Course

Introduction to Spreadsheets and Models

University of Pennsylvania

The Introduction to Spreadsheets and Models course offers a comprehensive exploration of utilizing spreadsheets for data analysis and modeling. Participants will gain essential skills to navigate Excel or Sheets, craft formulas, and construct models to predict future data trends. Throughout the course, learners will delve into topics such as probability distribution, simulation, and optimization, enabling them to address uncertainty and make informed decisions based on data analysis.

The modules cover various aspects, from understanding the historical context and functions of spreadsheets to addressing uncertainty and probability in models. Learners will engage in practical exercises, quizzes, and examples that reinforce their understanding of the concepts. By the end of the course, participants will be equipped with the expertise to harness the power of spreadsheets for effective data analysis and decision-making.

  • Gain proficiency in utilizing spreadsheet tools and formulas for data analysis.
  • Explore the construction of models to predict future data trends.
  • Address uncertainty and probability in models through simulation and optimization techniques.
  • Engage in practical exercises, quizzes, and examples to reinforce learning.

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Introduction to Spreadsheets and Models
Course Modules

This course comprises four modules that delve into the fundamentals of spreadsheet tools, modeling, addressing uncertainty, and simulation and optimization techniques. Participants will gain expertise in utilizing spreadsheets for data analysis and decision-making, enabling them to predict future data trends and make informed choices.

Spreadsheets: A Tool for Thinking with Numbers

The first module provides an overview of the historical context and functions of spreadsheets, equipping learners with the fundamental skills to navigate Excel or Sheets. Participants will delve into crafting formulas, using functions, conditional expressions, and common errors in spreadsheets. The module also covers the differences between Sheets and Excel, preparing participants to build models and decision trees in subsequent courses.

From Spreadsheet to Model

Module two focuses on transitioning from spreadsheets to models, emphasizing the use of assumptions and decision variables in spreadsheet models. Participants will learn to structure a spreadsheet to model variables, objectives, and objective functions, and construct simple cashflow models. The module also explores what-if analysis, sensitivity analysis, and the limits of simple, deterministic models, empowering learners to make informed decisions based on data modeling.

Addressing Uncertainty and Probability in Models

Addressing uncertainty and probability in models, the third module delves into random variables, probability distributions, and changes in discrete and continuous time. Participants will explore power, exponential, and log functions, as well as probability trees, decision trees, correlation, and regression. The module also provides additional reading on exponential and other functions, enhancing participants' understanding of uncertainty and probability in data analysis and modeling.

Simulation and Optimization

The final module focuses on simulation and optimization techniques, encompassing Monte Carlo simulations and linear programming. Participants will gain insights into the next steps and differences between Excel and Sheets, equipping them with the skills to apply simulation and optimization to make informed decisions based on data analysis. The module also offers links and other resources for further study, enabling learners to deepen their expertise in simulation, scenarios, and optimization techniques.

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