{"id":21280,"date":"2017-03-09T22:03:53","date_gmt":"2017-03-09T16:33:53","guid":{"rendered":"https:\/\/www.whizlabs.com\/?p=21280"},"modified":"2024-05-16T17:53:53","modified_gmt":"2024-05-16T12:23:53","slug":"pmp-quality-management-tools","status":"publish","type":"post","link":"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/","title":{"rendered":"7 Basic Tools of Quality Management in PMP Certification Exam"},"content":{"rendered":"<p dir=\"ltr\" style=\"text-align: justify;\">We are publishing series of articles on PMP topics to help the <a href=\"https:\/\/www.whizlabs.com\/blog\/pmp-certification\/\" target=\"_blank\" rel=\"noopener\">PMP exam preparation<\/a>. One of the critical and most important concept in preparing for the PMP exam is Quality Management tools. In this article we are going to explain you top 7 tools for quality management.<\/p>\n<ul style=\"text-align: justify;\">\n<li><a href=\"https:\/\/www.whizlabs.com\/project-management-professional-pmp\/pmp-free-test\/\" target=\"_blank\" rel=\"noopener\">TRY NOW : 50 PMP Practice Questions\u00a0<\/a><\/li>\n<li><a href=\"https:\/\/www.whizlabs.com\/project-management-professional-pmp\/pmp-online-course\/\" target=\"_blank\" rel=\"noopener\">Access our 15 hours Self-Study Training (Get 35 contact hours certificate)\u00a0<\/a><\/li>\n<\/ul>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Quality Management is an integral part of Project Management. For a project manager, ignoring quality management processes could cost a great deal. \u00a0For a project to be delivered successfully adopting benchmarked quality assurance and quality control systems becomes mandatory. \u00a0Project Management Principles (PMP) from Project Management Institute (PMI)<\/span> <span style=\"font-weight: 400;\">includes an entire knowledge area on quality, called \u2018Project Quality Management\u2019.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Monitoring and Controlling Quality ensures that Project and process are on track and are progressing as per the baseline estimations and requirements. To perform quality control we use various tools and techniques like Inspection and Statistical Sampling. While Inspection refers to ensuring if the product confirms to specified requirements, Statistical Sampling focuses on quantitative analysis of a sample of data to ensure conformance to the target measurements.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Besides these tools, there are other seven tools which are collectively called \u2018Seven Basic Tools of Quality\u2019. \u00a0The primary purpose of each of these tools is to examine the product, service or result as well as the project processes for conformity to quantitative standards. <\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ea7e02;color:#ea7e02\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #ea7e02;color:#ea7e02\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#The_list_of_%E2%80%98Seven_Basic_Tools_of_Quality_includes\" >The list of \u2018Seven Basic Tools of Quality\u2019 includes:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#1_Cause-and-effect_diagram\" >1. Cause-and-effect diagram<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#2_Control_Charts\" >2. Control Charts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#3_Flowcharting\" >3. Flowcharting<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#4_Histogram\" >4. Histogram<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#5_Pareto_Chart\" >5. Pareto Chart<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#6_Run_Chart\" >6. Run Chart<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#7_Scatter_Diagrams\" >7. Scatter Diagrams<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.whizlabs.com\/blog\/pmp-quality-management-tools\/#References\" >References<\/a><\/li><\/ul><\/nav><\/div>\n<h2 dir=\"ltr\" style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"The_list_of_%E2%80%98Seven_Basic_Tools_of_Quality_includes\"><\/span><span style=\"font-weight: 400;\">The list of \u2018Seven Basic Tools of Quality\u2019 includes:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Cause-and-effect diagram<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Control Charts<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Flowcharting<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Histogram<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Pareto chart<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Run chart<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Scatter Diagram<\/span><\/li>\n<\/ol>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"1_Cause-and-effect_diagram\"><\/span>1. Cause-and-effect diagram<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3d3-7d9c-5ed8-916f93adcf63\"><span style=\"font-weight: 400;\">Diagrams that define the inputs to a process or product to identify the potential causes of defects are known as Cause and effect diagrams. (Std. Def.)<\/span><\/b><\/p>\n<p style=\"text-align: justify;\"><img decoding=\"async\" class=\" size-full wp-image-21277 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-1.png\" alt=\"Cause-and-effect diagram\" width=\"432\" height=\"215\" \/><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">This diagram is also referred to as Fish-bone analysis diagram or Ishikawa diagram. Kaoru Ishikawa was a significant contributor in the realm of Quality. They are used to determine what may have caused a defect. They are very helpful when we need to analyze the root cause of a problem. <\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">For example, referring to diagram 1, we can see that there could be a problem of project going over budget during the course of its execution. The given diagram illustration simply helps us list out the possible causes of the cost over-run. Once the root cause is determined, it could be handled with appropriate resolution and may help in damage control. It could help the project manager save some cost during the future phases of the project. <\/span><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"2_Control_Charts\"><\/span>2. Control Charts<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\"> A Control Chart is a graphical display of data over time and against established control limits that has a center line that assists in detecting a trend of plotted values toward either control limits. (Std. Def.)<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">To explain it in a simple way, Control Charts are a way of visualizing how processes are doing overtime. \u00a0Control Charts measure the results of processes over time and display the result in graph form to show whether the process variance is in control or out of control. \u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3d6-35af-183e-895d33cc1a17\"><span style=\"font-weight: 400;\">A process is considered to be in control if the measurements fall within the control limits. So in a Control Chart, there is a <\/span><b>mean<\/b><span style=\"font-weight: 400;\">, a<\/span><b> Lower control limit<\/b><span style=\"font-weight: 400;\"> and an <\/span><b>Upper control limit<\/b><span style=\"font-weight: 400;\">.<\/span><\/b><\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-2.png\"><img decoding=\"async\" class=\" size-full wp-image-21278 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-2.png\" alt=\"pmp-2\" width=\"427\" height=\"268\" \/><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">For example, referring to diagram 2.0, let\u2019s say that the acceptable quality characteristic of a component measures 10.0 on an assembly line product manufacturing unit (The metrics of a process are generated after quantifying a process through Key Performance Indicators and also from Historical data.). \u00a0The chart above shows control limits as dashed lines. The mean is the solid line in the middle. \u00a0By looking at the chart above, you can see that there are a lot of data points which fall above and below the mean, but they are well within control limits. However, when a data point falls outside of the control limits, we would say that data point is out of control and a corrective action is needed to be taken to control the process.<\/span><\/p>\n<p style=\"text-align: justify;\">According to the PMBOK guide, when a process is in control it should not be adjusted. When a process falls out of the acceptable limits, only then it should be adjusted.<b><b><br \/>\n<\/b><\/b><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">It\u2019s pretty normal to have your data fluctuate from sample to sample. But when seven data points in a row fall on one side of the mean, we say that the entire process is out of control. It is also called <\/span><b>\u2018Rule of Seven\u2019. \u00a0<\/b><span style=\"font-weight: 400;\">The<\/span><b> \u2018Rule of Seven\u2019 <\/b><span style=\"font-weight: 400;\">states that seven data points trending in one direction up or down, or falling on any one side of the mean indicates that the process isn\u2019t random.<\/span><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"3_Flowcharting\"><\/span>3. Flowcharting<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The depiction in a diagram format of the inputs, process actions, and outputs of one or more processes within a system is called a Flow Chart. (Std. Def.)<\/span><\/p>\n<p style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3db-9447-774b-d5dcf9875d05\"><span style=\"font-weight: 400;\">Flowcharts let you show how processes work visually. You can use a flowchart to show how the tasks in your project interrelate and what they depend on.<\/span><\/b><\/p>\n<p style=\"text-align: justify;\">\n<p style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3db-9447-774b-d5dcf9875d05\"><span style=\"font-weight: 400;\"><img decoding=\"async\" class=\" size-full wp-image-21279 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-3.png\" alt=\"Flowcharting in PMP Quality\" width=\"365\" height=\"361\" \/><\/span><\/b><\/p>\n<p style=\"text-align: justify;\">\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">They are also good for showing decision- making processes.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Flow charts are good way to analyze where in the process could the problems occur.<\/span><\/p>\n<p style=\"text-align: justify;\">For example, referring to diagram 3.0 on the right shows a small process of descision making to get out of the bed and what would happen if we choose not to. If we decide not to get up, how would the process react and what will be the possible outcomes, until we decide to really get out of the bed.<\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The flowchart helps you to see how all of the phases relate to each other. Flowcharts help us get a hold on the way we are working by showing us a picture of the whole process. \u00a0In other words, flowcharts are diagrams that show the logical steps to be carried out in order to accomplish an objective.<\/span><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"4_Histogram\"><\/span>4. Histogram<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">A bar chart showing a distribution of variables over time, is called a Histogram. (Std. Def.)<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Histograms \u00a0give us a fair idea of how our data breaks down. It shows the distribution of \u00a0data over various streams ranging from resource allocation to budget distribution.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">For example, referring to diagram 4.0, if we found out that our product has 75 defects, we may still need a clear idea of there severity. We cannot assume if they were all critical. So looking at a chart like the one below would help us get some perspective on the data. A lot of the bugs are high, medium or low priority. It looks like only 10 or so are critical. Histograms are great for helping you to compare characteristics of data and make more informed decisions. This product probably isn\u2019t\u00a0<\/span><b id=\"docs-internal-guid-21c5d4b8-b3db-9447-774b-d5dcf9875d05\"><span style=\"font-weight: 400;\"><b id=\"docs-internal-guid-21c5d4b8-b3dd-8b16-7c5c-b9d54e01e5d0\"><span style=\"font-weight: 400;\">ready to be delivered yet as it still has alot of high severity bugs, but at least we know that the bugs arent all critical!<\/span><\/b><\/span><\/b><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><img decoding=\"async\" class=\" size-full wp-image-21286 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-4.png\" alt=\"Histogram in Quality Management\" width=\"600\" height=\"338\" \/><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"5_Pareto_Chart\"><\/span>5. Pareto Chart<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">A bar chart ordered by the frequency of occurrence, that shows how many results were generate by each identified. (Std. Def.)<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Pareto Analysis is a statistical technique used in selection of a limited number of tasks that produce significant overall effect. Pareto charts help us to figure out which problems need our attention right away. They\u2019re based on the idea that a large number of problems are caused by a small number of causes which is based on the Pareto Principle.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The\u00a0<\/span><b>Pareto Principle<\/b><span style=\"font-weight: 400;\">\u00a0was discovered by a 19th century Italian economist and sociologist named\u00a0<\/span><i><span style=\"font-weight: 400;\">Vilfredo Pareto<\/span><\/i><span style=\"font-weight: 400;\">\u00a0(1848 &#8211; 1923). During his research on the distribution of wealth in Italy, he observed that 80 percent of the wealth and land ownership was held by 20 percent of the population. \u00a0In fact, that\u2019s called the 80\/20 rule and applies to many other disciplines and areas. It goes on to say that 80 percent of the problems are usually caused by 20 percent of the causes.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">For example, refering to diagram 5.0, the Pareto charts plot out the frequency of product faults and sorted in descending order. This particular Pareto chart divides problem areas into seven categories, which are always \u00a0ordered from most to least faults found. The right axis on the chart shows the cumulative percentage. We observe that most of the product problems are caused by installation issues. So, improving the way products are installed could be one of the ways to resolving 40% issues besides taking care of the Software faults and shipping faults, to prevent failure of the product in the market.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3e0-0713-f700-5e83519adc41\"><span style=\"font-weight: 400;\">It clearly shows that only these three categories combined account for causing 79% of faults in the product.<\/span><\/b><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3e0-0713-f700-5e83519adc41\"><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-5.png\"><img decoding=\"async\" class=\" size-full wp-image-21287 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-5.png\" alt=\"Pareto Chart in Quality Management\" width=\"364\" height=\"267\" \/><\/a><\/span><\/b><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"6_Run_Chart\"><\/span>6. Run Chart<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">A\u00a0run chart\u00a0is a line graph of data plotted over time used to show trends in the variation of a process. (Std. Def.)<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Run charts are often used in conjunction with Control charts. By collecting and charting data over time, we can find trends or patterns in the process. Because they do not use control limits,\u00a0run charts\u00a0cannot tell you if a process is stable.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Run charts tell you about trends in your project by showing you what your data looks like as a line chart. If the line in the chart were the number of defects found in your product through each quality activity, that would tell you that things were getting worse as your project progressed. In a run chart, you are looking for trends in the data over time. You could check the chart to see if it seem to be going up or down as the project progresses.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\">For example, referring to diagram 6.0 below, as the given software development project progressed, we observed that the trend of fixing the bugs was slower in the initial phase of software testing. However, as more and more bugs were generated by the tester, the developers started focusing on fixing more bugs to ensure delivery on-time and on-budget.<\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3e0-0713-f700-5e83519adc41\"><span style=\"font-weight: 400;\"><b id=\"docs-internal-guid-21c5d4b8-b3e1-814a-5f73-19f73a279217\"><span style=\"font-weight: 400;\">\u2018Trend Analysis\u2019 is another technique which is supported by Run Charts. \u00a0If we have historical data and current data, by using mathematical statistics of business intelligence, we could predict the future outcomes and a representation could be made using Run Charts.<\/span><\/b> <\/span><\/b><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><a href=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-6.png\"><img decoding=\"async\" class=\" size-full wp-image-21288 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-6.png\" alt=\"Run Chart in PMP\" width=\"600\" height=\"393\" \/><\/a><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"7_Scatter_Diagrams\"><\/span>7. Scatter Diagrams<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">A\u00a0scatter diagram, or\u00a0scatter graph\u00a0is a graphical representation of quantitative analysis on mathematical\u00a0statistics of two variables,\u00a0using Cartesian coordinates.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Scatter diagrams show how two different types of data could relate to each other and show the progress of work. \u00a0Scatter diagrams use two variables, one called an \u2018independent variable\u2019, which is an input and the other called the \u2018dependent variable\u2019, which is an output. This relationship is also analyzed to prove or disapprove cause and effects relationship between the variable.<\/span><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\">For example, referring to diagram 7.0 below, if the test team worked to create a bunch of new test cases, we might use a scatter diagram to see if the new test cases had any impact on the number of defects we found. The chart here shows that as more test cases pass, 10 fewer defects are found. When the number of tests passing goes up, fewer defects are found. The Scatter diagram will display the relationship between these two elements \u2013 No of Test Cases(as the Independent Variable) and No of Defects (as the Dependent Variable), as points on graph. The defects are scattered on the graph in such a way that it reflects when the number of tests passing goes up, fewer defects are found.<\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><b id=\"docs-internal-guid-21c5d4b8-b3e3-2624-2f79-10766033d756\"><span style=\"font-weight: 400;\">The result shows a positive correlation between the variables.<\/span><\/b><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><a href=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-8.png\"><img decoding=\"async\" class=\" size-full wp-image-21289 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-8.png\" alt=\"pmp-8\" width=\"256\" height=\"123\" \/><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: justify;\"><a href=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-7.png\"><img decoding=\"async\" class=\" size-full wp-image-21290 aligncenter\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2024\/05\/pmp-7.png\" alt=\"pmp-7\" width=\"600\" height=\"406\" \/><\/a><\/p>\n<ul style=\"text-align: justify;\">\n<li><a href=\"https:\/\/www.whizlabs.com\/project-management-professional-pmp\/pmp-free-test\/\">TRY NOW : 50 PMP Practice Questions\u00a0<\/a><\/li>\n<li><a href=\"https:\/\/www.whizlabs.com\/project-management-professional-pmp\/pmp-online-course\/\">Access our 15 hours Self-Study Training (Get 35 contact hours certificate)\u00a0<\/a><\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"References\"><\/span>References<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul style=\"text-align: justify;\">\n<li><span style=\"font-weight: 400;\">PMBOK 5<\/span><span style=\"font-weight: 400;\">th<\/span><span style=\"font-weight: 400;\"> Edition \u2013 (Project Management Body of Knowledge) &#8211; PMI<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Project Management Professional Exam study Guide- 5<\/span><span style=\"font-weight: 400;\">th<\/span><span style=\"font-weight: 400;\"> Edition \u00a0&#8211; Kim Heldman<\/span><\/li>\n<li><span style=\"font-weight: 400;\">PMP Certification- ALL-IN-ONE for Dummies (a wiley brand) \u2013 Cynthia Snyder<\/span><\/li>\n<li><span style=\"font-weight: 400;\">PMP Headfirst- 3<\/span><span style=\"font-weight: 400;\">rd<\/span><span style=\"font-weight: 400;\"> Edition- O\u2019Reilly- Jennifer Greene and Andrew Stellman<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Google Research and Analysis and MS Word Charts and Bar Graph<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><strong>If you are looking for any help in preparing for the PMP certification exam, please call too our customer support or send a mail. \u00a0<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We are publishing series of articles on PMP topics to help the PMP exam preparation. One of the critical and most important concept in preparing for the PMP exam is Quality Management tools. In this article we are going to explain you top 7 tools for quality management. TRY NOW : 50 PMP Practice Questions\u00a0 Access our 15 hours Self-Study Training (Get 35 contact hours certificate)\u00a0 Quality Management is an integral part of Project Management. For a project manager, ignoring quality management processes could cost a great deal. \u00a0For a project to be delivered successfully adopting benchmarked quality assurance and [&hellip;]<\/p>\n","protected":false},"author":13,"featured_media":95271,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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Gumaste","author_link":"https:\/\/www.whizlabs.com\/blog\/author\/pavan\/"},"uagb_comment_info":30,"uagb_excerpt":"We are publishing series of articles on PMP topics to help the PMP exam preparation. One of the critical and most important concept in preparing for the PMP exam is Quality Management tools. In this article we are going to explain you top 7 tools for quality management. TRY NOW : 50 PMP Practice Questions\u00a0&hellip;","_links":{"self":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts\/21280","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/comments?post=21280"}],"version-history":[{"count":3,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts\/21280\/revisions"}],"predecessor-version":[{"id":95812,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts\/21280\/revisions\/95812"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/media\/95271"}],"wp:attachment":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/media?parent=21280"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/categories?post=21280"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/tags?post=21280"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}