Title: Forecasting Performance:
1Chapter 9
Instructors Please do not post raw PowerPoint
files on public website. Thank you!
- Forecasting Performance
- The Explicit Forecast Period
2Session Overview
- In this session, we focus on the mechanics of
forecastingspecifically, how to develop an
integrated set of financial forecasts that
reflect the companys expected performance. This
discussion covers - The appropriate level of detail. The typical
forecast will be split into three time periods
the explicit forecast, a forecast of key value
drivers, and continuing value. - How to build a well-structured spreadsheet model.
A valuation spreadsheet should separate raw
inputs from computations, flow from one
worksheet to the next, and be flexible enough to
handle multiple scenarios. - The mechanics of the forecasting process. To
arrive at future cash flow, forecast the income
statement, balance sheet, and statement of
retained earnings. The forecasted financial
statements provide the information we need for
computing ROIC and free cash flow.
31. The Length and Detail of the Forecast
- Before you begin forecasting individual line
items, determine how many years to explicitly
forecast and how detailed your forecast should
be. A good forecast model is broken into three
time periods
Today
Years 1-5
Years 6-15
Years 16
Use a simplified forecast for the remaining
years, focusing on a few important variables,
such as revenue growth, margins, and capital
turnover.
Build a detailed five- to seven-year forecast
that develops complete balance sheets and income
statements with as many links to real variables
(e.g., unit volumes, cost per unit) as possible.
Value the remaining years by using a
perpetuity-based formula, such as the key value
driver formula.
4The Length and Detail of the Forecast
- The explicit forecast period must be long enough
for the company to reach a steady state, defined
by the following characteristics - The company grows at a constant rate and
reinvests a constant proportion of its operating
profits into the business each year. - The company earns a constant rate of return on
new capital invested. - The company earns a constant return on its base
level of invested capital. - In general, we recommend using an explicit
forecast period of 10 to 15 yearsperhaps longer
for cyclical companies or those experiencing very
rapid growth. - Using a short explicit forecast period, such as
five years, typically results in a significant
undervaluation of a company or requires heroic
long-term growth assumptions in the continuing
value.
52. Components of a Good Model
- A detailed valuation spreadsheet can easily
become complex. Therefore, you need to carefully
design and structure your model before starting
to forecast. - Well-built valuation models have certain
characteristics. - First, user input and market data are collected
in only a few places. - Denote user input and market data each in a
different color for easy spotting. - Unless specified as user input, numbers should
never be hard-coded into a formula.
6Components of a Good Model
- Many spreadsheet designs are possible. In the
valuation example from the preceding slide, the
workbook contains seven worksheets
- Raw historical data from company financials.
- Integrated financials based on raw data.
- Historical analysis and forecast ratios.
- Market data and WACC analysis.
- Reorganized financial statements (into NOPLAT and
invested capital). - ROIC and free cash flow (FCF) using reorganized
financials. - Valuation summary, including enterprise
discounted cash flow (DCF), economic profit, and
equity valuation computations.
73. Overview of the Forecasting Process
Although the future is unknowable, careful
analysis can yield insights into how a company
may develop. We break the forecasting process
into six steps
- Prepare and analyze historical financials. Before
forecasting future financials, you must build and
analyze historical financials. In many cases,
reported financials are overly simplistic. When
this occurs, you have to rebuild financial
statements with the right balance of detail. - Build the revenue forecast. Almost every line
item will rely directly or indirectly on revenue.
You can estimate future revenue by using either a
top-down (market-based) or a bottom-up
(customer-based) approach. Forecasts should be
consistent with historical evidence on growth. - Forecast the income statement. Use the
appropriate economic drivers to forecast
operating expenses, depreciation, interest
income, interest expense, and reported taxes.
8Overview of the Forecasting Process
We break the forecasting process into six steps
- Forecast the balance sheet invested capital and
nonoperating assets. On the balance sheet,
forecast operating working capital net property,
plant, and equipment (PPE) goodwill and
nonoperating assets. - Forecast the balance sheet investor funds.
Complete the balance sheet by computing retained
earnings and forecasting other equity accounts.
Use cash and/or debt accounts to balance the cash
flows and balance sheet. - Calculate ROIC and FCF. Calculate ROIC to ensure
forecasts are consistent with economic
principles, industry dynamics, and the companys
competitive advantage. To complete the forecast,
calculate free cash flow as the basis for
valuation. Future FCF should be calculated the
same way as historical FCF.
Lets examine each step in detail
9Step 1 Prepare Historical Financials
- To start the forecasting process, collect raw
historical data and build the financial
statements in a spreadsheet. - Be sure to analyze and scrub historical data.
You dont want more detail than necessary, and
you should not unwittingly aggregate operating
and nonoperating items.
Boeing Company Current Liabilities in Balance
Sheet
Boeings balance sheet reports what appears to be
an operating line item, but it is actually a
mixture of operating, nonoperating, and financing!
10Step 2 Build the Revenue Forecast
- Creating a good revenue forecast is critical
because most forecast ratios are directly or
indirectly driven by revenue. The revenue
forecast should be dynamic constantly reevaluate
as new information becomes available. - To build a revenue forecast, use a top-down
forecast, in which you start with the total
market, or use a bottom-up approach, which starts
with the companys own forecasts.
1. Estimate quantity and pricing of aggregate
worldwide market.
Revenue Forecast
3. Extend short-term revenue forecasts to
long-term.
2. Estimate market share and pricing strength
based on competition and competitive advantage.
BOTTOM UP
TOP DOWN
2. Estimate new customer wins and turnover.
Revenue Forecast
1. Project demand from existing customers.
11Step 3 Forecast the Income Statement
- With a revenue forecast in place, next forecast
individual line items related to the income
statement. To forecast a line item, use a
three-step process - Decide what economically drives the line item.
For most line items, forecasts will be tied
directly to revenues. - Estimate the forecast ratio. Since cost of goods
sold (COGS) is tied to revenue, estimate COGS as
a percentage of revenues. - Multiply the forecast ratio by an estimate of its
driver. For instance, since most line items are
driven by revenue, most forecast ratios, such as
COGS to revenues, should be applied to estimates
of future revenues.
12Step 3 Forecast the Income Statement
- Multiply the forecast ratio by an estimate of its
driver. - For instance, since most line items are driven by
revenue, most forecast ratios, such as COGS to
revenues, should be applied to estimates of
future revenues. - This is why a good revenue forecast is critical.
Any error in the revenue forecast will be carried
through the entire model.
13Step 3 Forecast the Income Statement
- The appropriate choice for a forecast driver
depends on the company and the industry in which
it competes. Below is some guidance on typical
forecast drivers and forecast ratios for the most
common financial statement line items.
Typical Forecast Drivers for the Income Statement
14Step 3 Forecast the Income Statement
- To forecast depreciation, you have three options.
You can forecast depreciation as a percentage of
revenues or as a percentage of property, plant,
and equipment. - For simplicity, lets forecast next years
depreciation using an as-is percentage of
revenues.
Example 1 Forecast Depreciation
15Step 3 Forecast the Income Statement
Example 2 Interest Expense
Example 3 Interest Income
16Step 4 Forecast the Balance Sheet
- To forecast the balance sheet, start with
invested capital and nonoperating assets. Excess
cash and sources of financing, such as debt, will
be handled in the next step. - When forecasting balance sheet items, use the
stock method. The relationship between balance
sheet accounts and revenues (the stock method) is
more stable than the change in accounts versus
revenues (the flow method).
Stock vs. Flow Example
17Step 4 Forecast the Balance Sheet
- To forecast the balance sheet, start with items
related to invested capital and nonoperating
assets. Below, we present forecast drivers and
forecast ratios for the most common line items.
Typical Forecast Drivers and Ratios for the
Balance Sheet
18Step 4 Forecast the Balance Sheet
Example 1 Forecasting Working Cash
Example 2 Forecasting Net PPE
19Step 5 Forecast Required Financing
- To complete the balance sheet, forecast the
companys sources of financing. To do this, first
rely on the rules of accounting. Use the
principle of clean surplus accounting REt1
REt Net Income Dividends.
Statement of Retained Earnings
To forecast retained earnings, you must generate
a forecast of dividend payout.
These are driven by other forecasts, and should
not be reestimated.
- Increasing the dividend payout ratio should keep
excess cash at reasonable levels. Altering the
payout policy, however, should not affect the
value of operations in an enterprise DCF
valuation. If it does, your model is
inconsistent with the principles of enterprise
DCF.
20Step 5 Forecast Required Financing
- At this point, five line items remain excess
cash, short-term debt, long-term debt, a new
account titled newly issued debt, and common
stock. Some combination of these line items must
make the balance sheet balance. For this reason,
these items are often referred to as the plug. - Simple models use newly issued debt as the plug.
- Advanced models use excess cash or newly issued
debt, to prevent debt from becoming negative.
Balance Sheet
The Plug (use IF/THEN statement for advanced
models)
The Plug (for simple models)
Excess Cash
Newly Issued Debt
Remaining Liabilities and Shareholders Equity
Remaining Assets
21Step 5 Forecast Required Financing
Step 1 Determine retained earnings using the
clean surplus relationship, forecast existing
debt using contractual terms, and keep common
stock constant. Step 2 Test which is higher,
assets excluding excess cash or liabilities and
equity excluding newly issued debt. Step 3 If
assets excluding excess cash are higher, set
excess cash equal to zero, and plug the
difference with the newly issued debt. Otherwise,
plug with excess cash.
22Step 6 Calculate ROIC and FCF
Home Depot NOPLAT and Invested Capital
Home Depot Free Cash Flow
Historical
Forecast
Historical
Forecast
23Other Issues in Forecasting
- Nonfinancial operating drivers. In industries
where prices or technologies are changing
dramatically, your forecast should incorporate
operating drivers like volume and productivity. - Fixed versus variable costs. The distinction
between fixed and variable costs at the company
level is usually unimportant because most costs
are variable. For individual production
facilities or retail stores, this is not the
case most of their costs are fixed. - Inflation. Often, the cost of capital is
estimated using nominal terms. If this is the
case, forecast in nominal terms. Be careful,
however, as high inflation will distort
historical analyses.
24Closing Thoughts
- To value a companys operations using enterprise
DCF, we discount each years forecast of free
cash flow for time and risk. In this
presentation, we analyzed a six-step process for
forecasting a companys financials, and
subsequently its free cash flow. - While you are building a forecast, it is easy to
become engrossed in the details of individual
line items. But we stress, once again, that you
must place your aggregate results in the proper
context. - Always check your resulting revenue growth and
ROIC against industry-wide historical data. If
required forecasts exceed other companies
historical performance, make sure the company has
a specific and robust competitive advantage. - Finally, do not make your model more complicated
than it needs to be. Extraneous details can
cloud the drivers that really matter. Create
detailed line item forecasts only when they
increase the accuracy of the companys key value
drivers.