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Scenario and Root Cause Analysis with Generative AI

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Scenario and Root Cause Analysis with Generative AI

Dieser Kurs ist Teil von Spezialisierung „Microsoft Advanced Analytics Techniques with Generative AI“

Dozent: Microsoft

Bei enthalten

Mehr erfahren

4 Module

Verschaffen Sie sich einen Einblick in ein Thema und lernen Sie die Grundlagen.

Stufe Mittel

Empfohlene Erfahrung

2 Wochen zu vervollständigen

unter 10 Stunden pro Woche

Flexibler Zeitplan

In Ihrem eigenen Lerntempo lernen

4 Module

Verschaffen Sie sich einen Einblick in ein Thema und lernen Sie die Grundlagen.

Stufe Mittel

Empfohlene Erfahrung

2 Wochen zu vervollständigen

unter 10 Stunden pro Woche

Flexibler Zeitplan

In Ihrem eigenen Lerntempo lernen

Kompetenzen, die Sie erwerben

Kategorie: Decision Intelligence
Kategorie: Process Improvement
Kategorie: Risk Analysis
Kategorie: Risk Mitigation
Kategorie: Business Analysis
Kategorie: Root Cause Analysis
Kategorie: Data Analysis
Kategorie: Scenario Testing
Kategorie: Predictive Analytics
Kategorie: Machine Learning
Kategorie: Problem Solving
Kategorie: Responsible AI
Kategorie: Data Visualization
Kategorie: Data-Driven Decision-Making
Kategorie: Strategic Decision-Making
Kategorie: Risk Management
Kategorie: Business Intelligence
Kategorie: AI literacy

Werkzeuge, die Sie lernen werden

Kategorie: Generative AI
Kategorie: Prompt Engineering

Wichtige Details

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Mai 2026

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17 Aufgaben

Unterrichtet in Englisch

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In diesem Kurs gibt es 4 Module

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.

Moduldetails

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

Das ist alles enthalten

14 Videos10 Lektüren4 Aufgaben

14 VideosInsgesamt 67 Minuten

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

10 LektürenInsgesamt 100 Minuten

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

4 AufgabenInsgesamt 75 Minuten

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

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

Das ist alles enthalten

15 Videos5 Lektüren5 Aufgaben

15 VideosInsgesamt 78 Minuten

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

5 LektürenInsgesamt 50 Minuten

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

5 AufgabenInsgesamt 105 Minuten

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

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

Das ist alles enthalten

10 Videos6 Lektüren4 Aufgaben1 Diskussionsthema

10 VideosInsgesamt 51 Minuten

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

6 LektürenInsgesamt 60 Minuten

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

4 AufgabenInsgesamt 75 Minuten

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

1 DiskussionsthemaInsgesamt 15 Minuten

Connecting the dots with AI15 Minuten

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

Das ist alles enthalten

12 Videos6 Lektüren4 Aufgaben

12 VideosInsgesamt 63 Minuten

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