Projecting Income Statement Line Items

Projecting Income Statement Line Items

When building a three statement model, it becomes necessary to get into the habit of projecting income statement line items. Being able to project the main line items of the income statement should become second nature. It isn’t difficult, actually. Each specific line item will have drivers that commonly affect their future values. In fact, if a specific financial model you are using is similar to another company that you need to model, you may even be able to copy the model directly, and simply replace the historical values.



Main Line Items to Project

The following are the main accounts that need to be covered when projecting income statement line items:

  • Sales Revenue
  • Cost of Goods Sold (or Gross Revenue)
  • Total or Specific General Expenses (SG&A)
  • Depreciation Expense
  • Interest Expense
  • Tax Expense

By hitting all of the above, you can completely reach net income, as well as all of the “Earnings” line items before it.


projecting income statement line items



Sales Revenue

Projecting income statement line items naturally begins with the top of the income statement. This is the sales revenue. All subsequent line items will usually be based off of the sales revenue value.

Sales revenue can be forecasted in several different ways. Firstly, you can model sales revenue as a simple growth rate from previous years. This means that any subsequent year is the past years sales revenue multiplied by one plus the growth rate. This growth rate can be arbitrarily chosen or it can be a floating rate that follows GDP.

Secondly, you can model sales revenue as a factor of GDP or some other macroeconomic peg/metric. This means that revenue for each year will depend on a regression formula based on historic sales revenue and the input of that years GDP.

Finally, you can model sales revenue as a simple dollar value. This method of forecasting is the least dynamic, and usually the lease accurate. However, it is available when quick and dirty sales revenue forecasts are needed.


Cost of Goods Sold (or Gross Profit)

The next step is to forecast Cost of Goods Sold. By doing so, we can subtract COGS from revenue to find Gross Profit. Alternatively, Gross Profit can be forecast, and then we can mathematically find Cost of Goods Sold.

Regardless of which line item we choose to forecast, the method is simple. Most of the time, the simple percentage of sales revenue method will suffice. We take past figures of cost of goods sold (or gross profit) over sales revenue, and use these percentages to predict future percentages.

Alternatively, a more robust model may model out specific cost of goods items. These may be split into raw material, work in progress, finished goods, labor costs, direct material costs, or some other line items depending on business operations. These can be forecast as percentages of sales revenue, as well, or using whole dollar values.


Selling, General and Administrative Expenses

A simple and clean model will elect to forecast the total SG&A expense as one line item. This is easily done with the percentage of sales method. However, a more robust model may want to break out SG&A into individual components, which is a more involved method. This is because each individual line item will have different drivers.

For example, rent expense will generally be fixed every month, and so a fixed dollar value will be more appropriate than a percentage of sales revenue. However, advertising expense may be correlated with sales revenue, so in this case percentage of sales may be more accurate. There may also be “one-off” line expenses that do not appear every month, and so will require specific judgement. We discuss this more in our article on financial statement normalization.

There are also two line expenses that sometimes appear under SG&A that need specific forecasting work. These are depreciation expense and interest expense.



Depreciation Expense

Depreciation expense ties the gradual usage of machinery and PP&E to their benefit of generating revenue. Because the economic benefit (revenue) of using PP&E lasts more than one accounting period, the matching principle dictates that their expense must also be accrued over more than one accounting period.

We forecast depreciation expense through the use of a depreciation schedule. This shows us the opening balances of PP&E, any new capital expenditures and the closing balance of PP&E. Through historic balances and capex, we can find historic depreciation expense. These values can then be used to predict future depreciation expense and capital expenditures.

Depreciation expense can be forecasted in the schedule using a percentage of the opening balance, or any of the depreciation accounting methods. If we know the company’s depreciation policy, then we can directly apply straight-line, units-of-producting or accelerated depreciation to find the proper expense values.



Interest Expense

Interest expense is found through using the debt schedule. This schedule outlines each individual piece of debt in their own schedule, and sometimes makes a summary schedule that totals all balances and interest expense.

Interest expense is found by multiplying the opening balance in each period with the interest rate. This interest expense is then added back to the opening balance and is then reduced by any principal repayments to find the closing balance.



Tax Expense

Finally, we arrive at the last line item to find tax expense. Tax expense is a found as a percentage of earnings before tax (EBT). This percentage is known as the effective tax rate or cash tax rate. EBT must be found by subtracting all the previous expense line items from sales revenue. After multiplying EBT with historic effective tax rate, we are able to forecast future tax expense.



Putting it all together

After projecting income statement line items, the income statement is found as follows:

  • Sales revenue
  • Less cost of goods sold
  • Gross profit
  • Less SG&A
  • Less Depreciation Expense
  • EBIT or Operating Income
  • Less Interest Expense
  • EBT
  • Less Tax Expense
  • Net Income