{"id":37191,"date":"2023-05-17T12:08:58","date_gmt":"2023-05-17T10:08:58","guid":{"rendered":"https:\/\/redanalysis.org\/?p=37191"},"modified":"2026-08-13T10:47:10","modified_gmt":"2026-08-13T08:47:10","slug":"explorer-impacts-en-cascade-avec-ia","status":"publish","type":"post","link":"https:\/\/redanalysis.org\/fr\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/","title":{"rendered":"Explorer les impacts en cascade avec l'IA"},"content":{"rendered":"\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\">Evaluating possible impacts is a key component of strategic foresight, early warning and risk management. It is crucial in strategy and, as a result, for strategic planning.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"wp-block-paragraph\"><em>Go directly to <a href=\"#cascading\">Pithia<\/a> to explore cascading impacts.<\/em><\/p>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-table alignright textfutura is-style-regular AIwidget\" style=\"font-size:0.8em\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"> <a href=\"https:\/\/redanalysis.org\/2023\/04\/27\/get-strategic-foresight-and-warning-scenarios-with-ai-chatgpt-initiation\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"54\" class=\"wp-image-36714\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-291x300.png\" alt=\"\" style=\"width: 52px;\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-250x258.png 250w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png 620w\" sizes=\"auto, (max-width: 52px) 100vw, 52px\" \/><\/a><br><strong><em>Pithia<\/em><\/strong> <\/td><td>Initiation, exploration<\/td><td><a rel=\"noreferrer noopener\" href=\"https:\/\/redanalysis.org\/2023\/04\/27\/get-strategic-foresight-and-warning-scenarios-with-ai-chatgpt-initiation\/\" target=\"_blank\">Define your concern, scenario and image<\/a><br><a href=\"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Cascading impacts<\/a><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"> <a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#variables\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"54\" class=\"wp-image-36389\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Calvin-v2-291x300.png\" alt=\"\" style=\"width: 52px;\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Calvin-v2-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Calvin-v2-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Calvin-v2-250x258.png 250w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Calvin-v2.png 620w\" sizes=\"auto, (max-width: 52px) 100vw, 52px\" \/><\/a><br><strong><em>Calvin<\/em><\/strong> <a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#variables\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/td><td>Advanced<\/td><td>Indicators, drivers, factors, variables, causal links, models, and graphs.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"> <a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#scenarios\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"54\" class=\"wp-image-36349\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Kai-AI-RTAS-scenarios-291x300.png\" alt=\"\" style=\"width: 52px;\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Kai-AI-RTAS-scenarios-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Kai-AI-RTAS-scenarios-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Kai-AI-RTAS-scenarios-250x258.png 250w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Kai-AI-RTAS-scenarios.png 620w\" sizes=\"auto, (max-width: 52px) 100vw, 52px\" \/><\/a><br><strong><em>Kai<\/em><\/strong> <a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#scenarios\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#scenarios\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#scenarios\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/td><td>Advanced<\/td><td>Scenarios narratives<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"> <a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#geopol\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"54\" class=\"wp-image-36390\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Regina-v2-291x300.png\" alt=\"\" style=\"width: 52px;\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Regina-v2-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Regina-v2-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Regina-v2-250x258.png 250w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Regina-v2.png 620w\" sizes=\"auto, (max-width: 52px) 100vw, 52px\" \/><\/a><br><strong><em>Regina<\/em><\/strong> <a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#geopol\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#geopol\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/td><td>Science<\/td><td><a rel=\"noreferrer noopener\" href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#geopol\" target=\"_blank\">Geopolitics, international relations, political science<\/a>&nbsp;<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><a href=\"https:\/\/redanalysis.org\/2023\/06\/06\/challenge-your-beliefs-with-ai-sphinx\/#sphinx\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"50\" height=\"52\" class=\"wp-image-37411\" style=\"width: 50px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/06\/Ai-RTAS-Sphinx-1.png\" alt=\"\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/06\/Ai-RTAS-Sphinx-1.png 620w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/06\/Ai-RTAS-Sphinx-1-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/06\/Ai-RTAS-Sphinx-1-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/06\/Ai-RTAS-Sphinx-1-250x258.png 250w\" sizes=\"auto, (max-width: 50px) 100vw, 50px\" \/><\/a><strong><em>Sphinx<\/em><\/strong><\/td><td>Biases<\/td><td><a href=\"https:\/\/redanalysis.org\/2023\/06\/06\/challenge-your-beliefs-with-ai-sphinx\/#sphinx\" target=\"_blank\" rel=\"noreferrer noopener\">Challenge your assumptions and beliefs, devil&#8217;s advocate<\/a><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Tip<\/td><td><\/td><td><a rel=\"noreferrer noopener\" href=\"https:\/\/redanalysis.org\/tips-to-maximize-interactions-with-ai\/\" target=\"_blank\">7 Tips for Effective Communication with Chat AI Assistants<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Very often we limit ourselves to thinking about the direct impacts of an action or of an event. Yet, impacts, most of the time, go on. We face cascading effects. For an event, a decision, we thus should consider first the direct impacts, then the second-order impacts (the direct impacts of the direct impacts), then the third-order impacts&#8230; until the nth-order impacts.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In terms of strategic foresight and early warning, the capacity to explore these nth order impacts is in-built into the use of a proper model. However this assume that such a model has been developed (see our related&nbsp;<a href=\"https:\/\/redanalysis.org\/product\/online-course-geopolitical-risks-and-crisis-anticipation-analytical-model\/\" target=\"_blank\" rel=\"noreferrer noopener\">training course<\/a> and how our AI assistant <a href=\"https:\/\/redanalysis.org\/ai-chatgpt-for-strategic-foresight-and-early-warning\/#variables\" target=\"_blank\" rel=\"noreferrer noopener\">Calvin<\/a> can help you in this regard), which is not always the case.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As an introduction to the importance of considering cascading impacts, we created an AI-powered form that allows you to explore some direct, second and third-order effects for an event or decision.&nbsp;<\/p>\n\n\n\n<h2 id=\"cascading\" class=\"wp-block-heading\"><img loading=\"lazy\" decoding=\"async\" width=\"70\" height=\"72\" class=\"wp-image-36714\" style=\"width: 70px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png\" alt=\"\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png 620w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-250x258.png 250w\" sizes=\"auto, (max-width: 70px) 100vw, 70px\" \/>Pithia assists you in exploring 1st, 2d and 3rd-order impacts<\/h2>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:63.33%\">\n<div class=\"wp-block-ai-engine-form-container mwai-form-container mwai-chatgpt-theme\" id=\"mwai-form-container-og486msp3\" data-mwai-form-container=\"true\" data-theme=\"ChatGPT\">\n<h3 class=\"wp-block-heading\">Identify the primary decision or event and its context: the basis for your scenarios<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Start by clearly defining the primary decision or event that serves as the basis for your scenarios. You can add context or constraints to obtain something more interesting.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, the primary event, decision or objective could be:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-default is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><em>An EU&#8217;s pro-Taiwan stance within the context of Europe&#8217;s need for critical commodities.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">or more simply&nbsp;<em>US default on its debt<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">or <em>Very&nbsp;rapid (less than 6 months) adoption of a generalised use of generative IA across companies, NGOs, governments, administrations and public services in the Western world<\/em><\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-ai-engine-form-field\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Determine the immediate or first-order effects<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Use the AI assistant to identify direct and immediate effects of the primary decision or event. These effects should be directly attributable to the chosen objective or event. Find out what some of these effects could be:<\/p>\n\n\n\n<div class=\"wp-block-ai-engine-form-submit\"><\/div>\n\n\n\n<div class=\"wp-block-ai-engine-form-output\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Explore second-order effects<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Next, consider the ripple effects or consequences that arise as a result of the immediate effects. These are the second-order effects. They may emerge as a response or consequence of the immediate effects. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Among those suggested by the AI, choose the immediate or direct effect you wish to explore, cut and paste it in the field below, amend it as you wish. You can also add a direct effect that was not mentioned by the IA. For example, your input could be:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-default is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">EU&#8217;s pro-Taiwan stance:&nbsp;<em>Improved European access to Taiwanese critical commodities: Taiwan is a key producer of critical commodities such as semiconductors and rare earth elements. The EU&#8217;s pro-Taiwan stance will improve access to these commodities, which are essential for European defense capabilities.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">US default: <em>Internationally, there would be a shift away from the US Dollar as the world&#8217;s reserve currency.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Generative IA adoption:&nbsp;<em>Massive loss of jobs for humans<\/em>. <em>In general higher paid jobs would be more impacted than lower paid manual jobs notably of a craftsmanship type.<\/em>&nbsp;<em>The effect could be aggravated by the speedy adoption of AI, which would not give people enough time to adjust to the changes<\/em>.<\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-ai-engine-form-field\"><\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-ai-engine-form-submit\"><\/div>\n\n\n\n<div class=\"wp-block-ai-engine-form-output\"><\/div>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Discover third-order effects<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Repeat the process by identifying additional effects that stem from the second-order effects. These effects should be logical extensions of the second-order impacts, considering the evolving dynamics and interdependencies between various factors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Choose the second-order effect you wish to explore, cut and paste it in the field below, amend it as you wish. For example, your input could be:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-default is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">EU&#8217;s pro-Taiwan stance: <em>An increase in competition among other global players who rely on these Taiwanese critical commodities.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">U.S. default: <em>Significant diminution of the geopolitical power of the U.S.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Generative IA adoption: <em>The employment situation could further exacerbate the already existing wealth gap between different groups in the society&nbsp;<\/em><\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-ai-engine-form-field\"><\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-ai-engine-form-submit\"><\/div>\n\n\n\n<div class=\"wp-block-ai-engine-form-output\"><\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:36.67%\">\n<div class=\"wp-block-group has-background\" style=\"background:linear-gradient(0deg,rgb(255,255,255) 0%,rgb(172,218,240) 100%);font-size:0.7em\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-dark-gray-color has-text-color wp-block-paragraph\"><em><strong>Tips<\/strong>:<\/em>&nbsp;<em>Try! The first 6 queries (across all our AI assistants) are complimentary.<\/em><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><em>For guests<\/em>:<em>&nbsp;in a form (Pithia), one click on submit [red button] = 1 query &#8211; In a chat (Aria, Calvin, Kai, Regina, Sphinx), 1 question and 1 answer = 2 queries<\/em>.<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><em><em>We are currently reviewing the access to our AI assistants. <a href=\"https:\/\/redanalysis.org\/about-us\/contact\/\">Contact us<\/a> if you have special needs or want to be kept in the loop for new developments.<\/em><\/em><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background\" style=\"background:linear-gradient(0deg,rgb(255,255,255) 0%,rgb(172,218,240) 100%);font-size:0.7em\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Tips<\/strong>:&nbsp;<strong>Training and examples<\/strong><br>We trained and tested the AI many times, notably on three issues. These are used as examples to guide you in the AI form.&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>An EU&#8217;s pro-Taiwan stance within the context of Europe&#8217;s need for critical commodities.<\/li>\n\n\n\n<li>U.S. defaults on its debt.<\/li>\n\n\n\n<li>Very&nbsp;rapid (less than 6 months) adoption of a generalised use of generative IA across companies, NGOs, governments, administrations and public services in the Western world. <br>We pasted below the answers we received for <a href=\"#casestudy\">this third example<\/a>, with comments, considering the wide-ranging effects. The results the AI gives us are just elements of cascading impacts. A proper and real strategic foresight and early waning work should be built on a fully developed model.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Nota: This is an experiment with varying results. Some results given by the AI were excellent, others were less so. For example, it seems that the AI provided best results first. Then, if one asked the same question again, the results obtained did not improve&nbsp;massively or could even be less interesting. Comments and discussions on the results you obtained are welcome!<\/em>&nbsp;<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">What about impacts further away?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Identify 4th to nth order effects<\/h3>\n\n\n<ul class=\"wp-block-latest-posts__list alignright wp-block-latest-posts is-layout-flow wp-block-latest-posts-is-layout-flow\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/redanalysis.org\/fr\/2026\/10\/16\/rtas-expertise-italian-television-channel-la7\/\">RTAS Expertise Highlighted on Italian Television Channel LA7<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/redanalysis.org\/fr\/2026\/10\/08\/houthis-bab-el-mandeb-maritime-transport\/\">The Houthis, Bab el-Mandeb, and Maritime Transport<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/redanalysis.org\/fr\/2026\/07\/15\/mystery-bolivia-lithium-reserves\/\">The Strange Mystery of Bolivia&#8217;s Lithium Reserves<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/redanalysis.org\/fr\/2026\/04\/09\/beyond-geopolitics-critical-pressures\/\">Beyond Geopolitics: Understanding the Critical Pressures Reshaping Our World.<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/redanalysis.org\/fr\/2026\/03\/30\/watch-out-saudi-arabia-winner-iran-war\/\">WATCH OUT &#8211; The Iran War, Saudi Arabia, and the Houthis<\/a><\/li>\n<\/ul>\n\n\n<p class=\"wp-block-paragraph\">Current GPT-based apps break in terms of logic, consistency and ability to combine factors on different levels starting from the 4th-order effects. This appears to us as logical because they are &#8220;only&#8221; based on AI language models. As a result, even though GPT-based apps may appear able to reason, actually they cannot really provide analysis, which requires subjective reasoning. Nonetheless, as they are, GPT-based apps can already yield interesting results, which may become tools &#8211; to be checked and verified &#8211; for human beings.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The GPT4 model has increased capabilities and advancements but we are not yet into models with real reasoning capabilities. The future nonetheless may surprise us&#8230;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Evaluate the long-term implications<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Consider the long-term implications of the scenario by examining how the multiple orders of effects interact and influence each other over time. Assess the potential outcomes and consequences on a broader scale, such as geopolitical realignments, economic shifts, or changes in regional dynamics.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Only you can do that, using all the tools available to us, and notably modeling. Maybe an AI in the future will also be able to do it, one day&#8230;<\/p>\n\n\n\n<h2 id=\"casestudy\" class=\"wp-block-heading\">Case study &#8211; Cascading impacts for a&nbsp;very&nbsp;rapid adoption of generative AI<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide has-background\" style=\"background:linear-gradient(0deg,rgb(255,255,255) 0%,rgb(172,218,240) 100%);font-size:0.9em\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h4 class=\"wp-block-heading\">Output on cascading effects from Pithia (17 May 2023 &#8211; using previous GPT3.5 model)<\/h4>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<h4 class=\"wp-block-heading\">Comments<\/h4>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"font-size:1em;flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" width=\"20\" height=\"24\" class=\"wp-image-16994\" style=\"width: 20px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2013\/10\/LAVOIX-HeleneIMG_0438-200.jpg\" alt=\"speaking, keynote, speaker, conference, Red Team, Red Teaming, quantum, AI, climate change, risk, external risk, strategic foresight, futurism, warning, red team, analysis society, consultant, researcher, expert\">&nbsp;Input Primary Event:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Very&nbsp;rapid (less than 6 months) adoption of a generalised use of generative AI across companies, NGOs, governments, administrations and public services in the Western world<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" width=\"40\" height=\"41\" class=\"wp-image-36714\" style=\"width: 40px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png\" alt=\"\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png 620w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-250x258.png 250w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-100x100.png 100w\" sizes=\"auto, (max-width: 40px) 100vw, 40px\" \/> <strong>Pithia<\/strong>:<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\">The direct and immediate effects of a very rapid adoption of a generalised use of generative AI across companies, NGOs, governments, administrations, and public services in the Western world could include:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Test 1<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Massive displacement of jobs: AI could automate many jobs, leading to a significant loss of jobs for humans. The effect could be aggravated by the speedy adoption of AI, which would not give people enough time to adjust to the changes.<\/li>\n\n\n\n<li>Increased productivity: AI could boost productivity in various sectors, leading to an increase in output and efficiency. Companies that adopt AI quickly could have a competitive advantage over those that don&#8217;t.<\/li>\n\n\n\n<li>Privacy concerns: AI could collect vast amounts of data on individuals, raising concerns about privacy and surveillance. The speedy adoption of AI could exacerbate these concerns, as there may not be enough time to develop and implement privacy regulations.<\/li>\n\n\n\n<li>Cybersecurity risks: AI could introduce new cybersecurity risks, as cyber attackers could use AI to launch more sophisticated attacks. The rapid adoption of AI could limit the time available to develop and implement effective cybersecurity measures.<\/li>\n\n\n\n<li>Ethical concerns: AI could raise ethical concerns, such as bias in decision-making algorithms and the potential for AI to be used for harmful purposes. The speedy adoption of AI could exacerbate these concerns, as there may not be enough time to develop and implement ethical guidelines.<\/li>\n\n\n\n<li>Economic benefits: The use of AI could lead to significant economic benefits, such as increased economic growth and reduced costs. The speedy adoption of AI could accelerate these benefits, leading to faster economic growth and development.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">In summary, the very rapid adoption of a generalised use of generative AI across companies, NGOs, governments, administrations, and public services in the Western world could have significant and wide-ranging effects, including the displacement of jobs, increased productivity, privacy concerns, cybersecurity risks, ethical concerns, and economic benefits.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Test 2<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The direct and immediate effects of very rapid adoption of a generalised use of generative AI across companies, NGOs, governments, administrations, and public services in the Western world would be significant and far-reaching. Here are some possible effects:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Job Displacement: The adoption of generative AI on a large scale will lead to the displacement of many jobs that are currently done by humans. This displacement will occur across all sectors, including manufacturing, services, and knowledge work. The impact will be felt across all levels of the workforce, from manual laborers to highly skilled professionals.<\/li>\n\n\n\n<li>Increased Productivity: Despite job displacement, the adoption of generative AI will lead to increased productivity and efficiency in many areas. For example, tasks that are currently done manually, such as data entry or basic customer service, can be automated with AI, freeing up human workers to focus on more complex tasks.<\/li>\n\n\n\n<li>New Business Models: The adoption of generative AI will enable new business models that were not previously possible, particularly in areas such as personalized medicine, online education, and predictive maintenance. These new models will create new opportunities for entrepreneurs and disrupt existing industries.<\/li>\n\n\n\n<li>Regulatory and Ethical Challenges: The rapid adoption of generative AI will raise significant ethical and regulatory challenges that will need to be addressed. These include issues such as data privacy, bias in AI algorithms, and the potential misuse of AI for malicious purposes.<\/li>\n\n\n\n<li>Geopolitical Implications: The adoption of generative AI by governments and military organizations could have significant geopolitical implications, as countries race to develop and deploy AI-powered weapons and surveillance systems. This could lead to increased tensions and a new arms race, as well as new challenges for international security and diplomacy.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Overall, the very rapid adoption of a generalised use of generative AI across companies, NGOs, governments, administrations, and public services in the Western world would bring both significant opportunities and challenges, with consequences that would be felt across all levels of society.<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"font-size:0.95em;font-style:italic;font-weight:400;flex-basis:33.33%\">\n<p class=\"wp-block-paragraph\" style=\"font-size:1em\">We knew the model used by GPT 3.5 was closed in September 2021, however our article <a href=\"https:\/\/redanalysis.org\/2023\/05\/03\/foreseeing-the-future-with-chatgpt\/\">Foreseeing the Future with ChatGPT?<\/a> included the latest findings (March 2023) by OpenAi on the matter. Hence, beside testing the capabilities of the AI to identify cascading impacts, the question also allowed us to test the capacity of our IA to consider new knowledge existing on our website.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In general, the results obtained with the AI are interesting. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Notably in test 1 it accounts for the speed of adoption, but does not look at the geopolitical side, and does not detail the types of jobs that could be lost.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Test 2, for its part, specifies better the types of jobs impacted, but does not account for some of the findings of OpenAi: for example manual jobs will likely be less impacted than knowledge jobs. Yet, after checking the logs the AI indeed had access to this knowledge.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Test 2 mentions geopolitics but in a very general way.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Test 2 does not consider speed as a key factor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hence to obtain the best result we would need to mix the answers obtained with test 1 and test 2, added to our own specific knowledge and understanding. AI, as often in our case, is a tool that can help us and that we can usefully integrate within our work, but not a definitive panacea&#8230; at least not yet when using GPT-3.5.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator alignwide has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" width=\"20\" height=\"24\" class=\"wp-image-16994\" style=\"width: 20px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2013\/10\/LAVOIX-HeleneIMG_0438-200.jpg\" alt=\"speaking, keynote, speaker, conference, Red Team, Red Teaming, quantum, AI, climate change, risk, external risk, strategic foresight, futurism, warning, red team, analysis society, consultant, researcher, expert\"> Input direct effect:&nbsp;<em>Massive loss of jobs for humans<\/em>&nbsp;<em>in the Western World.<\/em>&nbsp;<em>In general higher paid jobs would be more impacted than lower paid manual jobs notably of a craftsmanship type.<\/em>&nbsp;<em>The effect could be aggravated by the speedy adoption of AI, which would not give people enough time to adjust to the changes<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" width=\"40\" height=\"41\" class=\"wp-image-36714\" style=\"width: 40px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png\" alt=\"\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png 620w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-250x258.png 250w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-100x100.png 100w\" sizes=\"auto, (max-width: 40px) 100vw, 40px\" \/> <strong>Pithia<\/strong>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The massive loss of jobs for humans in the Western world due to the adoption of AI could have several significant impacts or consequences. Firstly, it could lead to a sharp rise in unemployment rates, which could result in social unrest, poverty, and inequality. This situation could further exacerbate the already existing wealth gap between different groups in the society.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Secondly, the economic impact could be significant, as the loss of jobs would mean a reduced purchasing power for consumers, leading to a decrease in demand for goods and services. This could result in a slowdown of the economy and reduced economic growth, which may cause ripple effects throughout the whole world.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Thirdly, the loss of jobs could lead to political instability, as people who are unemployed or underemployed may become more susceptible to extremist ideologies and populist movements. The rise in populist movements could cause political polarization and social unrest, leading to a breakdown in social cohesion and stability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Furthermore, the adoption of AI could also have significant geopolitical implications. Countries that are less developed or have a lower level of technological advancement could be left behind, leading to an increased disparity between developed and developing nations. This could lead to a shift in global power dynamics, as countries with advanced AI capabilities may have a significant advantage over those that do not.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In conclusion, the rapid adoption of AI could have significant consequences for the Western world, including economic, social, and geopolitical impacts. These impacts could cause significant uncertainty and instability, and it is important to carefully consider the potential consequences of AI before implementing it on a large scale.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"font-size:0.95em;font-style:italic;font-weight:400;flex-basis:33.33%\">\n<p class=\"wp-block-paragraph\">Here we have truly interesting potential second-order effects, that should definitely be taken into account worldwide by political authorities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, as far as our IA is concerned, we observe some difficulties to combine different second-order effects: for example, if in the Western world &#8211; those countries that adopt rapidly generative AI &#8211; the massive job displacement especially of better paid jobs leads both to unrest and to economic downturn, then will the countries having massively adopted AI still have a geopolitical advantage? Further, is it the very way we conceive the international society and the world order that could change?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Again, we are at too general a level to be able to truly use the results obtained to steer policy, yet, what our AI Pithia highlighted is definitely&nbsp; worth considering and incorporating in our analyses.<\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator alignwide has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" width=\"20\" height=\"24\" class=\"wp-image-16994\" style=\"width: 20px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2013\/10\/LAVOIX-HeleneIMG_0438-200.jpg\" alt=\"speaking, keynote, speaker, conference, Red Team, Red Teaming, quantum, AI, climate change, risk, external risk, strategic foresight, futurism, warning, red team, analysis society, consultant, researcher, expert\"> Input second-order effect:&nbsp;&nbsp;<em>The employment situation could further exacerbate the already existing wealth gap between different groups in the society<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" width=\"40\" height=\"41\" class=\"wp-image-36714\" style=\"width: 40px;\" src=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png\" alt=\"\" srcset=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs.png 620w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-291x300.png 291w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-12x12.png 12w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-250x258.png 250w, https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/04\/Ai-RTAS-Pitia-v5-yeux-clairs-100x100.png 100w\" sizes=\"auto, (max-width: 40px) 100vw, 40px\" \/> <strong>Pithia<\/strong>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The rapid adoption of generative AI across different sectors in the Western world could exacerbate the existing wealth gap between different social groups. This could happen as a result of massive loss of jobs, especially among those in higher-paying positions. This situation could be aggravated by the quick adoption of AI, giving people little time to adapt to the changes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The consequences of this scenario could be far-reaching and complex. It could lead to social unrest and political instability, as people who have lost their jobs struggle to make ends meet. There could also be an increase in poverty and inequality, as well as a decline in the standard of living for many people.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Furthermore, the rapid adoption of AI could have geopolitical implications. Countries that are unable to keep up with the pace of technological change could be left behind, leading to a shift in the balance of power. This could result in increased tensions between nations, as well as a rise in protectionism and nationalism.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In order to address these potential consequences, it is essential for governments, policymakers, and businesses to take a proactive approach to managing the adoption of AI. This includes investing in education and training programs to help people acquire the necessary skills to adapt to the changing job market. It also involves being mindful of the potential social and geopolitical implications of AI, and taking steps to mitigate any negative effects.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"font-size:0.95em;font-style:italic;font-weight:400;flex-basis:33.33%\">\n<p class=\"wp-block-paragraph\">Here the AI summarises well the situation, then stops short of truly continuing to look at specific and detailed consequences.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT 4 -Turbo (actual model &#8211; 16 Feb 2024) could be better at this task, or\/and we need to improve how we handle the AI model to get better and more specific answers. Alternatively, LLMs &#8211; for now &#8211; may just not be able to properly handle such tasks and we would need different types of models.<\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator alignwide has-alpha-channel-opacity is-style-dots\"\/>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>La prospective strat\u00e9gique, l'alerte pr\u00e9coce et la gestion des risques n\u00e9cessitent d'\u00e9valuer les impacts possibles au-del\u00e0 des effets directs. Explorez les effets en cascade avec le formulaire de Pithia aliment\u00e9 par l'IA. D\u00e9couvrez quels pourraient \u00eatre les effets en cascade d'une adoption tr\u00e8s rapide de l'IA g\u00e9n\u00e9rative par les acteurs du monde occidental... tels qu'identifi\u00e9s par notre IA.<\/p>","protected":false},"author":1,"featured_media":37190,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[2568,2860,1732],"tags":[502,3601,1789,606,2560],"class_list":["post-37191","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-featured","category-how-to-foresee-and-warn","tag-artificial-intelligence","tag-chatgpt","tag-featured","tag-impact","tag-open-access","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Exploring cascading impacts with AI &#8226; The Red Team Analysis Society<\/title>\n<meta name=\"description\" content=\"Strategic foresight, early warning, risk management require evaluating possible impacts beyond direct effects. Explore cascading effects with Pithia&#039;s AI-powered form.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/redanalysis.org\/fr\/2023\/05\/17\/explorer-impacts-en-cascade-avec-ia\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Exploring cascading impacts with AI &#8226; The Red Team Analysis Society\" \/>\n<meta property=\"og:description\" content=\"Strategic foresight, early warning, risk management require evaluating possible impacts beyond direct effects. Explore cascading effects with Pithia&#039;s AI-powered form.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/redanalysis.org\/fr\/2023\/05\/17\/explorer-impacts-en-cascade-avec-ia\/\" \/>\n<meta property=\"og:site_name\" content=\"The Red Team Analysis Society\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/pages\/Red-Team-Analysis\/341280995886057\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-17T10:08:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-13T08:47:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/05\/IA-cascading-impacts.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1568\" \/>\n\t<meta property=\"og:image:height\" content=\"941\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dr Helene Lavoix (MSc PhD Lond)\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@HLavoix\" \/>\n<meta name=\"twitter:site\" content=\"@HLavoix\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr Helene Lavoix (MSc PhD Lond)\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"28 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/\"},\"author\":{\"name\":\"Dr Helene Lavoix (MSc PhD Lond)\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#\\\/schema\\\/person\\\/6886ef37ab2b2804bc70995f4ba653d4\"},\"headline\":\"Exploring cascading impacts with AI\",\"datePublished\":\"2023-05-17T10:08:58+00:00\",\"dateModified\":\"2026-08-13T08:47:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/\"},\"wordCount\":3329,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/redanalysis.org\\\/wp-content\\\/uploads\\\/2023\\\/05\\\/IA-cascading-impacts.jpeg\",\"keywords\":[\"artificial intelligence\",\"ChatGPT\",\"featured\",\"impact\",\"Open Access\"],\"articleSection\":[\"Artificial Intelligence - Foreseeing the Future AI-powered World\",\"Featured\",\"Methodology of Strategic Foresight and Early Warning\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/\",\"url\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/\",\"name\":\"Exploring cascading impacts with AI &#8226; The Red Team Analysis Society\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/redanalysis.org\\\/wp-content\\\/uploads\\\/2023\\\/05\\\/IA-cascading-impacts.jpeg\",\"datePublished\":\"2023-05-17T10:08:58+00:00\",\"dateModified\":\"2026-08-13T08:47:10+00:00\",\"description\":\"Strategic foresight, early warning, risk management require evaluating possible impacts beyond direct effects. Explore cascading effects with Pithia's AI-powered form.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2023\\\/05\\\/17\\\/exploring-cascading-impacts-with-ai\\\/#primaryimage\",\"url\":\"https:\\\/\\\/redanalysis.org\\\/wp-content\\\/uploads\\\/2023\\\/05\\\/IA-cascading-impacts.jpeg\",\"contentUrl\":\"https:\\\/\\\/redanalysis.org\\\/wp-content\\\/uploads\\\/2023\\\/05\\\/IA-cascading-impacts.jpeg\",\"width\":1568,\"height\":941},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#website\",\"url\":\"https:\\\/\\\/redanalysis.org\\\/\",\"name\":\"The Red Team Analysis Society\",\"description\":\"Strategic Foresight &amp; Early Warning \uff65 Political &amp; Geopolitical Risk \u00b7 Scenarios\",\"publisher\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/redanalysis.org\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#organization\",\"name\":\"The Red Team Analysis Society\",\"url\":\"https:\\\/\\\/redanalysis.org\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/redanalysis.org\\\/wp-content\\\/uploads\\\/2017\\\/03\\\/logo-Sans-fond-interior-white-thick-circle-3-1-250.png\",\"contentUrl\":\"https:\\\/\\\/redanalysis.org\\\/wp-content\\\/uploads\\\/2017\\\/03\\\/logo-Sans-fond-interior-white-thick-circle-3-1-250.png\",\"width\":250,\"height\":250,\"caption\":\"The Red Team Analysis Society\"},\"image\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/pages\\\/Red-Team-Analysis\\\/341280995886057\",\"https:\\\/\\\/x.com\\\/HLavoix\",\"https:\\\/\\\/www.instagram.com\\\/helenelavoix\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/5403964\\\/admin\\\/dashboard\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#\\\/schema\\\/person\\\/6886ef37ab2b2804bc70995f4ba653d4\",\"name\":\"Dr Helene Lavoix (MSc PhD Lond)\",\"description\":\"Dr Helene Lavoix is President and Founder of The Red Team Analysis Society. She holds a PhD in political studies and a MSc in international politics of Asia (distinction) from the School of Oriental and African Studies (SOAS), University of London, as well as a Master in finance (valedictorian, Grande \u00c9cole, France). An expert in strategic foresight and early warning, especially for national and international security issues, she combines 30 years of experience in international relations and almost 20 years in strategic foresight and warning. Dr. Lavoix has lived and worked in five countries, conducted missions in 16 others, and trained high-level officers around the world, for example in Singapore and as part of European programs in Tunisia and Jordan. She has been a lecturer (Master level) and taught the methodology and practice of strategic foresight and early warning in prestigious institutions such as the RSIS in Singapore, SciencesPo-PSIA in France, the Ecole Sup\u00e9rieure des Forces de S\u00e9curit\u00e9 Int\u00e9rieure in Tunisia and the ENA Tunis, Institute of Leadership. She regularly publishes on geopolitical issues, supply and uranium security, artificial intelligence, the international order, China\u2019s rise and other international security topics. Committed to the continuous improvement of foresight and warning methodologies, Dr. Lavoix combines academic expertise and field experience to anticipate the global challenges of tomorrow.\",\"sameAs\":[\"https:\\\/\\\/redanalysis.org\",\"https:\\\/\\\/x.com\\\/HLavoix\"],\"url\":\"https:\\\/\\\/redanalysis.org\\\/fr\\\/author\\\/helenelavoix-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-3\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Explorer les effets en cascade gr\u00e2ce \u00e0 l'IA \u2022 Le Red Team Analysis Society","description":"La prospective strat\u00e9gique, l'alerte pr\u00e9coce et la gestion des risques n\u00e9cessitent d'\u00e9valuer les impacts possibles au-del\u00e0 des effets directs. Explorez les effets en cascade avec le formulaire de Pithia aliment\u00e9 par l'IA.","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:\/\/redanalysis.org\/fr\/2023\/05\/17\/explorer-impacts-en-cascade-avec-ia\/","og_locale":"fr_FR","og_type":"article","og_title":"Exploring cascading impacts with AI &#8226; The Red Team Analysis Society","og_description":"Strategic foresight, early warning, risk management require evaluating possible impacts beyond direct effects. Explore cascading effects with Pithia's AI-powered form.","og_url":"https:\/\/redanalysis.org\/fr\/2023\/05\/17\/explorer-impacts-en-cascade-avec-ia\/","og_site_name":"The Red Team Analysis Society","article_publisher":"https:\/\/www.facebook.com\/pages\/Red-Team-Analysis\/341280995886057","article_published_time":"2023-05-17T10:08:58+00:00","article_modified_time":"2026-08-13T08:47:10+00:00","og_image":[{"width":1568,"height":941,"url":"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/05\/IA-cascading-impacts.jpeg","type":"image\/jpeg"}],"author":"Dr Helene Lavoix (MSc PhD Lond)","twitter_card":"summary_large_image","twitter_creator":"@HLavoix","twitter_site":"@HLavoix","twitter_misc":{"\u00c9crit par":"Dr Helene Lavoix (MSc PhD Lond)","Dur\u00e9e de lecture estim\u00e9e":"28 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/#article","isPartOf":{"@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/"},"author":{"name":"Dr Helene Lavoix (MSc PhD Lond)","@id":"https:\/\/redanalysis.org\/#\/schema\/person\/6886ef37ab2b2804bc70995f4ba653d4"},"headline":"Exploring cascading impacts with AI","datePublished":"2023-05-17T10:08:58+00:00","dateModified":"2026-08-13T08:47:10+00:00","mainEntityOfPage":{"@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/"},"wordCount":3329,"commentCount":0,"publisher":{"@id":"https:\/\/redanalysis.org\/#organization"},"image":{"@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/05\/IA-cascading-impacts.jpeg","keywords":["artificial intelligence","ChatGPT","featured","impact","Open Access"],"articleSection":["Artificial Intelligence - Foreseeing the Future AI-powered World","Featured","Methodology of Strategic Foresight and Early Warning"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/","url":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/","name":"Explorer les effets en cascade gr\u00e2ce \u00e0 l'IA \u2022 Le Red Team Analysis Society","isPartOf":{"@id":"https:\/\/redanalysis.org\/#website"},"primaryImageOfPage":{"@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/#primaryimage"},"image":{"@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/05\/IA-cascading-impacts.jpeg","datePublished":"2023-05-17T10:08:58+00:00","dateModified":"2026-08-13T08:47:10+00:00","description":"La prospective strat\u00e9gique, l'alerte pr\u00e9coce et la gestion des risques n\u00e9cessitent d'\u00e9valuer les impacts possibles au-del\u00e0 des effets directs. Explorez les effets en cascade avec le formulaire de Pithia aliment\u00e9 par l'IA.","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/redanalysis.org\/2023\/05\/17\/exploring-cascading-impacts-with-ai\/#primaryimage","url":"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/05\/IA-cascading-impacts.jpeg","contentUrl":"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/05\/IA-cascading-impacts.jpeg","width":1568,"height":941},{"@type":"WebSite","@id":"https:\/\/redanalysis.org\/#website","url":"https:\/\/redanalysis.org\/","name":"The Red Team Analysis Society","description":"Prospective strat\u00e9gique et alerte pr\u00e9coce \uff65 Risques politiques et g\u00e9opolitiques \u00b7 Sc\u00e9narios","publisher":{"@id":"https:\/\/redanalysis.org\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/redanalysis.org\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/redanalysis.org\/#organization","name":"The Red Team Analysis Society","url":"https:\/\/redanalysis.org\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/redanalysis.org\/#\/schema\/logo\/image\/","url":"https:\/\/redanalysis.org\/wp-content\/uploads\/2017\/03\/logo-Sans-fond-interior-white-thick-circle-3-1-250.png","contentUrl":"https:\/\/redanalysis.org\/wp-content\/uploads\/2017\/03\/logo-Sans-fond-interior-white-thick-circle-3-1-250.png","width":250,"height":250,"caption":"The Red Team Analysis Society"},"image":{"@id":"https:\/\/redanalysis.org\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/pages\/Red-Team-Analysis\/341280995886057","https:\/\/x.com\/HLavoix","https:\/\/www.instagram.com\/helenelavoix\/","https:\/\/www.linkedin.com\/company\/5403964\/admin\/dashboard\/"]},{"@type":"Person","@id":"https:\/\/redanalysis.org\/#\/schema\/person\/6886ef37ab2b2804bc70995f4ba653d4","name":"Dr Helene Lavoix (MSc PhD Lond)","description":"est pr\u00e9sidente et fondatrice de The Red Team Analysis Society. Elle est titulaire d'un doctorat en \u00e9tudes politiques et d'une ma\u00eetrise en politique internationale de l'Asie (avec distinction) de la School of Oriental and African Studies (SOAS), Universit\u00e9 de Londres, ainsi que d'une ma\u00eetrise en finance (major de promotion, Grande \u00c9cole, France).\r\n\r\nExperte en prospective strat\u00e9gique et en alerte pr\u00e9coce, notamment pour les questions de s\u00e9curit\u00e9 nationale et internationale, elle combine 30 ans d'exp\u00e9rience en relations internationales et pr\u00e8s de 20 ans en prospective strat\u00e9gique et en alerte. Elle a v\u00e9cu et travaill\u00e9 dans cinq pays, effectu\u00e9 des missions dans 16 autres et form\u00e9 des officiers de haut niveau dans le monde entier, par exemple \u00e0 Singapour et dans le cadre de programmes europ\u00e9ens en Tunisie et en Jordanie.\r\n\r\nElle a \u00e9t\u00e9 charg\u00e9e de cours (niveau Master) et a enseign\u00e9 la m\u00e9thodologie et la pratique de la prospective strat\u00e9gique et de l'alerte pr\u00e9coce dans des institutions prestigieuses telles que le RSIS \u00e0 Singapour, SciencesPo-PSIA, ou l'Ecole Sup\u00e9rieure des Forces de S\u00e9curit\u00e9 Int\u00e9rieure en Tunisie et l'ENA Tunis, Institute of Leadership.\r\nElle publie r\u00e9guli\u00e8rement sur les questions g\u00e9opolitiques, la s\u00e9curit\u00e9 des approvisionnements et de l'uranium, l'intelligence artificielle, l'ordre international, la mont\u00e9e en puissance de la Chine et d'autres sujets li\u00e9s \u00e0 la s\u00e9curit\u00e9 internationale.\r\n\r\nEngag\u00e9e dans l'am\u00e9lioration continue des m\u00e9thodologies de prospective et d'alerte, Mme Lavoix combine expertise acad\u00e9mique et exp\u00e9rience de terrain pour anticiper les d\u00e9fis mondiaux de demain.","sameAs":["https:\/\/redanalysis.org","https:\/\/x.com\/HLavoix"],"url":"https:\/\/redanalysis.org\/fr\/author\/helenelavoix-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-2-3\/"}]}},"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/redanalysis.org\/wp-content\/uploads\/2023\/05\/IA-cascading-impacts.jpeg","_links":{"self":[{"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/posts\/37191","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/comments?post=37191"}],"version-history":[{"count":73,"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/posts\/37191\/revisions"}],"predecessor-version":[{"id":45231,"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/posts\/37191\/revisions\/45231"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/media\/37190"}],"wp:attachment":[{"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/media?parent=37191"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/categories?post=37191"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/redanalysis.org\/fr\/wp-json\/wp\/v2\/tags?post=37191"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}