Applying the Pareto Principle in Risk Management
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− | + | [[Category:''Project Management'']][[Category:''Program Management'']][[Category:''Portfolio Management'']][[Category:''Risk Management'']] [[Category:''Project Risk Management'']] [[Category:''Uncertainty'']] | |
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<h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Abstract</span></h2> | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Abstract</span></h2> | ||
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+ | The Pareto Principle, commonly known as the 80/20 rule, is a widely used tool for project, program, and portfolio management, which states that 80% of the effects come from 20% of the causes. It can be applied in risk management to identify and prioritize risks based on their potential impact on a specific project, program, or portfolio. The choice of the management domain determines the extent of its application, such as identifying and prioritizing risks for a particular project in project management, across multiple related projects in program management, or across an entire portfolio of projects and programs in portfolio management.</span></p> | ||
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+ | This article presents a comprehensive guide to utilizing Pareto Analysis in risk management, with a particular focus on its application in project risk management, while also exploring its use in other areas. It aims to offer a practical template and instructions for utilizing this tool effectively, and it is divided into several sections. | ||
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+ | The first section introduces the origins and purpose of the Pareto Principle, emphasizing its relevance to risk management. A detailed explanation follows, outlining the process of constructing and interpreting a Pareto Chart through a compelling case study. The subsequent section explores the wide-ranging applications of Pareto Analysis, including its utilization in project risk management, program management, and portfolio management, accompanied by concrete examples for each context. Moreover, the article discusses the limitations inherent in this tool, highlighting its primary drawbacks. To overcome these limitations, the text suggests the integration of other techniques in conjunction with Pareto Analysis and elaborates on the benefits of such an approach. Lastly, the article concludes, by summarizing the key insights discussed throughout the text. | ||
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+ | This article also features an annotated bibliography of relevant readings on the Pareto Principle and its application within the Project, Program, and Portfolio Management Standards. These references span a wide range of topics, such as the fundamentals of the Pareto Principle, its implementation within specific business scenarios and industries, and its relationship to the aforementioned management standards. | ||
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+ | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Pareto Analysis in Project Risk Management</span></h2> | ||
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+ | The Pareto Principle was established by the Italian economist and sociologist Vilfredo Pareto in the late 19th century. His idea argues that only 20% of causes result in 80% of the effects, as shown in </span><em>Figure 1</em><span style="font-family:Arial;">. </span></p> | ||
− | + | [[File:2.jpg|500px|thumb|none|'''Figure 1:''' Methodology based on the Pareto-analysis (source: own figure)'']] | |
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+ | According to ''Managing Successful Projects with PRINCE2 2017 Edition'' in ''Section 10.4.2'' <ref name="PRINCE2"> AXELOS, ''Managing Successful Projects with PRINCE2 2017 Edition'', The Stationery Office Ltd, 2017.'' </ref>, after risks have been assessed, Pareto Analysis can be used to rank them to determine the order in which they should be addressed. In particular, this tool can be applied to direct management efforts towards hazards that have the greatest potential to affect project objectives. | ||
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+ | The Pareto Principle is often used in various fields, including business, economics, and quality management, to help managers identify the most critical factors that are impacting their operations and to prioritize improvement efforts. In the context of Project Risk Management, it can be applied to identify and prioritize risks that may have a significant impact on the project. By employing this evaluation, organizations can enhance their risk management procedures, concentrate their attention on the most important risks, and make more informed decisions. | ||
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− | + | As stated in ''The Standard for Risk Management in Portfolios, Programs and Projects'' in ''Section 2.3.4'' <ref name="RiskManagement"> ''The Standard for Risk Management in Portfolios, Programs and Projects'', Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2019 </ref>, Project Risk Management is "a Knowledge Area of project management that identifies and manages project risks that could impact cost, schedule, or scope baselines." According to this guide in ''Section 3.2.4''<ref name="RiskManagement" />, the goals of Project Risk Management are aimed at enhancing the likelihood and effect of opportunities, while decreasing the potential impact and probability of threats. One of the key success factors of Project Risk Management described in ''Section 2.4'' <ref name="RiskManagement" /> is the integration of risk management practices with organizational project management. In fact, successful risk management involves an adequate execution of organisational project management, including the allocation of resources required for successful risk management application. | |
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+ | ''The Project Management Body of Knowledge (PMBOK® Guide)'' <ref name="PMBOK"> ''A Guide to the Project Management Body of Knowledge (PMBOK® Guide)'', Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2021. '' </ref> states that the failure to manage risks has the potential to cause projects to deviate from their plans and ultimately fail to achieve defined objectives. Therefore, the effectiveness of Project Risk Management is directly related to project success. | ||
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− | + | In order to increase the Project Risk Management performance, the 80-20 rule can be applied to understand how to allocate resources efficiently by targeting issues that have a significant impact on profits, sales, and customers. | |
+ | Successful risk management is crucial for project success, as failure to manage risks can result in project deviations and failure to achieve objectives. Integrating risk management practices with organizational project management and allocating adequate resources are therefore key factors for successful risk management, and this is where the Pareto Analysis can help. | ||
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− | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;"> | + | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">How to build a Pareto Chart - Case Study</span></h2> |
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− | + | In Pareto Analysis, data is graphically represented in the form of a Pareto Chart, which is a bar graph that arranges items in order of frequency or impact. As shown in </span><em>Figure 2</em><span style="font-family:Arial;"> below, the X-axis represents the causes and the Y-axis shows the effects. The tallest bar in the graph symbolises the most influential cause, while the cumulative line represents the cumulative total of the items. </span></p> | |
− | + | [[File:Pareto Chart.jpg|500px|thumb|none|'''Figure 2:''' Pareto Chart (source: own figure)'']] | |
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+ | As a quantitative method for risk analysis, Pareto Analysis allows project managers to estimate the overall risk and prioritize the most significant risks that could impact the project objectives. As mentioned in ''Section 4.5.1'' of ''The Standard for Risk Management in Portfolios, Programs and Projects'' <ref name="RiskManagement" />, this method enables project managers to distinguish the quantified risks that exceed the stakeholders' tolerance levels from those that are within acceptable tolerances. By identifying these risks, project managers can allocate their resources to implement vigorous risk responses to protect the most critical objectives. | ||
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− | <p | + | The steps to create a Pareto Chart are the following:</p> |
− | + | <ol style="list-style-type: decimal;margin-left:28.25px;"> | |
+ | <li><span style='font-family:"Arial",sans-serif;text-align:justify;'>Gather and organize the data on the different contributors to the problem or outcome. This data can be collected through surveys, observations, process analysis, or other methods. Once the data is collected, it is important to ensure that it is accurate, reliable, and relevant to the problem at hand. | ||
+ | In order to determine the probability and impact of each risk, it is possible to apply the framework described in ''Section 3.3.1'' of ''The Standard for Risk Management in Portfolios, Programs and Projects'' <ref name="RiskManagement" />. | ||
− | </span></ | + | </span></li> |
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− | + | <li><span style='font-family:"Arial",sans-serif;text-align:justify;'>Add up the data on the effect of each contributor and sum them together to get the grand total. This step helps to identify the overall magnitude of the problem and provides a baseline for comparison. It is also important to ensure that the data is consistent, standardized, and comparable across different contributors and time periods. | |
+ | </span></li> | ||
− | < | + | <li><span style='font-family:"Arial",sans-serif;text-align:justify;'>Rearrange the contributors from largest to smallest, based on their impact or frequency. This step helps to identify the most significant contributors and the ones that have the most potential for improvement. It is also important to consider the context, scope, and goals of the Pareto Chart, and to select the most relevant and meaningful contributors for the problem or outcome. |
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+ | <li><span style='font-family:"Arial",sans-serif;text-align:justify;'>Calculate the cumulative-percentage-of-total, which is the percentage of the total impact that each contributor represents, relative to the other contributors. This step helps to visualize the relative importance of each contributor and to identify the threshold for the Pareto principle. | ||
+ | </span></li> | ||
− | + | <li><span style='font-family:"Arial",sans-serif;text-align:justify;'>Insert a bar graph to show the amount of each contributor's impact, and a line graph to represent the cumulative-percent of total.</span></li></ol> | |
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+ | An example of the use of Pareto Analysis is shown in the case study ''Pareto Analysis: a First Step Towards nZEB Hospitals'' of Erasmus Medical Centre Sophia (EMC) <ref> ''W. Z. ILSE SCHOENMAKERS, ''Pareto analysis: a first step towards nZEB Hospitals'', REHVA Journal, October 2017.'' </ref>, a compact University Medical Centre (UMC) that offers all healthcare functions and has a complex heating, ventilation and air conditioning (HVAC) system. In the context of energy management, the Pareto Analysis can help identify the healthcare functions in UMCs that consume the most energy and have the most potential for energy reduction. | ||
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− | + | This study aimed to assess the energy reduction potential of different healthcare functions in EMC by differentiating energy consumption to these functions. This was done by analyzing energy intensity and the total energy distribution per healthcare function, which allowed for the identification of the healthcare functions with the largest energy consumption. Based on this analysis, isolation rooms and surgery rooms were identified as the functions that consume significantly more energy than other healthcare functions, making them critical functions to focus on for energy reduction.</span></p> | |
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+ | This case study demonstrated that the approach is a useful tool for determining energy reduction potential in UMCs. The study showed that by identifying the healthcare functions that consume the most energy and applying targeted actions to reduce their energy consumption, organizations can reduce their overall energy consumption and achieve cost savings.</span></p> | ||
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− | < | + | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Pareto Analysis Applications</span></h2> |
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− | < | + | In the following, the application of Pareto Analysis for Risk Management in diverse management domains is presented. The practical application of this tool is explained through the discussion of relevant examples, developing a thorough understanding of its potential in risk mitigation and operational optimisation. |
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+ | Pareto Analysis may be used in <strong>Project Risk Management</strong> to evaluate hazards according to priority, allowing management to focus resources on the risks that are most likely to have an impact on the project. For example, project managers may use Pareto Analysis to identify the low number of construction jobs that account for the majority of the time spent on a project and focus resources on these activities to reduce the total duration of the project. | ||
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+ | In <strong>Program Risk Management</strong>, Pareto Analysis can be applied to determine which issues or tasks are causing the majority of problems or delays, allowing the team to focus their efforts on the most critical areas. By analyzing data on program performance, program managers can identify the 20% of issues that are causing 80% of the problems and address them first. This approach can help them to make informed decisions about where to allocate resources and prioritize tasks, ultimately leading to a more efficient and effective program.<br><br> | ||
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+ | Finally, Pareto Analysis is often applied in <strong>Portfolio Risk Management</strong> to discover the assets or investments that contribute the most to portfolio performance as well as those that detract from it. Portfolio managers may optimise their investment strategy and perhaps boost total returns by focusing on the top-performing assets. Furthermore, identifying underperforming assets using this analysis can assist managers in making educated decisions about whether to keep or sell those assets, resulting in a more efficient and effective portfolio. | ||
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<h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Limitations of Pareto Analysis in Risk Management</span></h2> | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Limitations of Pareto Analysis in Risk Management</span></h2> | ||
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><br><span style="font-family:Arial;">Although the Pareto Analysis can be a useful tool in risk management, it's crucial to be aware of its limits. Conducting a Pareto Analysis can be time-consuming and requires significant resources, which can be an obstacle for small organizations. Also, the results of | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><br><span style="font-family:Arial;">Although the Pareto Analysis can be a useful tool in risk management, it's crucial to be aware of its limits. Conducting a Pareto Analysis can be time-consuming and requires significant resources, which can be an obstacle for small organizations. Also, the results of this analysis are not self-implementing, and it is up to the organization to follow through on recommendations. Without proper implementation, the benefits of the analysis may be limited.</span></p> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">The first limitation is in fact that the theory is based on the idea that only 20% of causes result in 80% of the consequences, which may not always be the case. There may be a </span><strong><span style="font-family:Arial;">different distribution</span></strong><span style="font-family:Arial;"> of causes and effects in some situations, making the Pareto Analysis less effective | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">The first limitation is in fact that the theory is based on the idea that only 20% of causes result in 80% of the consequences, which may not always be the case. There may be a </span><strong><span style="font-family:Arial;">different distribution</span></strong><span style="font-family:Arial;"> of causes and effects in some situations, making the Pareto Analysis less effective.</span></p> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Another important limitation of this tool is that the Pareto analysis does not take into account the </span><strong><span style="font-family:Arial;">interdependencies</span></strong><span style="font-family:Arial;"> between risks | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Another important limitation of this tool is that the Pareto analysis does not take into account the </span><strong><span style="font-family:Arial;">interdependencies</span></strong><span style="font-family:Arial;"> between risks. For example, if two risks are ranked as being less critical individually, their combined impact may be greater than the one of a single, higher-ranked risk.</span></p> |
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+ | Moreover, a </span><strong><span style="font-family:Arial;">partial view</span></strong><span style="font-family:Arial;"> of the hazards may be considered a relevant drawback. In fact, Pareto Analysis only considers the frequency of occurrence of a problem, and does not take into account the impact or severity of the problem. For example, a problem that occurs frequently but can be easily resolved may not be as important as a problem that occurs less frequently but has a major impact.</span></p> | ||
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Also, Pareto analysis has a </span><strong><span style="font-family:Arial;">limited perspective</span></strong><span style="font-family:Arial;"> on the problems as it only focuses on identifying the causes that contribute to the majority of the issues, without considering the underlying</span><strong><span style="font-family:Arial;"> </span></strong><span style="font-family:Arial;">causes of problems, but simply identifying their symptoms | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Also, Pareto analysis has a </span><strong><span style="font-family:Arial;">limited perspective</span></strong><span style="font-family:Arial;"> on the problems as it only focuses on identifying the causes that contribute to the majority of the issues, without considering the underlying</span><strong><span style="font-family:Arial;"> </span></strong><span style="font-family:Arial;">causes of problems, but simply identifying their symptoms. This means that without a root cause analysis, it is difficult to determine the most effective solutions for the problems identified in a Pareto Chart.</span></p> |
<p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">The process of identifying the most significant problems and ranking them is </span><strong><span style="font-family:Arial;">subjective</span></strong><span style="font-family:Arial;">, and it is up to the person conducting the analysis to determine which problems are most important. Results can be influenced by the data used and the perspective of the person conducting the analysis.</span></p> | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">The process of identifying the most significant problems and ranking them is </span><strong><span style="font-family:Arial;">subjective</span></strong><span style="font-family:Arial;">, and it is up to the person conducting the analysis to determine which problems are most important. Results can be influenced by the data used and the perspective of the person conducting the analysis.</span></p> | ||
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;"> | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">This tool is highly </span><strong><span style="font-family:Arial;">dependent on data quality </span></strong><span style="font-family:Arial;">. The quality of the data is critical, and any errors or inaccuracies in the data can result in incorrect conclusions. To minimize this limitation, it is important to consider multiple sources of data and to validate results with stakeholders to ensure accuracy and objectivity.</span></p> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;"> | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Finally, one of the biggest limitations of Pareto Analysis is its </span><strong><span style="font-family:Arial;">focus on past data</span></strong><span style="font-family:Arial;">. This means that the analysis is limited to historical information and does not consider current or future trends and conditions. As a result, the decision-making process may not take into account current or emerging problems that need to be addressed. Additionally, the analysis may not accurately reflect the true state of the process if the underlying data changes over time. Therefore, it is crucial to complement Pareto Analysis with other techniques and approaches that provide a more comprehensive view of the situation and allow for a more informed decision-making process.</span></p> |
− | + | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Overcome Pareto Analysis’ Limitations Using Other Tools</span></h2> | |
− | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Overcome Pareto Analysis’ Limitations | + | |
<p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;"> </span></p> | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;"> </span></p> | ||
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">As previously noted, Pareto Analysis is a very helpful tool in risk management, but it has significant drawbacks that reduce its effectiveness. To avoid this issue, other techniques and approaches can be used in conjunction with | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">As previously noted, Pareto Analysis is a very helpful tool in risk management, but it has significant drawbacks that reduce its effectiveness. To avoid this issue, other techniques and approaches can be used in conjunction with it. </span></p> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">The </span><strong><span style="font-family:Arial;">Root Cause Analysis (RCA)</span></strong><span style="font-family:Arial;"> is an example of tool that can be combined with Pareto Analysis. While Pareto | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">The </span><strong><span style="font-family:Arial;">Root Cause Analysis (RCA)</span></strong><span style="font-family:Arial;"> is an example of tool that can be combined with Pareto Analysis. While Pareto Analysis is a useful tool for identifying the most significant factors contributing to a problem, it has limitations in identifying the root cause of the problem. This is where RCA can be used to complement the Pareto Analysis. As mentioned in ''Section 4.4.1'' of ''The Standard for Risk Management in Portfolios, Programs and Projects'' <ref name="RiskManagement" />, RCA helps to identify the underlying causes of problems by considering multiple factors, including current and future conditions, to determine the best course of action. By using RCA alongside Pareto Analysis, it is possible to identify the key causes of a problem and then investigate the underlying reasons for those causes. This allows for a more comprehensive understanding of the problem and can help to develop effective solutions that target the root cause.</span></p> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;"> | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Another technique that can be used is </span><strong><span style="font-family:Arial;">Process Mapping</span></strong><span style="font-family:Arial;">, that, as described in the book ''Process Mapping and Management'' <ref> ''S. Conger, ''Process Mapping and Management'', Business Expert Press, 2011.'' </ref>, creates a visual representation of a process to help identify areas that need improvement, taking into account both past and current data. One of the key limitations of Pareto Analysis is in fact that it only provides insight into the most common problems, and not necessarily the underlying causes of those problems. Here, process mapping can be a useful addition to the toolbox for solving issues.</span><span style="font-family:Arial;"> </span><span style="font-family:Arial;">A complex process is divided into smaller, easier-to-manage processes via process mapping, and potential improvement areas are noted. In order to develop this analysis, it is possible to apply several tools such as Value Stream Mapping, Flow Chart and Data Flow Diagram. By using these tools in conjunction with Pareto Analysis, it’s possible to gain a more comprehensive understanding of the process, and identify opportunities for improvement beyond just the most common issues.</span></p> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Another | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;">Another option is combining Pareto Analysis with the </span><strong><span style="font-family:Arial;">Expected Value (EV) </span></strong><span style="font-family:Arial;"> technique. As explained in ''Managing Successful Projects with PRINCE2 2017 Edition'' in ''Section 10.4.2.1'' <ref name="PRINCE2" />, this technique is useful to assess the expected values of risks by multiplying the expected impact by its probability of occurrence. Pareto Analysis prioritizes risks based on their potential impact, while EV technique evaluates the expected outcome of a decision by determining the average result based on a probability distribution of potential outcomes. By combining these two techniques, organizations can make informed decisions by prioritizing the most critical issues and evaluating potential solutions based on expected outcomes. Combining these two techniques provides organizations with a comprehensive and data-driven approach to improvement, leading to more effective and efficient results. The use of both Pareto Analysis and Expected Value helps organizations ensure their resources are allocated effectively to areas where they will have the greatest impact.</span></p> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;"> | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><span style="font-family:Arial;"> </span></p> |
+ | <h2 style="margin-top:2pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Conclusion</span></h2> | ||
+ | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"><br><span style="font-family:Arial;">In conclusion, the Pareto Analysis is a valuable tool for organizations that are seeking to improve their operational processes, allowing managers to prioritize the issues and risks that have the biggest impact the business. However, this tool has also some limitations that must be taken into account. To overcome these boundaries, it is recommended to combine the Pareto Analysis with other analytical tools and techniques. For instance, Root Cause Analysis can help identify the underlying causes of an issue, while Process Mapping can provide a detailed overview of the process and its potential weaknesses. The Expected Value can help evaluate the potential impact of various solutions to determine which ones are most likely to yield the desired results. By integrating Pareto Analysis with these techniques, organizations gain a more comprehensive understanding of the issues and risks they face, leading to more efficient and effective decision-making.</span></p> | ||
+ | <p style="margin-top:0pt; margin-bottom:8pt;"><span style="font-family:Arial;"> </span></p> | ||
− | < | + | <h1 style="margin-top:12pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">Annotated Bibliography</span></h1> |
− | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;">< | + | <p style="margin-top:0pt; margin-bottom:8pt; text-align:justify;"> |
+ | <br> | ||
− | + | This section contains relevant readings on Risk Management, the Pareto Principle and its application within the Project, Program, and Portfolio Management Standards, including a range of readings that can enhance the reader's understanding of other relevant topics mentioned above. | |
− | |||
− | < | + | <br><br> |
− | + | ||
− | + | ||
− | < | + | AXELOS, <strong>''Managing Successful Projects with PRINCE2 2017 Edition''</strong>, The Stationery Office Ltd, 2017. |
+ | <br> | ||
− | + | The source provides a comprehensive guide to project management using PRINCE2, which is a widely used project management methodology. This means that it covers all aspects of project management, including project risk management, which is relevant to the topic of the article. This source also covers various aspects of project risk management, including the identification, assessment, and management of risks using PRINCE2. This information can be used to support the discussion of Pareto Analysis in project risk management and how it can be implemented using PRINCE2. In general, the source is also a valuable resource for project managers who want to implement PRINCE2 and effectively manage risks in their projects. It can be used as a practical guide to follow in order to manage project risks effectively. | |
+ | <br><br> | ||
− | |||
− | < | + | |
− | < | + | PMI, <strong>''The Standard for Risk Management in Portfolios, Programs and Projects''</strong>, Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2019. |
− | + | <br> | |
− | < | + | |
− | + | The guide provides a comprehensive framework for managing risks in portfolios, programs, and projects, which is essential for effective project risk management. This framework covers the importance of integrating risk management with overall project management and aligning it with organizational objectives, which is crucial for ensuring that project risks are identified and addressed in a way that supports the organization's goals. It also provides valuable information on how to integrate risk management with overall project management, which is particularly relevant for understanding how to apply Pareto Analysis in Project Risk Management. This source can help project managers understand how to apply Pareto Analysis within a broader risk management framework, ensuring that they can effectively identify and manage project risks. | |
− | + | <br><br> | |
− | + | ||
− | + | ||
− | + | PMI, <strong>''A Guide to the Project Management Body of Knowledge (PMBOK® Guide)''</strong>, Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2021. | |
− | + | ||
− | + | <br> | |
− | + | This guide provides comprehensive information on project management principles and practices, including project risk management. This means that it covers the fundamental concepts and processes of risk management, which can serve as a valuable reference for anyone interested in understanding risk management and applying it to their project. It includes detailed information on risk management processes, such as risk identification, assessment, and response planning. This information is particularly relevant for Pareto Analysis in project risk management because this tool is used in risk identification to help identify the most critical risks in a project. The guide can, therefore, provide a framework for implementing Pareto Analysis and other risk management tools effectively. | |
− | + | <br><br> | |
− | + | ||
− | + | ||
− | + | ||
− | + | W. Z. ILSE SCHOENMAKERS, <strong>''Pareto analysis: a first step towards nZEB Hospitals''</strong>, REHVA Journal, October 2017. | |
− | + | ||
− | + | ||
− | + | <br> | |
− | + | This study discusses the application of the Pareto Principle in the context of designing nearly Zero Energy Building (nZEB) hospitals. It is a valuable resource for this article, as it demonstrates how Pareto analysis can help identify the most significant energy-related risks and prioritize them for mitigation in a structured and efficient way. By using this source, a project manager can gain knowledge and understanding of how to apply Pareto Analysis in a real-world project. | |
− | + | <br><br> | |
− | + | ||
− | + | ||
− | + | ||
− | + | S. Conger, <strong>''Process Mapping and Management''</strong>, Business Expert Press, 2011. | |
− | + | <br> | |
− | + | The author is a recognized expert in the field of process mapping and management, with years of experience in designing and implementing process improvement initiatives for organizations. This book specifically focuses on process mapping and management, which is directly relevant to the topic of process mapping in project risk management. In fact, the content provides a comprehensive and in-depth understanding of process mapping and its relevance to project risk management. In particulat, this book offers practical insights into how to effectively map and manage business processes, providing readers with specific strategies and tools that can be applied in project risk management to achieve desired outcomes. Although the book does not specifically discuss Pareto Analysis, it provides a solid foundation for integrating it with process mapping. | |
− | + | <br><br> | |
− | + | ||
− | + | ||
− | + | This article provides a valuable resource for integrating the application of Project, Program, and Portfolio Management Standards (APPPM) into risk management practices. Specifically, it can be used in conjunction with the following articles: | |
− | + | * "Risk Register Analysis" by ''Jonas Samuelsen'' found at http://wiki.doing-projects.org/index.php/Risk_Register_Analysis. It mentions the use of Pareto Analysis in Risk Management, and it can help to develop a comprehensive risk management framework. <br> | |
− | + | * "Project Risk Management and Project Risk Management Processes" by ''Charalampos Filis'' found at: http://wiki.doing-projects.org/index.php/Project_Risk_Management_and_Project_Risk_Management_Processes. It discusses various techniques for identifying and managing risks, and Pareto Analysis is a good example of these techniques. | |
− | + | <br> | |
− | + | ||
− | + | In the following, other resources that offer a wealth of knowledge and practical tools about risk management, that have not been deeply discussed in this article: | |
− | + | *"Root Cause Analysis" by ''William Vossgård'' found at http://wiki.doing-projects.org/index.php/Root_Cause_Analysis | |
− | + | *"Value Stream Analysis and Mapping for Project Management" by ''Carlos Sanchez Garcia'' found at http://wiki.doing-projects.org/index.php/Value_Stream_Analysis_and_Mapping_for_Project_Management. | |
− | + | *"Risk Management" by ''Samira Ehrari'' found at http://wiki.doing-projects.org/index.php/Risk_management | |
− | + | </p> | |
− | + | <br> | |
− | + | <h1 style="margin-top:12pt; margin-bottom:0pt; text-align:justify; page-break-inside:avoid; page-break-after:avoid; line-height:108%; font-size:13pt;"><span style="font-family:Arial; font-weight:normal; color:#2f5496;">References</span></h1> | |
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Latest revision as of 14:54, 7 May 2023
Developed by Gaia Sassone
Abstract
The Pareto Principle, commonly known as the 80/20 rule, is a widely used tool for project, program, and portfolio management, which states that 80% of the effects come from 20% of the causes. It can be applied in risk management to identify and prioritize risks based on their potential impact on a specific project, program, or portfolio. The choice of the management domain determines the extent of its application, such as identifying and prioritizing risks for a particular project in project management, across multiple related projects in program management, or across an entire portfolio of projects and programs in portfolio management.
Contents |
This article presents a comprehensive guide to utilizing Pareto Analysis in risk management, with a particular focus on its application in project risk management, while also exploring its use in other areas. It aims to offer a practical template and instructions for utilizing this tool effectively, and it is divided into several sections.
The first section introduces the origins and purpose of the Pareto Principle, emphasizing its relevance to risk management. A detailed explanation follows, outlining the process of constructing and interpreting a Pareto Chart through a compelling case study. The subsequent section explores the wide-ranging applications of Pareto Analysis, including its utilization in project risk management, program management, and portfolio management, accompanied by concrete examples for each context. Moreover, the article discusses the limitations inherent in this tool, highlighting its primary drawbacks. To overcome these limitations, the text suggests the integration of other techniques in conjunction with Pareto Analysis and elaborates on the benefits of such an approach. Lastly, the article concludes, by summarizing the key insights discussed throughout the text.
This article also features an annotated bibliography of relevant readings on the Pareto Principle and its application within the Project, Program, and Portfolio Management Standards. These references span a wide range of topics, such as the fundamentals of the Pareto Principle, its implementation within specific business scenarios and industries, and its relationship to the aforementioned management standards.
Pareto Analysis in Project Risk Management
The Pareto Principle was established by the Italian economist and sociologist Vilfredo Pareto in the late 19th century. His idea argues that only 20% of causes result in 80% of the effects, as shown in Figure 1.
According to Managing Successful Projects with PRINCE2 2017 Edition in Section 10.4.2 [1], after risks have been assessed, Pareto Analysis can be used to rank them to determine the order in which they should be addressed. In particular, this tool can be applied to direct management efforts towards hazards that have the greatest potential to affect project objectives.
The Pareto Principle is often used in various fields, including business, economics, and quality management, to help managers identify the most critical factors that are impacting their operations and to prioritize improvement efforts. In the context of Project Risk Management, it can be applied to identify and prioritize risks that may have a significant impact on the project. By employing this evaluation, organizations can enhance their risk management procedures, concentrate their attention on the most important risks, and make more informed decisions.
As stated in The Standard for Risk Management in Portfolios, Programs and Projects in Section 2.3.4 [2], Project Risk Management is "a Knowledge Area of project management that identifies and manages project risks that could impact cost, schedule, or scope baselines." According to this guide in Section 3.2.4[2], the goals of Project Risk Management are aimed at enhancing the likelihood and effect of opportunities, while decreasing the potential impact and probability of threats. One of the key success factors of Project Risk Management described in Section 2.4 [2] is the integration of risk management practices with organizational project management. In fact, successful risk management involves an adequate execution of organisational project management, including the allocation of resources required for successful risk management application.
The Project Management Body of Knowledge (PMBOK® Guide) [3] states that the failure to manage risks has the potential to cause projects to deviate from their plans and ultimately fail to achieve defined objectives. Therefore, the effectiveness of Project Risk Management is directly related to project success.
In order to increase the Project Risk Management performance, the 80-20 rule can be applied to understand how to allocate resources efficiently by targeting issues that have a significant impact on profits, sales, and customers.
Successful risk management is crucial for project success, as failure to manage risks can result in project deviations and failure to achieve objectives. Integrating risk management practices with organizational project management and allocating adequate resources are therefore key factors for successful risk management, and this is where the Pareto Analysis can help.
How to build a Pareto Chart - Case Study
In Pareto Analysis, data is graphically represented in the form of a Pareto Chart, which is a bar graph that arranges items in order of frequency or impact. As shown in Figure 2 below, the X-axis represents the causes and the Y-axis shows the effects. The tallest bar in the graph symbolises the most influential cause, while the cumulative line represents the cumulative total of the items.
As a quantitative method for risk analysis, Pareto Analysis allows project managers to estimate the overall risk and prioritize the most significant risks that could impact the project objectives. As mentioned in Section 4.5.1 of The Standard for Risk Management in Portfolios, Programs and Projects [2], this method enables project managers to distinguish the quantified risks that exceed the stakeholders' tolerance levels from those that are within acceptable tolerances. By identifying these risks, project managers can allocate their resources to implement vigorous risk responses to protect the most critical objectives.
The steps to create a Pareto Chart are the following:
- Gather and organize the data on the different contributors to the problem or outcome. This data can be collected through surveys, observations, process analysis, or other methods. Once the data is collected, it is important to ensure that it is accurate, reliable, and relevant to the problem at hand. In order to determine the probability and impact of each risk, it is possible to apply the framework described in Section 3.3.1 of The Standard for Risk Management in Portfolios, Programs and Projects [2].
- Add up the data on the effect of each contributor and sum them together to get the grand total. This step helps to identify the overall magnitude of the problem and provides a baseline for comparison. It is also important to ensure that the data is consistent, standardized, and comparable across different contributors and time periods.
- Rearrange the contributors from largest to smallest, based on their impact or frequency. This step helps to identify the most significant contributors and the ones that have the most potential for improvement. It is also important to consider the context, scope, and goals of the Pareto Chart, and to select the most relevant and meaningful contributors for the problem or outcome.
- Calculate the cumulative-percentage-of-total, which is the percentage of the total impact that each contributor represents, relative to the other contributors. This step helps to visualize the relative importance of each contributor and to identify the threshold for the Pareto principle.
- Insert a bar graph to show the amount of each contributor's impact, and a line graph to represent the cumulative-percent of total.
An example of the use of Pareto Analysis is shown in the case study Pareto Analysis: a First Step Towards nZEB Hospitals of Erasmus Medical Centre Sophia (EMC) [4], a compact University Medical Centre (UMC) that offers all healthcare functions and has a complex heating, ventilation and air conditioning (HVAC) system. In the context of energy management, the Pareto Analysis can help identify the healthcare functions in UMCs that consume the most energy and have the most potential for energy reduction.
This study aimed to assess the energy reduction potential of different healthcare functions in EMC by differentiating energy consumption to these functions. This was done by analyzing energy intensity and the total energy distribution per healthcare function, which allowed for the identification of the healthcare functions with the largest energy consumption. Based on this analysis, isolation rooms and surgery rooms were identified as the functions that consume significantly more energy than other healthcare functions, making them critical functions to focus on for energy reduction.
This case study demonstrated that the approach is a useful tool for determining energy reduction potential in UMCs. The study showed that by identifying the healthcare functions that consume the most energy and applying targeted actions to reduce their energy consumption, organizations can reduce their overall energy consumption and achieve cost savings.
Pareto Analysis Applications
In the following, the application of Pareto Analysis for Risk Management in diverse management domains is presented. The practical application of this tool is explained through the discussion of relevant examples, developing a thorough understanding of its potential in risk mitigation and operational optimisation.
Pareto Analysis may be used in Project Risk Management to evaluate hazards according to priority, allowing management to focus resources on the risks that are most likely to have an impact on the project. For example, project managers may use Pareto Analysis to identify the low number of construction jobs that account for the majority of the time spent on a project and focus resources on these activities to reduce the total duration of the project.
In Program Risk Management, Pareto Analysis can be applied to determine which issues or tasks are causing the majority of problems or delays, allowing the team to focus their efforts on the most critical areas. By analyzing data on program performance, program managers can identify the 20% of issues that are causing 80% of the problems and address them first. This approach can help them to make informed decisions about where to allocate resources and prioritize tasks, ultimately leading to a more efficient and effective program.
Finally, Pareto Analysis is often applied in Portfolio Risk Management to discover the assets or investments that contribute the most to portfolio performance as well as those that detract from it. Portfolio managers may optimise their investment strategy and perhaps boost total returns by focusing on the top-performing assets. Furthermore, identifying underperforming assets using this analysis can assist managers in making educated decisions about whether to keep or sell those assets, resulting in a more efficient and effective portfolio.
Limitations of Pareto Analysis in Risk Management
Although the Pareto Analysis can be a useful tool in risk management, it's crucial to be aware of its limits. Conducting a Pareto Analysis can be time-consuming and requires significant resources, which can be an obstacle for small organizations. Also, the results of this analysis are not self-implementing, and it is up to the organization to follow through on recommendations. Without proper implementation, the benefits of the analysis may be limited.
The first limitation is in fact that the theory is based on the idea that only 20% of causes result in 80% of the consequences, which may not always be the case. There may be a different distribution of causes and effects in some situations, making the Pareto Analysis less effective.
Another important limitation of this tool is that the Pareto analysis does not take into account the interdependencies between risks. For example, if two risks are ranked as being less critical individually, their combined impact may be greater than the one of a single, higher-ranked risk.
Moreover, a partial view of the hazards may be considered a relevant drawback. In fact, Pareto Analysis only considers the frequency of occurrence of a problem, and does not take into account the impact or severity of the problem. For example, a problem that occurs frequently but can be easily resolved may not be as important as a problem that occurs less frequently but has a major impact.
Also, Pareto analysis has a limited perspective on the problems as it only focuses on identifying the causes that contribute to the majority of the issues, without considering the underlying causes of problems, but simply identifying their symptoms. This means that without a root cause analysis, it is difficult to determine the most effective solutions for the problems identified in a Pareto Chart.
The process of identifying the most significant problems and ranking them is subjective, and it is up to the person conducting the analysis to determine which problems are most important. Results can be influenced by the data used and the perspective of the person conducting the analysis.
This tool is highly dependent on data quality . The quality of the data is critical, and any errors or inaccuracies in the data can result in incorrect conclusions. To minimize this limitation, it is important to consider multiple sources of data and to validate results with stakeholders to ensure accuracy and objectivity.
Finally, one of the biggest limitations of Pareto Analysis is its focus on past data. This means that the analysis is limited to historical information and does not consider current or future trends and conditions. As a result, the decision-making process may not take into account current or emerging problems that need to be addressed. Additionally, the analysis may not accurately reflect the true state of the process if the underlying data changes over time. Therefore, it is crucial to complement Pareto Analysis with other techniques and approaches that provide a more comprehensive view of the situation and allow for a more informed decision-making process.
Overcome Pareto Analysis’ Limitations Using Other Tools
As previously noted, Pareto Analysis is a very helpful tool in risk management, but it has significant drawbacks that reduce its effectiveness. To avoid this issue, other techniques and approaches can be used in conjunction with it.
The Root Cause Analysis (RCA) is an example of tool that can be combined with Pareto Analysis. While Pareto Analysis is a useful tool for identifying the most significant factors contributing to a problem, it has limitations in identifying the root cause of the problem. This is where RCA can be used to complement the Pareto Analysis. As mentioned in Section 4.4.1 of The Standard for Risk Management in Portfolios, Programs and Projects [2], RCA helps to identify the underlying causes of problems by considering multiple factors, including current and future conditions, to determine the best course of action. By using RCA alongside Pareto Analysis, it is possible to identify the key causes of a problem and then investigate the underlying reasons for those causes. This allows for a more comprehensive understanding of the problem and can help to develop effective solutions that target the root cause.
Another technique that can be used is Process Mapping, that, as described in the book Process Mapping and Management [5], creates a visual representation of a process to help identify areas that need improvement, taking into account both past and current data. One of the key limitations of Pareto Analysis is in fact that it only provides insight into the most common problems, and not necessarily the underlying causes of those problems. Here, process mapping can be a useful addition to the toolbox for solving issues. A complex process is divided into smaller, easier-to-manage processes via process mapping, and potential improvement areas are noted. In order to develop this analysis, it is possible to apply several tools such as Value Stream Mapping, Flow Chart and Data Flow Diagram. By using these tools in conjunction with Pareto Analysis, it’s possible to gain a more comprehensive understanding of the process, and identify opportunities for improvement beyond just the most common issues.
Another option is combining Pareto Analysis with the Expected Value (EV) technique. As explained in Managing Successful Projects with PRINCE2 2017 Edition in Section 10.4.2.1 [1], this technique is useful to assess the expected values of risks by multiplying the expected impact by its probability of occurrence. Pareto Analysis prioritizes risks based on their potential impact, while EV technique evaluates the expected outcome of a decision by determining the average result based on a probability distribution of potential outcomes. By combining these two techniques, organizations can make informed decisions by prioritizing the most critical issues and evaluating potential solutions based on expected outcomes. Combining these two techniques provides organizations with a comprehensive and data-driven approach to improvement, leading to more effective and efficient results. The use of both Pareto Analysis and Expected Value helps organizations ensure their resources are allocated effectively to areas where they will have the greatest impact.
Conclusion
In conclusion, the Pareto Analysis is a valuable tool for organizations that are seeking to improve their operational processes, allowing managers to prioritize the issues and risks that have the biggest impact the business. However, this tool has also some limitations that must be taken into account. To overcome these boundaries, it is recommended to combine the Pareto Analysis with other analytical tools and techniques. For instance, Root Cause Analysis can help identify the underlying causes of an issue, while Process Mapping can provide a detailed overview of the process and its potential weaknesses. The Expected Value can help evaluate the potential impact of various solutions to determine which ones are most likely to yield the desired results. By integrating Pareto Analysis with these techniques, organizations gain a more comprehensive understanding of the issues and risks they face, leading to more efficient and effective decision-making.
Annotated Bibliography
This section contains relevant readings on Risk Management, the Pareto Principle and its application within the Project, Program, and Portfolio Management Standards, including a range of readings that can enhance the reader's understanding of other relevant topics mentioned above.
AXELOS, Managing Successful Projects with PRINCE2 2017 Edition, The Stationery Office Ltd, 2017.
The source provides a comprehensive guide to project management using PRINCE2, which is a widely used project management methodology. This means that it covers all aspects of project management, including project risk management, which is relevant to the topic of the article. This source also covers various aspects of project risk management, including the identification, assessment, and management of risks using PRINCE2. This information can be used to support the discussion of Pareto Analysis in project risk management and how it can be implemented using PRINCE2. In general, the source is also a valuable resource for project managers who want to implement PRINCE2 and effectively manage risks in their projects. It can be used as a practical guide to follow in order to manage project risks effectively.
PMI, The Standard for Risk Management in Portfolios, Programs and Projects, Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2019.
The guide provides a comprehensive framework for managing risks in portfolios, programs, and projects, which is essential for effective project risk management. This framework covers the importance of integrating risk management with overall project management and aligning it with organizational objectives, which is crucial for ensuring that project risks are identified and addressed in a way that supports the organization's goals. It also provides valuable information on how to integrate risk management with overall project management, which is particularly relevant for understanding how to apply Pareto Analysis in Project Risk Management. This source can help project managers understand how to apply Pareto Analysis within a broader risk management framework, ensuring that they can effectively identify and manage project risks.
PMI, A Guide to the Project Management Body of Knowledge (PMBOK® Guide), Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2021.
This guide provides comprehensive information on project management principles and practices, including project risk management. This means that it covers the fundamental concepts and processes of risk management, which can serve as a valuable reference for anyone interested in understanding risk management and applying it to their project. It includes detailed information on risk management processes, such as risk identification, assessment, and response planning. This information is particularly relevant for Pareto Analysis in project risk management because this tool is used in risk identification to help identify the most critical risks in a project. The guide can, therefore, provide a framework for implementing Pareto Analysis and other risk management tools effectively.
W. Z. ILSE SCHOENMAKERS, Pareto analysis: a first step towards nZEB Hospitals, REHVA Journal, October 2017.
This study discusses the application of the Pareto Principle in the context of designing nearly Zero Energy Building (nZEB) hospitals. It is a valuable resource for this article, as it demonstrates how Pareto analysis can help identify the most significant energy-related risks and prioritize them for mitigation in a structured and efficient way. By using this source, a project manager can gain knowledge and understanding of how to apply Pareto Analysis in a real-world project.
S. Conger, Process Mapping and Management, Business Expert Press, 2011.
The author is a recognized expert in the field of process mapping and management, with years of experience in designing and implementing process improvement initiatives for organizations. This book specifically focuses on process mapping and management, which is directly relevant to the topic of process mapping in project risk management. In fact, the content provides a comprehensive and in-depth understanding of process mapping and its relevance to project risk management. In particulat, this book offers practical insights into how to effectively map and manage business processes, providing readers with specific strategies and tools that can be applied in project risk management to achieve desired outcomes. Although the book does not specifically discuss Pareto Analysis, it provides a solid foundation for integrating it with process mapping.
This article provides a valuable resource for integrating the application of Project, Program, and Portfolio Management Standards (APPPM) into risk management practices. Specifically, it can be used in conjunction with the following articles:
- "Risk Register Analysis" by Jonas Samuelsen found at http://wiki.doing-projects.org/index.php/Risk_Register_Analysis. It mentions the use of Pareto Analysis in Risk Management, and it can help to develop a comprehensive risk management framework.
- "Project Risk Management and Project Risk Management Processes" by Charalampos Filis found at: http://wiki.doing-projects.org/index.php/Project_Risk_Management_and_Project_Risk_Management_Processes. It discusses various techniques for identifying and managing risks, and Pareto Analysis is a good example of these techniques.
In the following, other resources that offer a wealth of knowledge and practical tools about risk management, that have not been deeply discussed in this article:
- "Root Cause Analysis" by William Vossgård found at http://wiki.doing-projects.org/index.php/Root_Cause_Analysis
- "Value Stream Analysis and Mapping for Project Management" by Carlos Sanchez Garcia found at http://wiki.doing-projects.org/index.php/Value_Stream_Analysis_and_Mapping_for_Project_Management.
- "Risk Management" by Samira Ehrari found at http://wiki.doing-projects.org/index.php/Risk_management
References
- ↑ 1.0 1.1 AXELOS, Managing Successful Projects with PRINCE2 2017 Edition, The Stationery Office Ltd, 2017.
- ↑ 2.0 2.1 2.2 2.3 2.4 2.5 The Standard for Risk Management in Portfolios, Programs and Projects, Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2019
- ↑ A Guide to the Project Management Body of Knowledge (PMBOK® Guide), Newtown Square, Pennsylvania 19073-3299 USA: Project Management Institute, Inc., 2021.
- ↑ W. Z. ILSE SCHOENMAKERS, Pareto analysis: a first step towards nZEB Hospitals, REHVA Journal, October 2017.
- ↑ S. Conger, Process Mapping and Management, Business Expert Press, 2011.