Thursday, February 2, 2017

Forecasting and Scenario Planning (Managerial) for Innovation



Forecasting and Scenario Planning

Forecasting

Both forecasting and scenario planning are ways to try to envision the future.  Traditional forecasting has been primarily financial, done in Sales and Marketing.  But Engineers also try to forecast where technology is going.  It is typical in a company to do both a sales forecast and a market forecast.  The sales forecast can be based on units or revenue, but the goal is to try to determine next years or the next five years number of units that will be sold and the amount of revenue that will be generated.  Sales is the lifeblood of any company.  A typical sales forecast is done by looking at historical years and the current year to determine the trend.  Are sales increasing or decreasing?  More specifically by what amount?  This can be determine by fitting the past and current sales data to a line, as done, for example, by a linear regression.  A linear regression best fits points to a line.  Furthermore, a linear regression may be used to make particular predictions.  If you have an MBA, the various sales forecasting methods I will now mention you already know:  moving averages (2 or 3 month moving averages as an example), weighted moving average, exponential smoothing, and trend models such as linear trend projection models (which are basically linear regression models).  If you have seasonality in your sales data then you will need to compute multiplicative seasonal indices.  Typically a sales forecast is given and then a worst case scenario is given (a second line) by tweaking the numbers downward, and a best case scenario is given (a third line) by tweaking the numbers upward.  Market forecasts are more complicated.  They may try to guess the number of units which may be sold, but also take in consideration competitive factors, competitive features, industry standards and trends, market share data (is your market share shrinking or growing?).  Technological forecasting is complicated as well, and ironically probably more qualitative than sales forecasting.  Here one needs to look at one's current technology and try to guess where the technology is going.  Competitors may indicate this, as well as industry trends and even technical work in academia, as well as developing industry technical standards. 

Scenario Planning

Scenario planning differs markedly from forecasting.  Here, the forecast is not limited to one or three lines, or to one future which marketers and technologists believe will come about, but to several alternative futures.  I.e., the point of scenario planning is that no one knows exactly what will happen, because there may be future intervening factors which are hard to anticipate, but one can make a few (three to five) alternative futures and look at the consequences and rewards and problems associated with each of those future.  The point is to plan for any one of those scenarios, so the future scenario that does obtain doesn't catch you by surprise.  No one plans to fail but most fail to plan.  Many companies have failed by failing to anticipate changes in the technology and changes in the market.  Examples include Kodak, which was the biggest camera and analog film seller, which soon became bankrupt due to their inability to anticipate the digital camera revolution.  Another example is stereo manufacturers that did not anticipate the iPod and the revolution in brought in buying, listen to, and even recording music digitally.  Scenario Planning can help anticipate changes in customer behavior, technological developments, or developments such as regulations and industry standards.  One model by which to do scenario planning is the PEST model:  looking at political, economic, sociological, and technological factors that may be driving forces or trends that determine the future.  Scenario planning looks not only at the driving forces of the future but the forces behind the driving forces.  This may generate a long list of possible relevant driving forces which can be reduced to those which are critically relevant.  Sometimes critically relevant factors are put on a scenario cross with one axis indicating a positive or negative outcome of the factor and the other axis indicating the positive or negative outcome of the other factor.  This generates four quadrants within which to pursue possible technological and business strategies.

Advantages and Disadvantages of Scenario Planning Versus Forecasting.

Advantages and Disadvantages of Scenario Planning

Scenario Planning envisions multiple alternative futures so that the company can develop plans to deal with whatever develops.  This is a strong advantage over forecasting that envisions just one future, with maybe a worst and best case scenario thrown in.  A disadvantage may be that Scenario Planning may often be much more qualitative than forecasting and hence perhaps less precise.  

Advantages and Disadvantages of Forecasting

In sales and marketing, forecasting can be quite quantitative, and hence precise.  However, the precise models may not anticipate factors that develop in the future which will affect the numbers and success.

References

Davila, T., Epstein, M. (2014).  The Innovation Paradox.  Berrett-Koehler Publishers, Inc., San     Francisco, California.

Frum, R. (2013, August 6). Word association of newspapers scenario planning. Retrieved from the Personal Expert System Web site: http://personalexpertsystem.blogspot.com/2013/08/world-association-of-newspapers.html

Globis.jp. (2014, September 3). Woody Wade: "Scenario planning" - Thinking differently about future innovation. Retrieved from http://e.globis.jp/article/000363.html

Wade, W. (2012).  Scenario Planning:  A Field Guide to the Future.  John Wiley and Sons, Inc.,   Hoboken, New Jersey.

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