It’s always interesting when very smart people dedicate their time and effort to studying sales compensation.
The basis of the paper is a model that estimates the response of a sales force to various plan components and suggests some plan design best practices based on estimations of their model. Sections 2.2 through 5.4 of the working paper are deeply involved in some advanced mathematics used within the model and are must reading for those interested in deciphering 'fourth order Chebyshev polynomials', Bayesian Information Criterion and the like. Sections 1 through 2.1 and 5.4 through the conclusion are recommended reading for all, especially professionals involved in managing the sales compensation process through either plan design or administration. Below we've boiled down some of the suggestions from the simulations into a handful of best practice considerations along with a couple suggested "worst practice's" (yes, perhaps we are coining a new term that you'll see more in the future) as well.
Some Best Practices we can glean from this work:
Some Worst Practices (Practices to avoid) we can glean from this work:
The conclusion of the paper is very much in keeping with existing Best Practices in sales compensation design. Quarterly bonuses keep the sales force engaged, especially those whose production may be lagging. Accelerators keep your "A" level high achievers engaged and motivated.
From the papers conclusion:
"We find that the quota-bonus scheme used by this firm increases performance of the sales force by serving as intermediary goals and pushing employees to meet targets. Features such as overachievement compensation reduce the problems associated with sales agents slacking off when they get close to achieving their quota. Further, quarterly bonuses serve as a continuous evaluation scheme to keep sales agents within striking distance of their annual quotas. In the absence of quarterly bonuses, failure in the early periods to accomplish targets caused agents to fall behind more often than in the presence of quarterly bonuses. Thus, quarterly bonus serves as a valuable sub-goal which helps the sales force stay on track in achieving their overall goal; they are especially valuable to low performers. In contrast, overachievement commissions increase performance among the highest performers."