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Advanced Probability: Uncertainty in Data
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Updated 05/2025Start Course for Free
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TheoryProbability & Statistics2 hours12 videos44 Exercises2,800 XPStatement of Accomplishment
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Course Description
Understanding Probability and Uncertainty in Business
Uncertainty is an inherent part of decision-making, but advanced probability techniques allow us to model and manage it effectively. This course begins with a deep dive into probability fundamentals, focusing on multivariate distributions, conditional probability, and Markov Chains. You will learn how to analyze data dependencies, assess likelihoods, and quantify uncertainty in business environments. By mastering these core principles, you will develop a structured approach to making informed decisions under uncertain conditions.Quantifying and Measuring Risk
Once the foundational concepts are in place, you will explore techniques to quantify and mitigate risk. Through expected value analysis, confidence intervals, scenario analysis, and sensitivity testing, you will learn how to measure the impact of uncertainty on business outcomes. These methods will enable you to assess potential risks in investment decisions, operational strategies, and market forecasts. With hands-on exercises, you will gain practical experience in applying probability-driven insights to real-world data, ensuring that your strategic choices are backed by statistical rigor.Advanced Simulation and Decision-Making Techniques
The final section of this course focuses on powerful simulation techniques used to navigate complex decision-making scenarios. You will explore Monte Carlo simulations, resampling methods, and decision trees to evaluate multiple potential outcomes and optimize strategic planning. These tools will help you model uncertainty, simulate different business scenarios, and make data-driven recommendations with confidence. By the end of the course, you will be equipped with the skills to leverage probability and simulation techniques in high-stakes business environments, driving more precise and strategic decision-making.Prerequisites
Introduction to Statistics1
Advanced Probability for Business Decisions
2
Interpreting and managing uncertainty
3
Simulation Techniques for Decision Support
Advanced Probability: Uncertainty in Data
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