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Forecasting



         Objective: To introduce the basic methods and uses of forecasting for small
         businesses.




Novus Business and IT Training Program
Forecasting
• Essential for a Business

• Usually Based on Historical Information

• Gathering Data Very Important




Novus Business and IT Training Program                 1
Gathering Data
• Characteristics of Good Data:
     – Sufficient Quantity

     – Objective

     – Representative

     – Consistent


Novus Business and IT Training Program             2
Measures of Average: The Mean
• The Mean is the sum of all the observations,
  divided by the number of observations
• For the data set {0, 0, 1, 1, 1, 2, 7}:
               Mean = (0+0+1+1+1+2+7)/7 = 12/7 = 1.7
• Used for data sets with:
     – Strong central tendency
     – Few unusual items


Novus Business and IT Training Program                 3
Measures of Average: The Median
• The Median is the center-most observation in
  the data set
• For the data set {0, 0, 1, 1, 1, 2, 7}:
                                         Median = 1
• Used for data sets with:
     – Strong Central Tendency
     – Unusual Items


Novus Business and IT Training Program                4
Measures of Average: The Mode
• The Mode is the most frequently occurring
  observation
• For the data set {0, 0, 1, 1, 1, 2, 7}:
                                         Mode = 1
• Used for data sets with:
     – Repeating observations



Novus Business and IT Training Program              5
Measures of Distribution
• Finding high and low estimates
• Simple Method: Margin of Error
     – Based on experience or observation
• Example:
     – Fancy Gift Company
            • Forecasted 2012 Sales = $92,000
            • Margin of Error = 10%
     1. Find the Margin: $92,000 x 10% = $9,200
     2. Add & Subtract the Margin from the Forecasted Sales:
              $92,000 +/- $9,200 = $101,200 and $82,800

Novus Business and IT Training Program                         6
Seasonal Adjustment
1.        Find the Average Seasonal Sales

                       Fancy Gift Company - Quarterly Sales - 2011
                                               Q1        Q2        Q3        Q4
             2011 Sales Revenue              $20,000   $16,000   $18,000   $26,000



•         Average Seasonal Sales =

                       ($20,000 + $16,000 + $18,000 + $26,000) / 4 = $20,000


    Novus Business and IT Training Program                                           7
Seasonal Adjustment
2.      Divide Actual Quarterly Sales Amounts by Average Quarterly
        Sales
      –      Q1 = $20,000 / $20,000 = 1.0
      –      Q2 = $16,000 / $20,000 = 0.8
      –      Q3 = $18,000 / $20,000 = 0.9
      –      Q4 = $26,000 / $20,000 = 1.3

                   Fancy Gift Company - Quarterly Sales - 2011
                                            Q1        Q2        Q3        Q4
     2011 Sales Revenue                   $20,000   $16,000   $18,000   $26,000
 Seasonal Adjustment
                                            1.0       0.8       0.9       1.3
        Ratio



 Novus Business and IT Training Program                                           8
Seasonal Adjustment
3. Find the Average Seasonal Sales for the
   Forecast
    –       Fancy Gift Company 2012 Sales Forecast: $92,000
    –       2012 Average Seasonal Sales: $92,000 / 4 = $23,000




Novus Business and IT Training Program                           9
Seasonal Adjustment
4. Multiply the forecasted average seasonal sales
   by the seasonal adjustment ratios
  – Q1 = 1.0 x $23,000 = $23,000
  – Q2 = 0.8 x $23,000 = $18,400
  – Q3 = 0.9 x $23,000 = $20,700
  – Q4 = 1.3 x $23,000 = $29,900
• Note:
   $23,000 + $18,400 + $20,700 + $29,900 = $92,000

Novus Business and IT Training Program               10
Forecasting Method 1: Delta Analysis
• Analyze Period-to-Period Changes
                   Fancy Gift Company - Historical Annual Sales
                              Year                  Sales     Delta
                              2007                 $70,000      -
                              2008                 $72,500   $2,500
                              2009                 $75,000   $2,500
                              2010                 $77,000   $2,000
                              2011                 $80,000   $3,000
                                         Average             $2,500
                               2012 Sales Forecast           $82,500
Novus Business and IT Training Program                                 11
Forecasting Method 2: Moving Average
• Analyze Selected Years: 3-Year Moving Average

                 Fancy Gift Company - Historical Annual Sales
                            Year              Sales     Delta
                            2007             $70,000       -
                            2008             $72,500    $2,500
                            2009             $75,000    $2,500
                            2010             $77,000    $2,000
                            2011             $80,000    $3,000
                                   Average              $2,500
                             2012 Sales Forecast       $82,500
Novus Business and IT Training Program                           12
Forecasting Method 3: Weighted Moving Average

• Analyze Selected Years: 3-Year Weighted Moving Average
• Weight each year differently
     – Weights must sum to 100%

                 Fancy Gift Company - Historical Annual Sales
              Year                   Sales            Delta      Weight   Adjusted Delta
              2007                  $70,000             -           -
              2008                  $72,500          $2,500         -
              2009                  $75,000          $2,500       20%         $500
              2010                  $77,000          $2,000       30%         $600
              2011                  $80,000          $3,000       50%        $1,500
                                              Weighted Average               $2,600
                                          2012 Sales Forecast               $82,600
Novus Business and IT Training Program                                                     13
Forecasting Method 4: Common Size Analysis

• Analyze financial statement items as proportions
     – Automatically calculate several useful financial ratios
     – Easily identify trends
• To Common Size an Income Statement…
      Divide everything by Total Revenue
• To Common Size a Balance Sheet…
       Divide everything by Total Assets

Novus Business and IT Training Program                      14
Forecasting Method 4: Common Size Analysis

                Fancy GiftCompany - Income Statement
                                                 2011
          Sales                             $80,000   100.0%
           Cost of Goods Sold               $28,800   36.0%
          Gross Income                      $51,200   64.0%

          Sales, General & Administrative    $9,600   12.0%
          Other Operating Expenses           $4,000    5.0%
          Total Operating Expenses          $13,600   17.0%
          Operating Income                  $37,600   47.0%

          Taxes                              $7,896    9.9%
          Net Income                        $29,704   37.1%

Novus Business and IT Training Program                         15
Forecasting Method 4: Common Size Analysis
                 Fancy Gift Company – Common Sized Income Statements
                                        2011               2010              2009
Sales                              $80,000 100.0%     $77,000 100.0%    $75,000 100.0%
 Cost of Goods Sold                $28,800 36.0%      $28,490 37.0%     $28,500 38.0%
Gross Income                       $51,200 64.0%      $48,510 63.0%     $46,500 62.0%

Sales, General &
                                     $9,600   12.0%    $9,240   12.0%    $9,000   12.0%
Administrative
Other Operating Expenses            $4,000    5.0%     $2,310   3.0%       $750   1.0%
Total Operating Expenses           $13,600    17.0%   $11,550   15.0%    $9,750   13.0%
Operating Income                   $37,600    47.0%   $36,960   48.0%   $36,750   49.0%

Taxes                               $7,896     9.9%    $7,762   10.1%    $7,718   10.3%
Net Income                         $29,704    37.1%   $29,198   37.9%   $29,033   38.7%




  Novus Business and IT Training Program                                             16
Forecasting Method 4: Common Size Analysis
      Fancy Gift Company – Forecasted 2012 Income Statement
                                              2012
     Sales                               $92,000     100.0%
      Cost of Goods Sold                 $32,200      35.0%
     Gross Income                        $59,800     65.0%

     Sales, General & Administrative     $11,040     12.0%
     Other Operating Expenses             $6,440      7.0%
     Total Operating Expenses            $17,480     19.0%
     Operating Income                    $42,320     46.0%

     Taxes                                $8,887      9.7%
     Net Income                          $33,433     36.3%

Novus Business and IT Training Program                        17
Practical Application
• Statistics and methods provide a starting point
     – Use experience and research to improve your
       forecasts
     – Refine your models over time
     – Use high and low estimates to help you plan for best
       and worst cases



Novus Business and IT Training Program                   18

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Lesson 6: Forecasting

  • 1. Forecasting Objective: To introduce the basic methods and uses of forecasting for small businesses. Novus Business and IT Training Program
  • 2. Forecasting • Essential for a Business • Usually Based on Historical Information • Gathering Data Very Important Novus Business and IT Training Program 1
  • 3. Gathering Data • Characteristics of Good Data: – Sufficient Quantity – Objective – Representative – Consistent Novus Business and IT Training Program 2
  • 4. Measures of Average: The Mean • The Mean is the sum of all the observations, divided by the number of observations • For the data set {0, 0, 1, 1, 1, 2, 7}: Mean = (0+0+1+1+1+2+7)/7 = 12/7 = 1.7 • Used for data sets with: – Strong central tendency – Few unusual items Novus Business and IT Training Program 3
  • 5. Measures of Average: The Median • The Median is the center-most observation in the data set • For the data set {0, 0, 1, 1, 1, 2, 7}: Median = 1 • Used for data sets with: – Strong Central Tendency – Unusual Items Novus Business and IT Training Program 4
  • 6. Measures of Average: The Mode • The Mode is the most frequently occurring observation • For the data set {0, 0, 1, 1, 1, 2, 7}: Mode = 1 • Used for data sets with: – Repeating observations Novus Business and IT Training Program 5
  • 7. Measures of Distribution • Finding high and low estimates • Simple Method: Margin of Error – Based on experience or observation • Example: – Fancy Gift Company • Forecasted 2012 Sales = $92,000 • Margin of Error = 10% 1. Find the Margin: $92,000 x 10% = $9,200 2. Add & Subtract the Margin from the Forecasted Sales: $92,000 +/- $9,200 = $101,200 and $82,800 Novus Business and IT Training Program 6
  • 8. Seasonal Adjustment 1. Find the Average Seasonal Sales Fancy Gift Company - Quarterly Sales - 2011 Q1 Q2 Q3 Q4 2011 Sales Revenue $20,000 $16,000 $18,000 $26,000 • Average Seasonal Sales = ($20,000 + $16,000 + $18,000 + $26,000) / 4 = $20,000 Novus Business and IT Training Program 7
  • 9. Seasonal Adjustment 2. Divide Actual Quarterly Sales Amounts by Average Quarterly Sales – Q1 = $20,000 / $20,000 = 1.0 – Q2 = $16,000 / $20,000 = 0.8 – Q3 = $18,000 / $20,000 = 0.9 – Q4 = $26,000 / $20,000 = 1.3 Fancy Gift Company - Quarterly Sales - 2011 Q1 Q2 Q3 Q4 2011 Sales Revenue $20,000 $16,000 $18,000 $26,000 Seasonal Adjustment 1.0 0.8 0.9 1.3 Ratio Novus Business and IT Training Program 8
  • 10. Seasonal Adjustment 3. Find the Average Seasonal Sales for the Forecast – Fancy Gift Company 2012 Sales Forecast: $92,000 – 2012 Average Seasonal Sales: $92,000 / 4 = $23,000 Novus Business and IT Training Program 9
  • 11. Seasonal Adjustment 4. Multiply the forecasted average seasonal sales by the seasonal adjustment ratios – Q1 = 1.0 x $23,000 = $23,000 – Q2 = 0.8 x $23,000 = $18,400 – Q3 = 0.9 x $23,000 = $20,700 – Q4 = 1.3 x $23,000 = $29,900 • Note: $23,000 + $18,400 + $20,700 + $29,900 = $92,000 Novus Business and IT Training Program 10
  • 12. Forecasting Method 1: Delta Analysis • Analyze Period-to-Period Changes Fancy Gift Company - Historical Annual Sales Year Sales Delta 2007 $70,000 - 2008 $72,500 $2,500 2009 $75,000 $2,500 2010 $77,000 $2,000 2011 $80,000 $3,000 Average $2,500 2012 Sales Forecast $82,500 Novus Business and IT Training Program 11
  • 13. Forecasting Method 2: Moving Average • Analyze Selected Years: 3-Year Moving Average Fancy Gift Company - Historical Annual Sales Year Sales Delta 2007 $70,000 - 2008 $72,500 $2,500 2009 $75,000 $2,500 2010 $77,000 $2,000 2011 $80,000 $3,000 Average $2,500 2012 Sales Forecast $82,500 Novus Business and IT Training Program 12
  • 14. Forecasting Method 3: Weighted Moving Average • Analyze Selected Years: 3-Year Weighted Moving Average • Weight each year differently – Weights must sum to 100% Fancy Gift Company - Historical Annual Sales Year Sales Delta Weight Adjusted Delta 2007 $70,000 - - 2008 $72,500 $2,500 - 2009 $75,000 $2,500 20% $500 2010 $77,000 $2,000 30% $600 2011 $80,000 $3,000 50% $1,500 Weighted Average $2,600 2012 Sales Forecast $82,600 Novus Business and IT Training Program 13
  • 15. Forecasting Method 4: Common Size Analysis • Analyze financial statement items as proportions – Automatically calculate several useful financial ratios – Easily identify trends • To Common Size an Income Statement… Divide everything by Total Revenue • To Common Size a Balance Sheet… Divide everything by Total Assets Novus Business and IT Training Program 14
  • 16. Forecasting Method 4: Common Size Analysis Fancy GiftCompany - Income Statement 2011 Sales $80,000 100.0% Cost of Goods Sold $28,800 36.0% Gross Income $51,200 64.0% Sales, General & Administrative $9,600 12.0% Other Operating Expenses $4,000 5.0% Total Operating Expenses $13,600 17.0% Operating Income $37,600 47.0% Taxes $7,896 9.9% Net Income $29,704 37.1% Novus Business and IT Training Program 15
  • 17. Forecasting Method 4: Common Size Analysis Fancy Gift Company – Common Sized Income Statements 2011 2010 2009 Sales $80,000 100.0% $77,000 100.0% $75,000 100.0% Cost of Goods Sold $28,800 36.0% $28,490 37.0% $28,500 38.0% Gross Income $51,200 64.0% $48,510 63.0% $46,500 62.0% Sales, General & $9,600 12.0% $9,240 12.0% $9,000 12.0% Administrative Other Operating Expenses $4,000 5.0% $2,310 3.0% $750 1.0% Total Operating Expenses $13,600 17.0% $11,550 15.0% $9,750 13.0% Operating Income $37,600 47.0% $36,960 48.0% $36,750 49.0% Taxes $7,896 9.9% $7,762 10.1% $7,718 10.3% Net Income $29,704 37.1% $29,198 37.9% $29,033 38.7% Novus Business and IT Training Program 16
  • 18. Forecasting Method 4: Common Size Analysis Fancy Gift Company – Forecasted 2012 Income Statement 2012 Sales $92,000 100.0% Cost of Goods Sold $32,200 35.0% Gross Income $59,800 65.0% Sales, General & Administrative $11,040 12.0% Other Operating Expenses $6,440 7.0% Total Operating Expenses $17,480 19.0% Operating Income $42,320 46.0% Taxes $8,887 9.7% Net Income $33,433 36.3% Novus Business and IT Training Program 17
  • 19. Practical Application • Statistics and methods provide a starting point – Use experience and research to improve your forecasts – Refine your models over time – Use high and low estimates to help you plan for best and worst cases Novus Business and IT Training Program 18