Monte Carlo Spreadsheet Simulation Using Resampling

The ubiquitous spreadsheet can be used to model situations with random values, in what is commonly referred to as Monte Carlo simulation. For simple cases, adding random functions such as Excel™'s RAND is enough. In general business models, complex inverse distribution functions, in combination with RAND, are needed to generate the right random values. But first the modeler must determine the appropriate best-fit distribution to use. This can be a daunting process for undergraduates and typical executives. So for expediency, simulation add-ins with additional learning time and possible costs may be employed. The use of add-ins, however, makes the modeling less transparent. A more direct alternative is to resample the raw data, which in many cases are not sufficient in sample size to establish statistical goodness of fit. This paper reviews the limitations of current spreadsheet resampling methods and proposes new simple yet effective formulations that better accommodate classroom and practical real-world application.

[1]  Robert Tibshirani,et al.  An Introduction to the Bootstrap , 1994 .

[2]  Chong Ho Yu,et al.  "Resampling methods: Concepts, Applications, and Justification" , 2002 .

[3]  H. Barreto,et al.  Introductory Econometrics: Monte Carlo Simulation , 2005 .

[4]  Stephen G. Powell,et al.  The Art of Modeling with Spreadsheets: Management Science, Spreadsheet Engineering, and Modeling Craft , 2003 .

[5]  Thin-Yin Leong Simpler Spreadsheet Simulation of Multi-Server Queues , 2007, INFORMS Trans. Educ..

[6]  Larry Weatherford,et al.  Decision Modeling with Microsoft Excel , 2001 .

[7]  P. Good Resampling Methods , 1999, Birkhäuser Boston.

[8]  James Gips Mastering Excel: A Problem-Solving Approach , 1996 .

[9]  B. Efron Bootstrap Methods: Another Look at the Jackknife , 1979 .

[10]  Thomas R. Willemain,et al.  Bootstrap on a Shoestring: Resampling Using Spreadsheets , 1994 .

[11]  Wayne L. Winston Data Analysis and Business Modeling with Microsoft Excel , 2004 .

[12]  J. Rodgers,et al.  The Bootstrap, the Jackknife, and the Randomization Test: A Sampling Taxonomy. , 1999, Multivariate behavioral research.

[13]  Frederick S. Hillier,et al.  Introduction to Management Science w/ Student CD-ROM , 2002 .

[14]  Wayne L. Winston,et al.  Microsoft Excel Data Analysis and Business Modeling , 2004 .

[15]  Stephen G. Powell The Teachers' Forum: From Intelligent Consumer to Active Modeler, Two MBA Success Stories , 1997 .

[16]  Frederick S. Hillier,et al.  Introduction to Management Science , 1999 .

[17]  Stephen G. Powell,et al.  The Art of Modeling with Spreadsheets , 2003 .

[18]  Michelle L. F. Cheong,et al.  Teaching Business Modeling Using Spreadsheets , 2008, INFORMS Trans. Educ..