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  TECHNOTE

How can I define my lognormal distribution with only the mode and a percentile value?

To define a lognormal distribution in Crystal Ball, you need either a mean and a standard deviation, a log mean and a log standard deviation, or a geometric mean and a geometric standard deviation.

However, if you have the most likely value (mode) and any percentile, you can still define a lognormal distribution by converting these values to one of these parameter sets.

distribution

Below is the derivation of the equations for the log mean and log standard deviation from the mode and a percentile of a lognormal distribution. You can download an example Excel workbook with formulas already defined from:

http://www.decisioneering.com/download/lognorm.exe

Mode equation

The mode for a lognormal distribution is defined as:

eq 1 (equation 1) 1

where log mean is the log mean and sigma is the log standard deviation.

Percentile equation

The percentile (percentile ) for a lognormal distribution is defined as:

eq. 2 (equation 2)

where log mean is the log mean, sigma is the log standard deviation, and z score is a standard normal number (z score) for a given percentile. You can find the standard normal number in a statistics book or you can compute its value using the NORMSINV() function in Excel.

Solving for log mean and sigma

Using the two equations above, you can solve them by taking the natural log of each side of both equation, which gives:

eq. 3 (equation 3)

and

eq. 4 (equation 4)

Then, reduce equations 3 and 4, eliminating log mean , to find:

eq. 5(equation 5)

Solving this quadratic for the log standard deviation, sd , finds:

eq. 6 (equation 6)

and substituting this for sd in equation 4 gives the log mean:

eq. 7 (equation 7)

Using new lognormal parameters in Crystal Ball

After you convert the mode and percentile value to the log mean and the log standard deviation, you define your assumption in Crystal Ball by:

  1. Select the cell to define.
  2. Select Cell > Define Assumption. The Distribution Gallery appears.
  3. Select the Lognormal distribution.
  4. Click on OK. The Lognormal Distribution dialog appears.
  5. From the Parms menu, select Log Mean, Log Stdev.
  6. Enter the calculated log mean and log standard deviation in the fields.
  7. Click on OK.

1. George S. Fishman, Concepts and Methods in Discrete Event Digital Simulation, 1973

 
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