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Richard Lambert, Robert W. Holthausen, Don Huesman, and Richard Waterman

In this Capstone you will recommend a business strategy based on a data model you’ve constructed. Using a data set designed by Wharton Research Data Services (WRDS), you will implement quantitative models in spreadsheets to identify the best opportunities for success and minimizing risk. Using your newly acquired decision-making skills, you will structure a decision and present this course of action in a professional quality PowerPoint presentation which includes both data and data analysis from your quantitative models.

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In this Capstone you will recommend a business strategy based on a data model you’ve constructed. Using a data set designed by Wharton Research Data Services (WRDS), you will implement quantitative models in spreadsheets to identify the best opportunities for success and minimizing risk. Using your newly acquired decision-making skills, you will structure a decision and present this course of action in a professional quality PowerPoint presentation which includes both data and data analysis from your quantitative models.

Wharton Research Data Services (WRDS) is the leading data research platform and business intelligence tool for over 30,000 corporate, academic, government and nonprofit clients in 33 countries. WRDS provides the user with one location to access over 200 terabytes of data across multiple disciplines including Accounting, Banking, Economics, ESG, Finance, Insurance, Marketing, and Statistics.

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What's inside

Syllabus

Getting Started
Welcome! This opening module was designed to give you an overview of the Business and Financial Modeling Capstone, in which you will be working with historical financial data to calculate individual returns and summary statistics on those returns. The project has multiple steps, which are outlined below in the "Project Prompt", and culminates in a recommendation for portfolio allocation that you will prepare a presentation on. You will draw on elements from all courses to complete this project, and you can use your final presentation as a work sample to improve your current job or even find a new one. Before moving on, complete the "Project Scope Quiz." The work you do this week enables you to understand the steps needed to successfully complete your final project.
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Steps 1 and 2: Yahoo Finance
In this module, which correlates to Steps 1 and 2 in the Project Prompt, you'll be working with a historical data set to calculate performance data and to provide summary statistics on that data. These calculations will allow you to practice using Spreadsheets for financial calculations, and provides the foundational skills and numbers for the next steps of the project. First, you'll use the set to calculate daily returns on a set of securities. You'll then use your Spreadsheet skills to calculate summary statistics. You'll be given the opportunity to test your knowledge with a sample return to see if your calculations are correct. And you may want to refresh your recollection of the content from the Specialization with the lectures included here. The work you complete this week allows you to form the basis for comparing stock performance, which you will use in creating the investment portfolio for your final project as well as the comparison to the performance of a single stock.
Step 3: Creating an optimal risky portfolio on the efficient frontier
In this module, you'll go beyond calculating simple returns to tackle the more advanced task of finding the minimum variance and "optimal risk portfolio" weights for a portfolio of selected securities (note, the "optimal risky portfolio" is also known as an "optimal portfolio" or "tangent portfolio"). You'll follow the tasks in Step 3 in the Project Prompt and use the resources below to calculate the portfolio weights for two securities that results in the portfolio with the minimum variance; then, you'll calculate the "optimal risky portfolio" on the efficient frontier for these same two securities, then for all 10 stocks in the pool. You'll be quizzed on your calculations and other insights that emerge from this exercise. The work you complete this week gives you practice in creating an optimal risky portfolio, which is a key component of your final project. Note: There are a number of resources available on the internet providing step-by-step instructions on how to use Excel to create an "optimal risky portfolio" on the efficient frontier given a certain set of available assets. We encourage you to attempt to use the skills you gained during the Specialization to work through these steps independently; you are, however, permitted to utilize third-party resources if you find it necessary. We've included some lectures from the underlying Specialization courses concerning Solver, optimization, and other relevant topics.
Step 4: Optional exercise using CAPM tables
The Capital Asset Pricing Model, or CAPM, is another tool used by investors to weigh the risks and rewards of potential investments. In this optional module covering Step 4 in the Project Prompt, you can use CAPM as a vehicle to further strengthen your financial modeling skills, including using regression concepts. You may revisit the Specialization lectures below touching on regression. To test whether you've grasped the concepts in the CAPM model, this module includes a short quiz. This assessment is formative, meaning your score will not count towards your final grade. The work you do this week may inform how you build the mixed asset portfolio of your final project, but it is not necessary to complete the final project.
Step 5: Creating Your Asset Allocation & Final Presentation
In this final module you are asked to move beyond a stock-only portfolio to one utilizing more diversified assets and to prepare a short presentation summarizing your findings. As explained in Step 5 of the Project Prompt, you have $5 million to invest in the Vanguard Total Bond Market Index Fund (ticker: VBTLX) and Vanguard 500 Index (ticker: VFIAX) investment vehicles. There are two assessments in this module. First, you'll complete a short quiz on the characteristics of your optimal risky portfolio. Then, in the peer review component of this Capstone, you are tasked with preparing a short presentation that (i) explores how your portfolio of mixed asset class of funds compares to a single security (AAPL) and (ii) uses that comparison to discuss the importance of portfolio diversification.

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Introduces beginners to financial modeling
Strengthens existing foundation in financial modeling
Develops foundational skills in data analysis
Develops advanced skills in data analysis
Taught by recognized experts in the industry
Offers a comprehensive study of business and financial modeling

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Reviews summary

Well-received financial modeling capstone

Learners say that the Wharton Business and Financial Modeling Capstone is well received with many largely positive reviews. Students appreciate the practical skills gained through the capstone project and praise the helpfulness of the instructors. The course provides a clear and comprehensive overview of financial modeling concepts and prepares learners to tackle real-life financial decisions. However, a few learners mention frustrations with the quizzes and a lack of support in some areas.
The course covers a wide range of financial modeling concepts, providing learners with a strong foundation in the field.
"A clear and comprehensive course on business and financial modeling, taught by experts in the field."
"This was a well-paced course emphasizing practical skills and helpful concepts."
"The beautiful journey ends with happiness! It was a really challenging process but rewarding experience learning, analysing and modeling in one of the most famous mathematical models in Corporate Finance."
Instructors are knowledgeable and responsive, providing clear explanations and support to learners.
"Teachers have done an excellent job in explanations."
"I would recommend this course to many."
"I learned a lot. The course that I liked the most was the third but because I already had some basics."
The capstone project is a highlight of the course, allowing learners to apply their skills and gain hands-on experience in financial modeling.
"Great to work freely on a project, it was a lot of fun."
"It helped tremendously expanding my knowledge of Finance and Business analysis."
"I Have Learned more in this Module, Because of the Work we have Done, by practicing in real-time. the Experience was Amazing."
A few learners report a lack of support in certain areas, such as technical issues and clarification on course material.
"The data provided is incomplete and no correct methods were shown in the lectures or quiz answers."
"I am VERY disappointed in not only just this capstone course but the entirety of the Wharton Business and Financial modeling certificate courses. The classes always seemed to have an incorrect or inaccurate answers and information on how to calculate or do something from the instructors."
"I've submitted SEVERAL requests for help, clarification, (not just to Coursera, but also Wharton Online) and several Discussion forum questions that I've been told are monitored regularly by the teachers, but no one will answer my questions or respond to my discussion board questions."
Some learners express frustration with the quizzes, which can be difficult to pass and may not accurately reflect the material covered.
"I'm not happy with this particular course there are fewer lectures and each module contains 4 to 5 Articles that you need to read also there are some quizzes which is quite tough to clear because what question asked in the quizes are not properly taught and explained in the module, so you need to put extra effort to find the solution any other sources which are most bad things in this course."
"The exams are incredibly frustrating with zero actual, useful, feedback."
"I had some technical problems to upload the final project, but finally they were solved."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Wharton Business and Financial Modeling Capstone with these activities:
Test Your Return Calculations
Test your return calculations and understanding of summary statistics by completing a sample return calculation.
Browse courses on Summary Statistics
Show steps
  • Review the instructions for calculating the sample return
  • Calculate the sample return using the provided data
  • Compare your result to the provided answer
Follow a guided tutorial on using a financial modeling software package
Gain practical experience by following a guided tutorial on using a financial modeling software package.
Browse courses on Financial Modeling
Show steps
  • Choose a financial modeling software package to learn.
  • Find a guided tutorial for that software package.
  • Follow the steps in the tutorial.
  • Practice using the software package on your own.
Build Financial Model to Calculate Returns
Build a financial model using historical data to calculate returns for a set of securities.
Browse courses on Yahoo Finance
Show steps
  • Gather historical data from Yahoo Finance
  • Create a spreadsheet model to calculate daily returns
  • Calculate summary statistics for the daily returns
Seven other activities
Expand to see all activities and additional details
Show all ten activities
Calculate mean and standard deviation of a dataset using spreadsheet software
Reinforce your understanding of basic statistical measures by calculating mean and standard deviation using spreadsheet software.
Browse courses on Descriptive Statistics
Show steps
  • Open a spreadsheet application and input a dataset.
  • Use the appropriate formula to calculate the mean of the dataset.
  • Use the appropriate formula to calculate the standard deviation of the dataset.
  • Review and interpret the results.
Construct a scatterplot to visualize the relationship between two variables
Enhance your data visualization skills by creating a scatterplot to explore the relationship between two variables.
Browse courses on Data Visualization
Show steps
  • Open a spreadsheet application and input the data.
  • Select the appropriate chart type to create a scatterplot.
  • Analyze the scatterplot and identify any patterns or trends.
Design Optimal Risky Portfolio
Design an optimal risky portfolio using the efficient frontier and Solver add-in to find the minimum variance and 'optimal risk portfolio' weights for a portfolio of selected securities.
Browse courses on Efficient Frontier
Show steps
  • Use Solver to calculate the portfolio weights for two securities that results in the portfolio with the minimum variance.
  • Calculate the 'optimal risky portfolio' on the efficient frontier for these same two securities, then for all 10 stocks in the pool.
Create a video tutorial on a specific financial modeling technique
Share your knowledge and solidify your understanding by creating a video tutorial on a specific financial modeling technique.
Browse courses on Financial Modeling
Show steps
  • Choose a specific financial modeling technique to focus on.
  • Develop a script and storyboard for your video.
  • Record and edit your video.
  • Upload your video to a platform like YouTube or Vimeo.
Read the book 'Data Analysis for Business' by Brookes
Expand your knowledge of business data analysis by reading a comprehensive guide to the principles and practices.
Show steps
  • Read Chapter 1: Introduction to Data Analysis.
  • Read Chapter 2: Data Collection and Preparation.
  • Read Chapter 3: Data Exploration and Visualization.
  • Review key concepts and summarize your learnings.
Develop a financial model for a hypothetical business
Apply your knowledge of financial modeling to create a comprehensive plan for a hypothetical business.
Browse courses on Financial Modeling
Show steps
  • Define the business concept and objectives.
  • Gather financial data and assumptions.
  • Build a financial model using spreadsheet software.
  • Analyze the financial model and identify potential risks and opportunities.
  • Present your findings and recommendations.
Contribute to an open-source financial modeling project
Enhance your skills and connect with the community by contributing to an open-source financial modeling project.
Browse courses on Financial Modeling
Show steps
  • Identify an open-source financial modeling project to contribute to.
  • Review the project's documentation and codebase.
  • Identify an area where you can make a contribution.
  • Develop and test your contribution.
  • Submit a pull request to the project.

Career center

Learners who complete Wharton Business and Financial Modeling Capstone will develop knowledge and skills that may be useful to these careers:
Quantitative Analyst
Quantitative analysts use mathematical and statistical models to analyze financial data. This course provides a deep understanding of financial modeling and analysis. It will teach you how to build and calibrate models, analyze data, and make predictions.
Hedge Fund Manager
Hedge fund managers manage investment funds that use advanced strategies to generate high returns. This course provides a deep understanding of financial modeling and analysis. It will teach you how to build and calibrate models, analyze data, and make investment decisions.
Portfolio Manager
Portfolio managers manage investment portfolios for individuals and institutions. This course provides a comprehensive understanding of financial modeling and analysis. It will teach you how to construct portfolios, manage risk, and evaluate performance.
Private Equity Investor
Private equity investors invest in private companies with the goal of generating high returns. This course provides a deep understanding of financial modeling and analysis. It will teach you how to value companies, structure deals, and manage risk.
Investment Banker
Investment bankers help companies raise capital and advise them on mergers and acquisitions. This course provides a deep understanding of financial modeling and analysis, which is essential for success in this role. It will teach you how to value companies, structure deals, and manage risk.
Venture Capitalist
Venture capitalists invest in early-stage companies with the goal of generating high returns. This course provides a deep understanding of financial modeling and analysis. It will teach you how to value companies, structure deals, and manage risk.
Financial Analyst
Financial analysts use their knowledge of companies and industries to make investment recommendations. This course provides a strong foundation in financial modeling and analysis. It will teach you how to use data to identify opportunities and risks, which is essential for success in this role.
Actuary
Actuaries use mathematics and statistics to assess risk and uncertainty. This course provides a strong foundation in financial modeling and analysis. It will teach you how to build and calibrate models, analyze data, and make predictions.
Risk Manager
Risk managers identify and manage risks for companies. This course provides a strong foundation in financial modeling and analysis. It will teach you how to measure risk, develop mitigation strategies, and communicate risk to stakeholders.
Data Scientist
Data scientists use data to solve problems and make decisions. This course provides a strong foundation in financial modeling and analysis. It will teach you how to collect, clean, and analyze data, and how to build and interpret models.
Financial Planner
Financial planners help individuals and families plan for their financial future. This course provides a strong foundation in financial modeling and analysis. It will teach you how to analyze financial data, develop financial plans, and make investment recommendations.
Insurance Underwriter
Insurance underwriters assess risk and determine insurance premiums. This course provides a strong foundation in financial modeling and analysis. It will teach you how to analyze financial data, identify risks, and make decisions.
Business Analyst
Business analysts use data to help businesses make better decisions. This course provides a strong foundation in financial modeling and analysis. It will teach you how to analyze financial data, identify opportunities, and make recommendations.
Consultant
Consultants advise businesses on a variety of topics, including finance. This course provides a strong foundation in financial modeling and analysis. It will teach you how to analyze financial data, identify opportunities, and make recommendations.
Economist
Economists study the economy and make predictions about its future. This course provides a strong foundation in financial modeling and analysis. It will teach you how to analyze economic data, identify trends, and make forecasts.

Reading list

We've selected 14 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Wharton Business and Financial Modeling Capstone.
Will help you learn how to build financial models and perform valuations. It covers the theory behind financial modeling and shows you how to use Excel to create and value companies.
Classic textbook on investments. It covers a wide range of topics, including asset pricing, portfolio theory, and investment management.
Is another classic textbook on investments. It covers a wide range of topics, including security analysis, portfolio theory, and investment management.
Must-read for any investor. It provides a framework for making sound investment decisions.
Provides a history of the development of financial markets and institutions. It valuable resource for anyone who wants to understand the foundations of modern finance.
Guide to investing for the long term. It provides simple and effective advice on how to build a diversified portfolio and achieve your financial goals.

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