Financial Management: Intro to Forecasts and Trends Flashcards

1
Q

Business Forecasting Defined:

A

Business Forecasting: The estimation of the value of a variable at some future point in time.

Forecasting Uses: Use of forecasting is common in various business circumstances, including:

  • Forecasting macro-economic factors - market growth, inflation rate, tax rate, etc.
  • Budgeting process - sales forecast, etc.
  • Forecasting demand for products - for inventory and production purposes
  • Forecasting for investment decisions - interest rates, commodity prices, currency exchange rates, etc.
  • And others
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2
Q

What are the two major types of Forecasting Approaches?

A

Business Forecasting Types:

  1. Qualitative Forecasting:
    • Based on judgment and opinion
    • Subjective - (based on experience)
    • Often bases on consensus
    • Useful when quantitative data is lacking
    • Useful for long-range forecasting
  2. Quantitative Forecasting:
    • Based on quantitative data and models
    • Objective - (based on observable phenomena)
    • Often based on mathematical calculations and determinations
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3
Q

Qualitative Methods:

A

Qualitative Methods:

  1. Executive Opinion – Jury of executive opinion using collective judgment of executives and managers
  2. Market Research – Employs customer or other surveys to determine belief, preferences, etc.
  3. Delphi Method – Develops a consensus of an expert group using a multi-stage process to converge on a forecast.
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4
Q

Quantitative Methods:

A

Quantitative Methods:

  1. Time Series Models – Use patterns in past data to predict future values
    • Also called the Extrapolation Method
      • Extrapolation: To estimate (a value of a variable outside a known range) from values within a known range by assuming that the estimatedvalue follows logically from the known values.
    • The approach is not concerned with cause, just patterns in data.
  2. Causal Models – Assume the variable being forecasted is related to other variables and makes projections based on assumptions.
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5
Q

Business Forecasting Time Horizons:

A

There are 3 time frames for forecasting purposes:

  • Short-term - From immediate future up to 3 months out
    • Time-series are most appropriate
  • Medium-term - From 3 mos to 2 years
    • Time series and causal methods are appropriate
  • Long-term - Periods longer than 2 years
    • Causal and qualitative methods are appropriate, especially Delphi.
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6
Q

Business Forecasting Error:

A

Forecast Error: Measures how accurate a given forecast was for a prior forecast period.

  • It’s measured as the difference between actual value and forecasted value
  • Smaller the difference = better the forecast

Three Common Forecast Error Measures:

  1. Mean Absolute Deviation (MAD): measures the average absolute values of forecast errors
  2. Mean Squared Error (MSE): measures the average sum of forecast errors squared
  3. Mean Average Percentage Error (MAPE): forecast error divided by actual value
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7
Q

Question:

Which one of the following sets shows the most likely method appropriate for short-term and long-term forecasting?

Short-term Forecasting Long-term Forecasting
Time series models Market research surveys
Causal models Time series models
Time series models Delphi method
Delphi method Time series models

A

Short-term Forecasting Long-term Forecasting

Time series models Delphi method

Times series models are most likely appropriate for short-term forecasting and the Delphi method is most likely appropriate for long-term forecasting. Time series models use past values or patterns to predict a future value or values, but the longer the forecasting period, the less likely will the past values or patterns be relevant to those future values. The Delphi method is a qualitative forecasting method that involves a group of experts developing a consensus using a multi-stage process to converge on a forecast, which is a particularly useful approach for long-term forecasting.

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