Scenario and Root Cause Analysis with Generative AI

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Scenario and Root Cause Analysis with Generative AI

Ce cours fait partie de Spécialisation "Microsoft Advanced Analytics Techniques with Generative AI"

Instructeur : Microsoft

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4 modules

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niveau Intermédiaire

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2 semaines à compléter

à 10 heures par semaine

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4 modules

Obtenez un aperçu d'un sujet et apprenez les principes fondamentaux.

niveau Intermédiaire

Expérience recommandée

2 semaines à compléter

à 10 heures par semaine

Planning flexible

Apprenez à votre propre rythme

Détails à connaître

Certificat partageable

Ajouter à votre profil LinkedIn

Récemment mis à jour !

mai 2026

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17 devoirs

Enseigné en Anglais

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Ce cours fait partie de la Spécialisation "Microsoft Advanced Analytics Techniques with Generative AI"

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Il y a 4 modules dans ce cours

In this final course, you'll apply generative AI to scenario planning and root cause analysis. The target learner for this course is a seasoned data professional or an aspiring analyst. This comprehensive program empowers.

Explore diverse hypothetical scenarios and their potential impacts on data, utilizing generative AI to enhance scenario planning and risk assessment.

Inclus

14 vidéos10 lectures4 devoirs

14 vidéosTotal 67 minutes

The perplexed planner: Navigating uncertainty with scenario analysis3 minutes
Demystifying scenario analysis: Understanding its role in decision-making6 minutes
The role of scenario analysis in strategic planning: A deep dive6 minutes
Predicting the future with data2 minutes
Predicting future worlds with Generative Models6 minutes
AI tools for scenario analysis6 minutes
The human element: Interpreting AI-generated scenarios5 minutes
Scenario sliders: Exploring the what-ifs2 minutes
Demo: Fine-tuning AI scenarios with parameter adjustments6 minutes
Sensitivity analysis: Testing scenario robustness6 minutes
What If? The art of tweaking AI Scenarios for maximum insight6 minutes
The risk navigator: Charting a course through uncertainty3 minutes
Demo: Interpreting AI scenario outputs: Making sense of the data5 minutes
Scenario analysis for risk mitigation: Proactive strategies for success6 minutes

10 lecturesTotal 100 minutes

Scenario and root cause analysis with generative AI syllabus10 minutes
GenAI Tools for Data Analysis: A Practical Guide10 minutes
Scenario analysis fundamentals10 minutes
Scenario analysis in the age of AI: The impact of generative AI10 minutes
Generative AI and scenario modeling10 minutes
Ethical considerations in AI-powered scenario analysis10 minutes
The importance of data inputs in scenario analysis10 minutes
Scenario analysis for different time horizons10 minutes
Quantifying risk in scenario analysis10 minutes
Scenario analysis and decision trees: Visualizing your choice10 minutes

4 devoirsTotal 75 minutes

Practice Assignment: Introduction to scenario analysis15 minutes
Practice Assignment: Generative AI for scenario simulation15 minutes
Practice Assignment: Adjusting Inputs and Parameters15 minutes
Practice Assignment: Scenario analysis30 minutes

Uncover the underlying causes of trends and incidents within data, harnessing generative AI for in-depth analysis and the development of preventative solutions.

Inclus

15 vidéos5 lectures5 devoirs

15 vidéosTotal 78 minutes

The data detective's casebook: Cracking the root cause mystery2 minutes
The importance of root cause analysis: Going beyond the surface6 minutes
Unraveling root causes with proven methods6 minutes
When to use which RCA method: Choosing the right tool for the job6 minutes
AI's pattern recognition2 minutes
Generative AI: The data analyst's detective tool6 minutes
Identifying anomalies and spotting the outliers6 minutes
Correlation vs. causation: The great data debate2 minutes
Demo: AI-powered correlation analysis6 minutes
From patterns to root causes6 minutes
Navigating the maze of causality in big data7 minutes
Decoding the matrix: How AI reveals hidden patterns in your data6 minutes
Generative AI as your problem-solving partner3 minutes
The art of recommending solutions6 minutes
Demo: Using AI for solution modeling6 minutes

5 lecturesTotal 50 minutes

5 whys, fishbone diagrams, and more: A guide to RCA methodologies10 minutes
Comprehensive guide to root cause analysis methodologies10 minutes
Natural language processing for RCA: Unlocking insights from text data10 minutes
Data correlation vs. causation10 minutes
Turning insights into action10 minutes

5 devoirsTotal 105 minutes

Practice Assignment: Root cause analysis methodologies15 minutes
Practice Assignment: Generative AI in root cause identification15 minutes
Practice Assignment: Using AI for data pattern analysis15 minutes
Activity: Root cause analysis with generative AI30 minutes
Graded Assignment: Root cause analysis30 minutes

Employ generative AI to identify and assess potential risks in datasets, facilitating the creation of effective risk mitigation strategies.

Inclus

10 vidéos6 lectures4 devoirs1 sujet de discussion

10 vidéosTotal 51 minutes

Risk management: Beyond avoiding the worst6 minutes
AI risk radar: Scanning your data for hidden threats and opportunities6 minutes
AI's predictive powers2 minutes
Demo: Risk heatmaps with AI5 minutes
Exploring the risks with AI3 minutes
What if...? Exploring risk scenarios with AI6 minutes
Stress testing your strategies with AI6 minutes
AI-powered risk mitigation analysis6 minutes
Cost-benefit analysis of risk mitigation6 minutes
Balancing AI and human insight in risk mitigation6 minutes

6 lecturesTotal 60 minutes

Risk: The good, the bad, and the unknown10 minutes
Data's role in risk management10 minutes
AI-powered risk identification tools10 minutes
Beyond the obvious: AI's role in uncovering hidden risks10 minutes
The power of probabilistic thinking in risk management10 minutes
Risk mitigation: Your action plan10 minutes

4 devoirsTotal 75 minutes

Practice Assignment: Fundamentals of risk management15 minutes
Practice Assignment: Generative AI for risk identification15 minutes
Practice Assignment: Simulating risk scenarios with AI15 minutes
Graded Assignment: Risk identification and management30 minutes

1 sujet de discussionTotal 15 minutes

Connecting the dots with AI15 minutes

Leverage insights from scenario analysis to inform strategic decision-making, utilizing generative AI to guide business processes

Inclus

12 vidéos6 lectures4 devoirs

12 vidéosTotal 63 minutes

Data-driven decision-making: A mindset shift6 minutes
Empowering Decisions with data-driven insights2 minutes
From scenarios to strategies: Turning AI insights into actionable plans6 minutes
Scenario-based decision-making tools: A guided tour6 minutes
The dynamic duo: Combining human judgment with AI-powered insights6 minutes
Strategic planning: Charting the course with AI2 minutes
Scenario-based resource allocation6 minutes
AI-driven scenarios: Reshaping corporate strategy6 minutes
The decision-making scorecard: Measuring the impact of AI2 minutes
Case studies: The ROI of scenario-based decision-making6 minutes
Comparative analysis: AI vs. traditional decision making6 minutes
Quantifying the impact of AI in decision-making6 minutes

6 lecturesTotal 60 minutes

A Guide to frameworks and the role of analysis10 minutes
Cognitive biases and decision making10 minutes
The human-AI collaboration in decision making10 minutes
Strategic planning: The big picture10 minutes
Risk management through scenario planning10 minutes
The future of decision-making: AI's evolving role10 minutes

4 devoirsTotal 75 minutes

Practice Assignment: Decision-making frameworks15 minutes
Practice Assignment: Integrating AI-generated insights15 minutes
Practice Assignment: Applications in strategic planning15 minutes
Graded Assignment: Decision-making with scenario analysis30 minutes

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Instructeur

Microsoft

297 Cours2 540 068 apprenants

Offert par

Microsoft

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