{"id":43178,"date":"2024-10-02T13:38:49","date_gmt":"2024-10-02T11:38:49","guid":{"rendered":"https:\/\/parm.com\/?p=43178"},"modified":"2026-06-02T08:30:00","modified_gmt":"2026-06-02T06:30:00","slug":"better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation","status":"publish","type":"post","link":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/","title":{"rendered":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation"},"content":{"rendered":"<p><div class=\"et_d4_element et_pb_section et_pb_section_0  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_0  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_0  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_0  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>Project management ABC: M for Monte Carlo simulation<\/p>\n<h1>Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation<\/h1><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_1  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_code et_pb_code_0\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_code_inner\">[shariff]<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_2  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_2  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_0\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img loading=\"lazy\" decoding=\"async\" width=\"2500\" height=\"1313\" src=\"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg\" alt=\"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation\" title=\"Post_PM-ABC_Monte-Carlo\" srcset=\"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg 2500w, https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN-1280x672.jpg 1280w, https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN-980x515.jpg 980w, https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN-480x252.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 2500px, 100vw\" class=\"wp-image-43199\" \/><\/span>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_3 et_pb_equal_columns  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_3  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_1  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>Monte Carlo simulation helps project managers to better understand uncertainties and risks and make informed decisions. This method is based on the use of probability distributions and makes it possible to simulate different scenarios to analyze the likelihood of different project outcomes. In this article, we take a look at how Monte Carlo simulation works, what advantages it offers and how it can be used in practice to manage projects more efficiently.<\/p><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_4  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_4  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_2  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<span class=\"ez-toc-title-toggle\"><\/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:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#What_is_the_Monte_Carlo_simulation\" >What is the Monte Carlo simulation?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#How_the_Monte_Carlo_simulation_works\" >How the Monte Carlo simulation works<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#Application_of_Monte_Carlo_simulation_in_project_management\" >Application of Monte Carlo simulation in project management<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#Advantages_of_Monte_Carlo_simulation\" >Advantages of Monte Carlo simulation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#The_challenges_of_Monte_Carlo_simulation\" >The challenges of Monte Carlo simulation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_the_Monte_Carlo_simulation\"><\/span>What is the Monte Carlo simulation?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Monte Carlo simulation is a mathematical method used to analyze uncertainties in models using random samples. This involves repeatedly generating random values within defined probability distributions for certain variables in order to simulate a large number of possible outcomes. By analyzing these simulated results, it is then possible to determine how likely the various outcomes are, even if there are numerous uncertainties. In project management, for example, possible project outcomes are simulated with variables such as time, costs or risks. This method is therefore particularly useful in situations where there are many unknowns or variables whose exact value is difficult to predict. Monte Carlo simulation was developed in the 1940s to solve complex problems in nuclear research. In particular, the Hungarian-American scientist Stanislaw Ulam and the American physicist John von Neumann contributed significantly to the development of the method while they were working on the Manhattan Project, a research project to develop the atomic bomb. The name \"Monte Carlo\" is derived from the famous gambling casino in the Principality of Monaco, as the method uses random processes similar to those used in games of chance to simulate results.<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_3  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"How_the_Monte_Carlo_simulation_works\"><\/span>How the Monte Carlo simulation works<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>First, realistic ranges or probabilities are defined for the uncertain variables (e.g. project duration, costs).<br \/>This means that for each uncertain variable there should be at least one estimate of the best, worst and most probable value. For example, the duration of a task could be between 5 and 10 days, with the most probable duration being 7 days. In addition, it must be determined which probability distribution is appropriate for each variable. For example, the probability can follow the normal distribution of the Gaussian bell curve. This means that most values are close to the average (mean) and the values become less probable the further away from the mean. In particular, if there is no assumption as to which values are more likely, a uniform distribution can also be defined, which means that every value within the specified range is equally likely. The Monte Carlo simulation then uses random processes to create many different combinations of these variables in order to generate different scenarios and obtain a good distribution of results. So instead of having a single estimate, the method generates hundreds or thousands of possible results. This means that after the simulation you get a distribution of possible results. In project management, for example, this can be a list of project durations that show how long a project could take under different conditions. Graphically prepared, you can then clearly see how often a certain result occurs. For example, in the above example, the duration of the task could be seven days in 30 percent of cases. These results can then be interpreted and used as a basis for making decisions and avoiding risks.<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_4  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"Application_of_Monte_Carlo_simulation_in_project_management\"><\/span>Application of Monte Carlo simulation in project management<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Monte Carlo simulation is used in project management to better manage uncertainties in the planning and implementation of projects. As many projects involve unpredictable factors such as time, costs and resources, this method helps to assess risks and make well-founded decisions. For example, in the following areas:<\/p>\n<ul>\n<li><strong>Scheduling:<\/strong> A project consists of many tasks whose exact duration is difficult to predict. Monte Carlo simulation helps to take these uncertainties into account by estimating the shortest, longest and most likely time frame for each task. By simulating many possible schedules, one can find out how likely it is that the project will be completed within a certain time frame. This enables project managers to determine buffer times and set realistic deadlines.<\/li>\n<li><strong>Cost management:<\/strong> Similar to scheduling, costs can also be difficult to predict. Monte Carlo simulation helps to simulate different cost scenarios by capturing different possible costs for each cost element (materials, personnel, etc.). The simulation gives you a better idea of the total cost of the project and allows you to make informed budget decisions. For example, you can estimate how likely it is to exceed a certain budget.<\/li>\n<li><strong>Risk management:<\/strong> Risks are present in every project, but Monte Carlo simulation can be used to better assess their impact. When certain risks occur, the simulation can show how they could affect the project time, costs or quality. This enables a more precise assessment of the risks and their potential consequences. Project managers can then take action to minimize these risks and understand which risk management strategies are most effective.<\/li>\n<\/ul><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_5  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"Advantages_of_Monte_Carlo_simulation\"><\/span>Advantages of Monte Carlo simulation<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Better understanding of uncertainties: With Monte Carlo simulation, uncertainties in projects can be easily taken into account as the simulation creates a range of possible outcomes with their probabilities of occurrence. This helps to identify potential problems at an early stage.<\/p>\n<ul>\n<li><strong>Sound decision-making:<\/strong> Based on the scenarios and probabilities, informed decisions can be made to achieve the best possible project outcome.<\/li>\n<li><strong>Transparency and communication:<\/strong> Communication with all stakeholders is also made easier, especially when it comes to visualizing complex relationships. Graphics and probability distributions make it easier to understand risks, forecasts and decisions.<\/li>\n<li><strong>Flexibility with different scenarios:<\/strong> Running through different scenarios helps to develop alternative strategies and action plans - even before the project is launched. This means that project managers are always on the safe side during the implementation of the project.<\/li>\n<li><strong>Improved risk management:<\/strong> Simulation also helps to clearly demonstrate the probabilities and effects of potential risks. This allows risks to be better assessed and precautionary measures to be introduced.<\/li>\n<\/ul><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_6  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"The_challenges_of_Monte_Carlo_simulation\"><\/span>The challenges of Monte Carlo simulation<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>Complexity of the method:<\/strong> Monte Carlo simulation is quite complex and therefore not necessarily easy to use. The simulation requires a good understanding of probabilities and distributions, as well as the best possible estimates, but not every project team has the necessary experts for this.<\/li>\n<li><strong>Dependence on accurate data:<\/strong> The quality of the simulation depends heavily on the input data.<br \/>Inaccurate estimates or incorrect assumptions about probability distributions lead to erroneous results. It is therefore important to use realistic and well-founded data, which often proves difficult in practice.<\/li>\n<li><strong>Difficulty in interpretation:<\/strong> Even if the simulation provides a lot of useful information, it can be challenging to interpret and communicate the results correctly. The presentation of probabilities and risks must be well explained so that all stakeholders can understand them and make appropriate decisions based on them.<\/li>\n<li><strong>Time and resources required:<\/strong> Although the method provides valuable information, it is often time-consuming. Collecting the necessary data, carrying out the simulation and analyzing the results require additional time and resources, which is a challenge in many projects.<\/li>\n<\/ul><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_5  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_5  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_7  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Monte Carlo simulation offers clear advantages and can help to reduce uncertainties and risks, especially in large, complex projects. It enables more precise and data-supported planning and improves decision-making. However, the potential benefits should be weighed against the high costs and challenges, such as complexity and the need for precise data.<\/p><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_6  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_1_2 et_pb_column et_pb_column_6  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_8  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>Therefore, other ways of reducing uncertainties are sufficient for many projects.<br \/>Good time and cost planning, resource management, risk management and project controlling during planning and implementation make it possible to identify uncertainties at an early stage and make well-founded decisions. In addition, flexible dashboard and reporting functions, such as those offered by the project management software myPARM ProjectManagement, help to manage projects successfully and efficiently - without the need for complex simulations.<\/p><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_d4_element et_pb_column_1_2 et_pb_column et_pb_column_7  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_9  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>Learn more about the project and portfolio management software myPARM:<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_0_wrapper et_pb_button_alignment_left et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_0 et_hover_enabled et_pb_bg_layout_light et_block_module\" href=\"https:\/\/parm.com\/en\/myparm\/\">More information on myPARM<\/a>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_10  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>Would you like to get to know myPARM in a demo?<br \/>\nThen make an appointment with us right away! <\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_1_wrapper et_pb_button_alignment_left et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_1 et_hover_enabled et_pb_bg_layout_light et_block_module\" href=\"https:\/\/calendly.com\/parmag\/myparm-webdemo\" target=\"_blank\">Arrange appointment<\/a>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_7  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_8  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_code et_pb_code_1\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_code_inner\">[shariff]<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_section et_pb_section_1  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_8  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_9  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_code et_pb_code_2\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_code_inner\"><!-- Begin Sendinblue Form -->\n<!-- START - We recommend to place the below code in head tag of your website html  -->\n<style>\n  @font-face {\n    font-display: block;\n    font-family: Roboto;\n    src: url(https:\/\/assets.sendinblue.com\/font\/Roboto\/Latin\/normal\/normal\/7529907e9eaf8ebb5220c5f9850e3811.woff2) format(\"woff2\"), url(https:\/\/assets.sendinblue.com\/font\/Roboto\/Latin\/normal\/normal\/25c678feafdc175a70922a116c9be3e7.woff) format(\"woff\")\n  }\n\n  @font-face {\n    font-display: fallback;\n    font-family: Roboto;\n    font-weight: 600;\n    src: url(https:\/\/assets.sendinblue.com\/font\/Roboto\/Latin\/medium\/normal\/6e9caeeafb1f3491be3e32744bc30440.woff2) format(\"woff2\"), url(https:\/\/assets.sendinblue.com\/font\/Roboto\/Latin\/medium\/normal\/71501f0d8d5aa95960f6475d5487d4c2.woff) format(\"woff\")\n  }\n\n  @font-face {\n    font-display: fallback;\n    font-family: Roboto;\n    font-weight: 700;\n    src: url(https:\/\/assets.sendinblue.com\/font\/Roboto\/Latin\/bold\/normal\/3ef7cf158f310cf752d5ad08cd0e7e60.woff2) format(\"woff2\"), url(https:\/\/assets.sendinblue.com\/font\/Roboto\/Latin\/bold\/normal\/ece3a1d82f18b60bcce0211725c476aa.woff) format(\"woff\")\n  }\n\n  #sib-container input:-ms-input-placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n\n  #sib-container input::placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n\n  #sib-container textarea::placeholder {\n    text-align: left;\n    font-family: \"Helvetica\", sans-serif;\n    color: #c0ccda;\n  }\n<\/style>\n<link rel=\"stylesheet\" href=\"https:\/\/sibforms.com\/forms\/end-form\/build\/sib-styles.css\">\n<!--  END - We recommend to place the above code in head tag of your website html -->\n\n<!-- START - We recommend to place the below code where you want the form in your website html  -->\n<div class=\"sib-form\" style=\"text-align: center;\n         background-color: transparent;                                 \">\n  <div id=\"sib-form-container\" class=\"sib-form-container\">\n    <div id=\"error-message\" class=\"sib-form-message-panel\" style=\"font-size:16px; text-align:left; font-family:\"Helvetica\", sans-serif; color:#661d1d; background-color:#ffeded; border-radius:3px; border-color:#ff4949;max-width:540px;\">\n      <div class=\"sib-form-message-panel__text sib-form-message-panel__text--center\">\n        <svg viewBox=\"0 0 512 512\" class=\"sib-icon sib-notification__icon\">\n          <path d=\"M256 40c118.621 0 216 96.075 216 216 0 119.291-96.61 216-216 216-119.244 0-216-96.562-216-216 0-119.203 96.602-216 216-216m0-32C119.043 8 8 119.083 8 256c0 136.997 111.043 248 248 248s248-111.003 248-248C504 119.083 392.957 8 256 8zm-11.49 120h22.979c6.823 0 12.274 5.682 11.99 12.5l-7 168c-.268 6.428-5.556 11.5-11.99 11.5h-8.979c-6.433 0-11.722-5.073-11.99-11.5l-7-168c-.283-6.818 5.167-12.5 11.99-12.5zM256 340c-15.464 0-28 12.536-28 28s12.536 28 28 28 28-12.536 28-28-12.536-28-28-28z\" \/>\n        <\/svg>\n        <span class=\"sib-form-message-panel__inner-text\">\n                          Your registration could not be saved. Please try again.\n                      <\/span>\n      <\/div>\n    <\/div>\n    <div><\/div>\n    <div id=\"success-message\" class=\"sib-form-message-panel\" style=\"font-size:16px; text-align:left; font-family:\"Helvetica\", sans-serif; color:#085229; background-color:#e7faf0; border-radius:3px; border-color:#13ce66;max-width:540px;\">\n      <div class=\"sib-form-message-panel__text sib-form-message-panel__text--center\">\n        <svg viewBox=\"0 0 512 512\" class=\"sib-icon sib-notification__icon\">\n          <path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 464c-118.664 0-216-96.055-216-216 0-118.663 96.055-216 216-216 118.664 0 216 96.055 216 216 0 118.663-96.055 216-216 216zm141.63-274.961L217.15 376.071c-4.705 4.667-12.303 4.637-16.97-.068l-85.878-86.572c-4.667-4.705-4.637-12.303.068-16.97l8.52-8.451c4.705-4.667 12.303-4.637 16.97.068l68.976 69.533 163.441-162.13c4.705-4.667 12.303-4.637 16.97.068l8.451 8.52c4.668 4.705 4.637 12.303-.068 16.97z\" \/>\n        <\/svg>\n        <span class=\"sib-form-message-panel__inner-text\">\n                          Your subscription was successful. Please check your mailbox and confirm your registration.\n                      <\/span>\n      <\/div>\n    <\/div>\n    <div><\/div>\n    <div id=\"sib-container\" class=\"sib-container--large sib-container--vertical\" style=\"text-align:center; background-color:rgba(27,62,144,1); max-width:1080px; border-radius:3px; border-width:0px; border-color:#C0CCD9; border-style:solid;\">\n      <form id=\"sib-form\" method=\"POST\" action=\"https:\/\/272a17fd.sibforms.com\/serve\/MUIEAEPrU75I-jrvN1G-IamWKnnTItWSl6-JcNlxvdKthgnl7MesOofIxFl0M4Mqzoz4KkiUgn7LiGPCjRvb3PnoX4j4YVujxd8FLVCArz_Tbt0d5x_bhDQRH5PxnfXLCF9mk4H8i92bCL6a-nvHfAK7z5Dsmr4RjwUxpuLLjaW5ckCDWIU4qCzfB2t3_2SXYwkpkb26gfinTgFp\" data-type=\"subscription\">\n        <div style=\"padding: 8px 0;\">\n          <div class=\"sib-form-block\" style=\"font-size:32px; text-align:left; font-weight:700; font-family:\"Helvetica\", sans-serif; color:#ffffff; background-color:transparent;\">\n            Newsletter\n          <\/div>\n        <\/div>\n        <div style=\"padding: 8px 0;\">\n          <div class=\"sib-form-block\" style=\"font-size:16px; text-align:left; font-family:\"Helvetica\", sans-serif; color:#ffffff; background-color:transparent;\">\n            <div class=\"sib-text-form-block\">\n              Subscribe to our monthly newsletter and stay informed about Parm AG products, news, trends in project management as well as offers and events.\n            <\/div>\n          <\/div>\n        <\/div>\n        <div style=\"padding: 8px 0;\">\n          <div class=\"sib-input sib-form-block\">\n            <div class=\"form__entry entry_block\">\n              <div class=\"form__label-row \">\n\n                <div class=\"entry__field\">\n                  <input class=\"input\" type=\"text\" id=\"EMAIL\" name=\"EMAIL\" autocomplete=\"off\" placeholder=\"EMAIL\" data-required=\"true\" required \/>\n                <\/div>\n              <\/div>\n\n              <label class=\"entry__error entry__error--primary\" style=\"font-size:16px; text-align:left; font-family:\"Helvetica\", sans-serif; color:#661d1d; background-color:#ffeded; border-radius:3px; border-color:#ff4949;\">\n              <\/label>\n            <\/div>\n          <\/div>\n        <\/div>\n        <div style=\"padding: 8px 0;\">\n          <div class=\"sib-optin sib-form-block\" data-required=\"true\">\n            <div class=\"form__entry entry_mcq\">\n              <div class=\"form__label-row \">\n                <div class=\"entry__choice\">\n                  <label>\n                    <input type=\"checkbox\" class=\"input_replaced\" value=\"1\" id=\"OPT_IN\" name=\"OPT_IN\" required \/>\n                    <span class=\"checkbox checkbox_tick_positive\"><\/span><span style=\"font-size:14px; text-align:left; font-family:\"Helvetica\", sans-serif; color:#ffffff; background-color:transparent;\">I agree that the newsletter may be individually tailored to my interests. For this purpose, I allow Parm AG to analyse my opening, clicking and downloading behaviour in the newsletter and to create a personal user profile of me. I have read and accept the <a href=\"https:\/\/parm.com\/fi\/privacy-policy\/\" target=\"_blank\" rel=\"noopener\">privacy policy<\/a>. I can unsubscribe from the newsletter at any time.<span data-required=\"*\" style=\"display: inline;\" class=\"entry__label entry__label_optin\"><\/span><\/span> <\/label>\n                <\/div>\n              <\/div>\n              <label class=\"entry__error entry__error--primary\" style=\"font-size:16px; text-align:left; font-family:\"Helvetica\", sans-serif; color:#661d1d; background-color:#ffeded; border-radius:3px; border-color:#ff4949;\">\n              <\/label>\n            <\/div>\n          <\/div>\n        <\/div>\n        <div style=\"padding: 8px 0;\">\n          <div class=\"g-recaptcha\" data-sitekey=\"6LdyzNAcAAAAANv3WwEWU18I26AH-2q2CcQ6eQUk\" data-callback=\"invisibleCaptchaCallback\" data-size=\"invisible\" onclick=\"executeCaptcha\"><\/div>\n        <\/div>\n        <div style=\"padding: 8px 0;\">\n          <div class=\"sib-form-block\" style=\"text-align: left\">\n            <button class=\"sib-form-block__button sib-form-block__button-with-loader\" style=\"font-size:16px; text-align:left; font-weight:700; font-family:\"Helvetica\", sans-serif; color:#1b3e90; background-color:#ffffff; border-radius:3px; border-width:0px;\" form=\"sib-form\" type=\"submit\">\n              <svg class=\"icon clickable__icon progress-indicator__icon sib-hide-loader-icon\" viewBox=\"0 0 512 512\">\n                <path d=\"M460.116 373.846l-20.823-12.022c-5.541-3.199-7.54-10.159-4.663-15.874 30.137-59.886 28.343-131.652-5.386-189.946-33.641-58.394-94.896-95.833-161.827-99.676C261.028 55.961 256 50.751 256 44.352V20.309c0-6.904 5.808-12.337 12.703-11.982 83.556 4.306 160.163 50.864 202.11 123.677 42.063 72.696 44.079 162.316 6.031 236.832-3.14 6.148-10.75 8.461-16.728 5.01z\" \/>\n              <\/svg>\n              SUBSCRIBE\n            <\/button>\n          <\/div>\n        <\/div>\n\n        <input type=\"text\" name=\"email_address_check\" value=\"\" class=\"input--hidden\">\n        <input type=\"hidden\" name=\"locale\" value=\"de\">\n      <\/form>\n    <\/div>\n  <\/div>\n<\/div>\n<!-- END - We recommend to place the below code where you want the form in your website html  -->\n\n<!-- START - We recommend to place the below code in footer or bottom of your website html  -->\n<script>\n  window.REQUIRED_CODE_ERROR_MESSAGE = 'W\u00e4hlen Sie bitte einen L\u00e4ndervorwahl aus.';\n  window.LOCALE = 'de';\n  window.EMAIL_INVALID_MESSAGE = window.SMS_INVALID_MESSAGE = \"The information entered is not valid. Please check the fields and try again.\";\n\n  window.REQUIRED_ERROR_MESSAGE = \"This field must not be empty. \";\n\n  window.GENERIC_INVALID_MESSAGE = \"The information entered is not valid. Please check the fields and try again.\";\n\n\n\n\n  window.translation = {\n    common: {\n      selectedList: '{quantity} Liste ausgew\u00e4hlt',\n      selectedLists: '{quantity} Listen ausgew\u00e4hlt'\n    }\n  };\n\n  var AUTOHIDE = Boolean(0);\n<\/script>\n<script src=\"https:\/\/sibforms.com\/forms\/end-form\/build\/main.js\"><\/script>\n\n<script src=\"https:\/\/www.google.com\/recaptcha\/api.js?hl=de\"><\/script>\n\n<!-- END - We recommend to place the above code in footer or bottom of your website html  -->\n<!-- End Sendinblue Form --><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>How can uncertainties and risks in projects be better understood and well-founded decisions made?<br \/>\nOne method for this is Monte Carlo simulation, which is based on probability distributions and simulates various scenarios.<br \/>\nIt helps with the planning of time, costs and risks &#8211; especially in large, complex projects.<br \/>\nCurious?<br \/>\nWe explain how Monte Carlo simulation works, its advantages, challenges and alternatives.      <\/p>\n","protected":false},"author":1,"featured_media":43199,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[49],"tags":[54,53,1200,42],"class_list":["post-43178","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-project-management","tag-project-management","tag-projektmanagement","tag-projektmanagement-abc-en","tag-projektmanagement-abc"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation<\/title>\n<meta name=\"description\" content=\"Monte Carlo simulation can be used to simulate uncertain scenarios and determine the probability of different project outcomes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation\" \/>\n<meta property=\"og:description\" content=\"How can uncertainties and risks in projects be better understood and well-founded decisions made? One method for this is Monte Carlo simulation, which is based on probability distributions and simulates various scenarios. It helps with planning time, costs and risks - especially in large, complex projects.Curious? We explain how Monte Carlo simulation works, its advantages, challenges and alternatives.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/\" \/>\n<meta property=\"og:site_name\" content=\"Parm AG\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/myparm\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-02T11:38:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-06-02T06:30:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2500\" \/>\n\t<meta property=\"og:image:height\" content=\"1313\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Natascha Schleutker\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation\" \/>\n<meta name=\"twitter:description\" content=\"How can uncertainties and risks in projects be better understood and well-founded decisions made? One method for this is Monte Carlo simulation, which is based on probability distributions and simulates various scenarios. It helps with planning time, costs and risks - especially in large, complex projects.Curious? We explain how Monte Carlo simulation works, its advantages, challenges and alternatives.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Natascha Schleutker\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/\"},\"author\":{\"name\":\"Natascha Schleutker\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#\\\/schema\\\/person\\\/c24699ce0d4e2f1a102409a36cc80953\"},\"headline\":\"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation\",\"datePublished\":\"2024-10-02T11:38:49+00:00\",\"dateModified\":\"2026-06-02T06:30:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/\"},\"wordCount\":2215,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/parm.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/Post_PM-ABC_Monte-Carlo_EN.jpg\",\"keywords\":[\"Project management\",\"Projektmanagement\",\"Projektmanagement-ABC\",\"Projektmanagement-ABC\"],\"articleSection\":[\"Project management\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/\",\"url\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/\",\"name\":\"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/parm.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/Post_PM-ABC_Monte-Carlo_EN.jpg\",\"datePublished\":\"2024-10-02T11:38:49+00:00\",\"dateModified\":\"2026-06-02T06:30:00+00:00\",\"description\":\"Monte Carlo simulation can be used to simulate uncertain scenarios and determine the probability of different project outcomes.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#primaryimage\",\"url\":\"https:\\\/\\\/parm.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/Post_PM-ABC_Monte-Carlo_EN.jpg\",\"contentUrl\":\"https:\\\/\\\/parm.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/Post_PM-ABC_Monte-Carlo_EN.jpg\",\"width\":2500,\"height\":1313,\"caption\":\"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\\\/\\\/parm.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/parm.com\\\/en\\\/\",\"name\":\"Parm AG\",\"description\":\"Successful projects. Swiss quality. Software f\u00fcr Projektmanagement\",\"publisher\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#organization\"},\"alternateName\":\"Parm\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/parm.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#organization\",\"name\":\"Parm AG\",\"alternateName\":\"Parm\",\"url\":\"https:\\\/\\\/parm.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/parm.com\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/Parm_Logo_blue_RGB.png\",\"contentUrl\":\"https:\\\/\\\/parm.com\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/Parm_Logo_blue_RGB.png\",\"width\":908,\"height\":228,\"caption\":\"Parm AG\"},\"image\":{\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/myparm\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/parm-ag\",\"https:\\\/\\\/www.xing.com\\\/pages\\\/parmag\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/parm.com\\\/en\\\/#\\\/schema\\\/person\\\/c24699ce0d4e2f1a102409a36cc80953\",\"name\":\"Natascha Schleutker\",\"sameAs\":[\"https:\\\/\\\/parm.com\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation","description":"Monte Carlo simulation can be used to simulate uncertain scenarios and determine the probability of different project outcomes.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/","og_locale":"en_US","og_type":"article","og_title":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation","og_description":"How can uncertainties and risks in projects be better understood and well-founded decisions made? One method for this is Monte Carlo simulation, which is based on probability distributions and simulates various scenarios. It helps with planning time, costs and risks - especially in large, complex projects.Curious? We explain how Monte Carlo simulation works, its advantages, challenges and alternatives.","og_url":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/","og_site_name":"Parm AG","article_publisher":"https:\/\/www.facebook.com\/myparm","article_published_time":"2024-10-02T11:38:49+00:00","article_modified_time":"2026-06-02T06:30:00+00:00","og_image":[{"width":2500,"height":1313,"url":"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg","type":"image\/jpeg"}],"author":"Natascha Schleutker","twitter_card":"summary_large_image","twitter_title":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation","twitter_description":"How can uncertainties and risks in projects be better understood and well-founded decisions made? One method for this is Monte Carlo simulation, which is based on probability distributions and simulates various scenarios. It helps with planning time, costs and risks - especially in large, complex projects.Curious? We explain how Monte Carlo simulation works, its advantages, challenges and alternatives.","twitter_image":"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg","twitter_misc":{"Written by":"Natascha Schleutker","Est. reading time":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#article","isPartOf":{"@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/"},"author":{"name":"Natascha Schleutker","@id":"https:\/\/parm.com\/en\/#\/schema\/person\/c24699ce0d4e2f1a102409a36cc80953"},"headline":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation","datePublished":"2024-10-02T11:38:49+00:00","dateModified":"2026-06-02T06:30:00+00:00","mainEntityOfPage":{"@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/"},"wordCount":2215,"commentCount":0,"publisher":{"@id":"https:\/\/parm.com\/en\/#organization"},"image":{"@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#primaryimage"},"thumbnailUrl":"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg","keywords":["Project management","Projektmanagement","Projektmanagement-ABC","Projektmanagement-ABC"],"articleSection":["Project management"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/","url":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/","name":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation","isPartOf":{"@id":"https:\/\/parm.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#primaryimage"},"image":{"@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#primaryimage"},"thumbnailUrl":"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg","datePublished":"2024-10-02T11:38:49+00:00","dateModified":"2026-06-02T06:30:00+00:00","description":"Monte Carlo simulation can be used to simulate uncertain scenarios and determine the probability of different project outcomes.","breadcrumb":{"@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#primaryimage","url":"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg","contentUrl":"https:\/\/parm.com\/wp-content\/uploads\/2024\/09\/Post_PM-ABC_Monte-Carlo_EN.jpg","width":2500,"height":1313,"caption":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation"},{"@type":"BreadcrumbList","@id":"https:\/\/parm.com\/en\/better-understand-risks-manage-uncertainties-and-make-informed-decisions-with-the-help-of-monte-carlo-simulation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/parm.com\/en\/"},{"@type":"ListItem","position":2,"name":"Better understand risks, manage uncertainties and make informed decisions with the help of Monte Carlo simulation"}]},{"@type":"WebSite","@id":"https:\/\/parm.com\/en\/#website","url":"https:\/\/parm.com\/en\/","name":"Parm AG","description":"Successful projects. Swiss quality. Software f\u00fcr Projektmanagement","publisher":{"@id":"https:\/\/parm.com\/en\/#organization"},"alternateName":"Parm","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/parm.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/parm.com\/en\/#organization","name":"Parm AG","alternateName":"Parm","url":"https:\/\/parm.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/parm.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/parm.com\/wp-content\/uploads\/2021\/11\/Parm_Logo_blue_RGB.png","contentUrl":"https:\/\/parm.com\/wp-content\/uploads\/2021\/11\/Parm_Logo_blue_RGB.png","width":908,"height":228,"caption":"Parm AG"},"image":{"@id":"https:\/\/parm.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/myparm","https:\/\/www.linkedin.com\/company\/parm-ag","https:\/\/www.xing.com\/pages\/parmag"]},{"@type":"Person","@id":"https:\/\/parm.com\/en\/#\/schema\/person\/c24699ce0d4e2f1a102409a36cc80953","name":"Natascha Schleutker","sameAs":["https:\/\/parm.com"]}]}},"_links":{"self":[{"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/posts\/43178","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/comments?post=43178"}],"version-history":[{"count":28,"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/posts\/43178\/revisions"}],"predecessor-version":[{"id":252034,"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/posts\/43178\/revisions\/252034"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/media\/43199"}],"wp:attachment":[{"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/media?parent=43178"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/categories?post=43178"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/parm.com\/en\/wp-json\/wp\/v2\/tags?post=43178"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}