The Arithmetic of Uncertainty: Probability Management

An introductory-level course by StanfordOnline

Course Description

"The Arithmetic of Uncertainty: Probability Management" is an introductory-level course offered by StanfordOnline that revolutionizes how we approach data analysis and statistics. This course is designed to help students overcome their "Post Traumatic Statistics Disorder" and embrace uncertainty in decision-making processes. By focusing on the innovative concepts of the Flaw of Averages and the Arithmetic of Uncertainty, learners will gain valuable insights into managing probability and risk in various scenarios.

What Students Will Learn

  • Recognition and understanding of the Flaw of Averages
  • Mastery of the Arithmetic of Uncertainty
  • Creation of Interactive Simulations using Excel
  • Application of probability management basics
  • Comprehension of the Five Mindles of Uncertainty
  • Practical applications in risk modeling and distribution estimation
  • Integration of human elements in statistical analysis

Pre-requisites

While no formal statistics training is required, students should be comfortable using Microsoft Excel. To receive a verified certificate, learners must download the free SIPmath™ Modeler Tools for Excel from ProbabilityManagement.org. It is also recommended that students obtain "The Flaw of Averages: Why we Underestimate Risk in the Face of Uncertainty" by John Wiley & Sons (1st or 2nd Edition).

Course Content

  • Probability Management Basics
  • The Five Mindles of Uncertainty
  • Introduction to Applications
  • The Human Element in Statistics
  • Excel Data Table Simulation
  • Building a Risk Model
  • Estimating Distributions from Forecasts
  • Nonlinear Cost Functions
  • Interrelated Uncertainties

Target Audience

This course is ideal for professionals, students, and decision-makers who want to enhance their understanding of probability, risk management, and data analysis. It's particularly beneficial for those involved in project management, financial planning, and strategic decision-making who seek to improve their ability to handle uncertainty in their work.

Real-World Applications

  • Improved project management by accounting for uncertainties in schedules and budgets
  • Enhanced financial forecasting and risk assessment in business settings
  • More accurate strategic planning and decision-making in uncertain environments
  • Better communication of risk and probability concepts to stakeholders
  • Development of more robust Excel models for data analysis and simulation
  • Application of probability management principles in various industries, including finance, healthcare, and technology

Syllabus

Section 1: Probability Management Basics

  • Post Traumatic Statistics Disorder (PTSD)
  • The Flaw of Averages
  • The Arithmetic of Uncertainty
  • Limbic Analytics
  • The Hindu/Arabic Numerals of Uncertainty
  • The Probability Power Grid
  • Data Table Simulation in Excel

Section 2: The Five Mindles of Uncertainty

  • Risk vs. Uncertainty
  • Uncertain Numbers
  • Combinations of Uncertainties
  • Plans Based on Uncertainties
  • Interrelated Uncertainties

Section 3: Introduction to Applications

  • Nonlinear cost functions
  • Building a Risk Model
  • Estimating distributions from forecasts

Section 4: The Human Element

  • The permission to be uncertain
  • Unambiguous Uncertainty
  • Limbic Analytics

Conclusion

By completing this course, learners will gain a competitive edge in data analysis, statistical interpretation, and decision-making under uncertainty. The practical skills and theoretical knowledge acquired will enable students to approach complex problems with confidence and clarity, making them valuable assets in any organization dealing with risk and uncertainty.