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Prospective Analysis: Forecasting

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6) projection of future performance ... A 'Martingale Forecast' is often effective. Behavior of Ratios ... Ex: ROE Martingale not appropriate for 2 reasons: ... – PowerPoint PPT presentation

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Title: Prospective Analysis: Forecasting


1
Chapter 6
  • Prospective Analysis Forecasting

2
The Two Tasks in Prospective Analysis
  • Forecasting (Ch. 6) projection of future
    performance or behavior.
  • Valuation (Ch. 7 8) converting the forecast
    into an estimate of value.

3
The Techniques of Forecasting
  • Should include
  • Earnings Forecast
  • Cash Flow Forecast
  • Balance Sheet Forecast

4
Steps in Forecasting
  • Sales Forecast almost always the first step.
  • Variable Expenses, Assets and Liabilities
  • COGS
  • A/R
  • A/P
  • Deferred Taxes
  • More practical to prepare condensed Proformas.

5
Steps (Cont)
  • Fixed Expenses, Assets and Liabilities
  • Cost Recovery
  • Statement of Cash Flows follows from Balance
    Sheet and Income Statement.

6
Forecasting in General
  • Points of Departure
  • Initial Benchmark
  • Difficult for Startup Businesses
  • Projected Value vs. Change vs. Log Change

7
Econometrics Time Series Primer
  • Forecasting Value
  • Is the goal of forecasting
  • Contains a Temporary Permanent Component
  • Permanent component can be eliminated by
    calculating change.

8
Percentage Change
  • Calculation
  • P1 P0
  • Chng --------------
  • P0

9
Natural Log of Value
  • Use Natural Log
  • Log Chng Ln(P1) Ln(P0) Ln (P1 / P0)
  • ? Ln(P1- P0)

10
Behavior of Sales
  • Growth rates tend to be mean-reverting
    (cross-sectional)
  • Driven by demand saturation and industry
    competition
  • Consistent with EMH

11
Behavior of Earnings
  • Tend to follow a random walk.
  • A Martingale Forecast is often effective.

12
Behavior of Ratios
  • Depends on the components of the particular ratio
    being analyzed.
  • Ex ROE Martingale not appropriate for 2
    reasons
  • 1) Firms with extreme earnings tend to
    mean-revert to industry average.
  • 2) Firms with unusually high earnings tend to
    invest in assets, causing denominator to increase.

13
Sensitivity Analysis
  • How sensitive is ?Y to ?X?
  • Steps
  • 1) ID potential cause effect relationships.
  • 2) Determine the reliability of that relationship
    in the past.
  • 3) Determine the expected reliability of that
    relationship in the future.
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