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The Most Useful Graph Ever
March 13, 2018

By Randall Bolten, longtime Silicon Valley CFO, author of "Painting with Numbers: Presenting Financials and Other Numbers So People Will Understand You,” and adjunct professor at U.C. Berkeley Extension​

RANDALL BOLTEN grew up in Washington, D.C., the son of a CIA intelligence officer and a history professor. He is passionate about the importance of presenting financials and other numerical information in a cogent and effective way, and in his current life is the author of Painting with Numbers: Presenting Financials and Other Numbers So People Will Understand You (John Wiley & Sons, 2012).

He is a seasoned financial executive, with many years directing the financial and other operations of high-technology companies. His experience includes nearly twenty years as a chief financial officer of software companies.

He has held the CFO position at public companies BroadVision and Phoenix Technologies, and at private companies including Arcot Systems, BioCAD, and Teknekron. Before his CFO positions, he held senior financial management positions at Oracle and Tandem Computers.

He received his AB from Princeton University, headed west to earn an MBA at Stanford University, and ended up staying in Silicon Valley. 

In addition to writing Painting with Numbers, he currently operates Lucidity, a consulting and executive coaching practice focused on organizing and presenting complex financial information. He divides his work time between Glenbrook, NV and Washington, DC, and maintains an office in Menlo Park, CA.

FP&A Tags
Data Visualisation
FP&A Storytelling

Well-designed incentive compensation plans – especially sales commission plans – are an incredibly powerful way to motivate great performance. But designing a great plan is both an art and a science, and prone to design mistakes that are expensive and end up not motivating the desired performance. The commonest and most serious error plan designers make is to lay out the rules before deciding just what it is the enterprise is trying to accomplish. You can avoid that mistake with a simple, straightforward graph that I’ve drawn hundreds of times in my career. Follow these steps:

1. Draw your axes. “Performance” goes on the X-axis (i.e., the horizontal axis) and “Compensation” goes on the Y-axis (i.e., the vertical axis). For now, you don’t have to graph actual dollar amounts… just think in terms of percentage of target amounts:

2. Plot the obvious points. Those would be 0% of target comp at 0% of target performance and 100% of comp at 100% performance. You might also find it useful to draw a reference line through those two points. (That reference line happens to be the graph for a plan with a commission rate that is constant across all levels of performance.)

3. Plot some additional points and connect those points with straight lines or curves. Work with line managers and senior managers to get a sense of how much incentive comp they believe is appropriate at specific levels of performance. For example, here’s a graph for an “accelerated” sales commission plan – that is, one where above-quota performance is rewarded with increasing commission rates, and below-quota performance is penalized, where management has specifically suggested compensation of 40%, 165%, and 250% of target comp for performance at 50%, 150%, and 200% of target, respectively. Note that the compensation curve sits below the reference line for performance below 100% of target, and above the reference line for performance above 100% of target:

4. Plot the same graph, but this time with actual performance levels and comp amounts.  Here’s what the graph might look like for the accelerated plan described above, where “Performance” is Sales, with a quota of $2,000,000, and target commission is $100,000:

You’re now ready to flesh out the comp plan with spreadsheets and other formal documentation.

Just for comparison, here’s another example, this time for a typical management MBO plan where no bonus is earned until a specific performance level, such as 60%, is met, and the maximum bonus is the target MBO amount:

In this way, you can visualize any approach to incentive comp, form conclusions about whether that’s the approach you want, and then fill in the blanks to design a comp plan that actually does what you intended. 

Sometimes a picture IS worth 1,000 words. 

RANDALL BOLTEN grew up in Washington, D.C., the son of a CIA intelligence officer and a history professor. He is passionate about the importance of presenting financials and other numerical information in a cogent and effective way, and in his current life is the author of Painting with Numbers: Presenting Financials and Other Numbers So People Will Understand You (John Wiley & Sons, 2012).

He is a seasoned financial executive, with many years directing the financial and other operations of high-technology companies. His experience includes nearly twenty years as a chief financial officer of software companies.

He has held the CFO position at public companies BroadVision and Phoenix Technologies, and at private companies including Arcot Systems, BioCAD, and Teknekron. Before his CFO positions, he held senior financial management positions at Oracle and Tandem Computers.

He received his AB from Princeton University, headed west to earn an MBA at Stanford University, and ended up staying in Silicon Valley. 

In addition to writing Painting with Numbers, he currently operates Lucidity, a consulting and executive coaching practice focused on organizing and presenting complex financial information. He divides his work time between Glenbrook, NV and Washington, DC, and maintains an office in Menlo Park, CA.

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