Data-Driven Practices to Improve Product, Systems, and Software Quality\" \/>\n<meta property=\"og:description\" content=\"In this blog, we define Manage by Exception and explain how data-driven practices can improve the quality of products, systems, and software.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.jamasoftware.com\/blog\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\/\" \/>\n<meta property=\"og:site_name\" content=\"Jama Software\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-11T10:00:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.jamasoftware.com\/legacy\/media\/2024\/04\/2024-02-08_manage-by-exception.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"512\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jama Software\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jama Software\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.jamasoftware.com\\\/blog\\\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.jamasoftware.com\\\/blog\\\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\\\/\"},\"author\":{\"name\":\"Jama Software\",\"@id\":\"https:\\\/\\\/www.jamasoftware.com\\\/#\\\/schema\\\/person\\\/59a942565a528aa5f56b240c9342fc7f\"},\"headline\":\"Manage by Exception: Data-Driven Practices to Improve Product, Systems, and Software Quality\",\"datePublished\":\"2024-04-11T10:00:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.jamasoftware.com\\\/blog\\\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\\\/\"},\"wordCount\":1265,\"image\":{\"@id\":\"https:\\\/\\\/www.jamasoftware.com\\\/blog\\\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.jamasoftware.com\\\/media\\\/2024\\\/04\\\/2024-02-08_manage-by-exception.jpg\",\"keywords\":[\"Collaboration &amp; Alignment\",\"Requirements &amp; Requirements Management\"],\"articleSection\":[\"Product Development &amp; Management\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.jamasoftware.com\\\/blog\\\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\\\/\",\"url\":\"https:\\\/\\\/www.jamasoftware.com\\\/blog\\\/manage-by-exception-data-driven-practices-to-improve-product-systems-and-software-quality\\\/\",\"name\":\"Manage by Exception: Improve Product Quality - 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