Financial Modeling and Forecasting Financial Statements
3h 27mGeneral2026-01-28
Authors

Jim Stice
Professor of Accounting at BYU

Kay Stice
Professor of Accounting at the BYU Marriott School of Management
Course details
Financial reports are not just summaries of the past—they also include predictions for the future. In fact, most financial institutions are more interested in future performance than historical trends. In this course, accounting professors Jim and Kay Stice explain how to create forecasted financial statements for your company. Learn how to use past data such as cost of goods sold, depreciation expenses, and levels of inventory, and understand what caused those numbers to fluctuate over time. Along the way, learn how to use the information as the basis for forecasting, applying a simple but powerful equation. With real-world case studies, this course guides you through connecting past performance with future projections, incorporating the latest in AI tools and Excel forecasting skills. By the end of this course, you’ll be prepared to apply reliable financial models that support decision-making for investments, lending, and business growth.
Learning objectives
Analyze the components of financial statements and their role in forecasting.
Create accurate financial forecasts by incorporating sales, expenses, and operating metrics.
Evaluate the impacts of different financing strategies on company performance, using plug figures and sensitivity analysis.
Organize data from historical financial statements to predict future cash flows and assess company sustainability.
Apply the principles of the accounting equation to ensure consistency and feasibility in financial planning.
Interpret how variations in operational parameters can affect cash flow and implement strategies for improvement.
Use AI and data analysis tools to enhance the accuracy of financial forecasts with granular and unstructured data.
Revise financial statement forecasts based on real-time data and changing economic conditions.
Explain the significance of operational and financial metrics in constructing and validating business forecasts.
Compare different forecasting scenarios, identifying potential risks and opportunities in business planning.
Learning objectives
Analyze the components of financial statements and their role in forecasting.
Create accurate financial forecasts by incorporating sales, expenses, and operating metrics.
Evaluate the impacts of different financing strategies on company performance, using plug figures and sensitivity analysis.
Organize data from historical financial statements to predict future cash flows and assess company sustainability.
Apply the principles of the accounting equation to ensure consistency and feasibility in financial planning.
Interpret how variations in operational parameters can affect cash flow and implement strategies for improvement.
Use AI and data analysis tools to enhance the accuracy of financial forecasts with granular and unstructured data.
Revise financial statement forecasts based on real-time data and changing economic conditions.
Explain the significance of operational and financial metrics in constructing and validating business forecasts.
Compare different forecasting scenarios, identifying potential risks and opportunities in business planning.
Concepts
Introduction
- Projecting the financial future
Financial Forecasting for Strategic Decision-Making
- Deduce the connection between past and future business performance
- Analyze potential business with a financial forecast
- Evaluate how banks use a financial forecast to make loans
- Use financial forecasts to make investment decisions
- Reflect new information in financial forecasts
- Use AI effectively in financial statement forecasting
- Excel - Growth extrapolation and loan candidate evaluation
Start with an Accurate Sales Forecast
- IBM and the famously bad sales forecast
- Combine historical trends with current plans to forecast
- Incorporate seasonal patterns into your forecast
- Use sensitivity analysis to minimize the costs of being wrong
- Use AI to increase the reliability of data used in forecasting sales
- Excel - Build a multifactor sales forecast
What Causes Financial Statement Numbers to Change
- Home Depot in 1985 - Three weeks to live
- Monitor financial statements to keep forecasts accurate
- Incorporate long-term planning into forecasts
- Revise financial forecasts based on financing options
- Use AI to conduct sensitivity analysis
- Excel - Forecast assets and sensitivity analysis
Construct a Forecasted Income Statement
- Forecast interest and income taxes
- Use AI to revise financial statement forecasts
- Excel - Forecast net income and sensitivity analysis
- The Gap - How change affects the forecasting process
- Forecast sales-based expenses
- Forecast fixed costs and variable costs
Construct a Forecasted Balance Sheet
- Use the power of the accounting equation
- Identify the missing numbers in forecasts
- Assess the use of plugs - Cash, investments, and paid-in capital
- Use the realistic but challenging plug - Loans
- Use AI models to incorporate granular data
- Excel - Assess different financing plug options
Construct a Forecasted Statement of Cash Flows
- Home Depot - The importance of cash flow
- Compute cash flows by analyzing other financial statements
- Forecast operating cash flow
- Forecast investing cash flow
- Forecast financing cash flow
- Use AI to incorporate qualitative data into forecasting
- Excel - Fix Home Depot's operating cash flow
Conclusion
- Create processes for dynamic modeling