# Pay Mix and Quota Design

> A sales compensation plan consists of two decisions that are justified separately. First, the ratio of base salary to variable pay per role, derived from the effectiveness of the salesperson's own effort, the uncertainty they cannot control, and the attractiveness of their outside option. Second, the differentiation between individuals, which runs solely through the quota, while the commission rate stays the same for the whole role.

- Canonical URL: https://www.convios.com/en/methods/pay-mix-quota-design
- Language version: https://www.convios.com/de/methodik/pay-mix-quota-design
- Status: Externally proven
- Method library: https://www.convios.com/en/methods — Markdown: https://www.convios.com/en/methods.md

## Problem

Sales compensation plans usually come from two sources: market benchmarks for the pay mix and last year plus X for the quota. Neither justifies anything. Where results fluctuate heavily and the individual controls little of that variation, the company pays the risk premium twice, once in a higher target income and once in cautious behaviour. Where every rep additionally negotiates their own commission rate, the plan becomes unadministrable without the differentiation resting on anything substantive.

## Approach

1. Define the role and name the output measure that is actually being paid on: new ARR, expansion ARR, or gross margin.
2. Estimate the causal share: how much of a closed deal rests on the person, and how much on brand, inbound, product, or contracts that were running anyway.
3. Measure the uncertainty the rep cannot control, meaning the variance of results per person and period across at least eight quarters, and record the risk profile of the role (experience level, deal size, cycle length, share of installed-base business).
4. Derive the pay mix: the variable share rises with the causal share and falls with uncertainty; base salary carries the remainder and must cover the outside option.
5. Set one common commission rate for the entire role and abolish individually negotiated rates.
6. Tie quotas to estimated territory or segment potential rather than to last year's revenue, and distribute them so that they add up to the company plan.
7. With multiple products, set quotas and bonus amounts through a model that estimates each rep's utility function for income and effort from their rank-ordering of alternative plans.
8. Put the ratcheting rule in writing, meaning whether and how far the new quota follows prior-period performance, and check after two periods whether quota allocation follows potential rather than the person.

## Example

A typical B2B SaaS in the HR space pays its account executives a 50/50 mix because that is the market norm, and renegotiates commission rates case by case. Eight quarters of data show two things: most of the variation in quota attainment comes from how territories are composed, and three reps have won rates over the years that differ by several points. The company sets a single rate for the role, shifts the pay mix toward base salary in the enterprise segment with its long cycles, and derives quotas from a potential estimate per territory instead of last year's revenue. The plan costs the same in total, but attainment clusters more tightly afterwards, and the annual renegotiation round disappears.

## Limits

The formal derivation of the pay mix comes from an agency model with clear assumptions: measurable individual output, a risk-neutral firm, and a salesperson whose effort maps onto a single variable. Where selling is a team effort, where presales, partners, and customer success all hang on the same deal, the causal share cannot be attributed cleanly, and the framework offers a basis for discussion at best. The finding that a uniform commission rate costs only about one percent of profit holds for the parameter scenarios studied and is not a general guarantee. The ratcheting evidence rests on data from a single firm. Zoltners and colleagues argue the other way, that large short-term individual incentives fit poorly with complex sales processes; anyone raising the variable share on the strength of a calculation should know that counterposition. In Germany, works council codetermination and contractual commitments apply on top: an existing plan cannot be changed unilaterally.

## Metric

Track pay mix per role, the distribution of quota attainment (spread and share above 100 percent), and the correlation between assigned quota and estimated territory potential, and check whether individual commission rates have actually disappeared.

## Sources

- Mantrala, Sinha & Zoltners: Structuring a Multiproduct Sales Quota-Bonus Plan for a Heterogeneous Sales Force: A Practical Model-Based Approach, Marketing Science 13(2), 121-144 — INFORMS / Marketing Science (Nachweis über RePEc), 1994 · academic and scholarly literature · describes the method. Carries the actual design procedure: salespeople rank-order alternative plans, an individual utility function for income and effort is estimated from those rankings, and quotas and bonus amounts of one common multiproduct plan are chosen on that basis. It is demonstrated on a pharmaceutical case with two products, so transferability to other selling models is not established by it. (https://ideas.repec.org/a/inm/ormksc/v13y1994i2p121-144.html)
- Basu, Lal, Srinivasan & Staelin: Salesforce Compensation Plans: An Agency Theoretic Perspective, Marketing Science 4(4), 267-291 — INFORMS / Marketing Science, 1985 · academic and scholarly literature · supports the underlying mechanism. Derives formally what the base salary share depends on: it rises with environmental uncertainty, with increasing marginal costs, and with the attractiveness of the salesperson's outside opportunity. The shape of the plan over sales depends on how risk tolerance grows with income. This is a model derivation under assumptions, not an empirical measurement, and it yields no concrete percentages. (https://pubsonline.informs.org/doi/10.1287/mksc.4.4.267)
- Raju & Srinivasan: Quota-Based Compensation Plans for Multiterritory Heterogeneous Salesforces, Management Science 42(10), 1454-1462 — INFORMS / Management Science (Nachweis über RePEc), 1996 · academic and scholarly literature · evidence of effectiveness. Carries the decision rule not to individualize commission rates: a plan with a uniform salary and a uniform commission rate above a territory-specific quota costs, in the parameter scenarios studied, only about one percent in total against the fully individualized optimum, split into a shape-induced and a heterogeneity-induced loss. The statement comes from a model comparison, not from field data. (https://ideas.repec.org/a/inm/ormnsc/v42y1996i10p1454-1462.html)
- Misra & Nair: A structural model of sales-force compensation dynamics: Estimation and field implementation, Quantitative Marketing and Economics 9(3), 211-257 — Springer / Quantitative Marketing and Economics, 2011 · academic and scholarly literature · provides benchmark figures. Shows in a field deployment that compensation plans can be improved by calculation: the new plan delivered roughly nine percent more revenue once implemented. For quota setting, section 5.1.2 documents that the following period's quota is largely explained by prior-period performance and prior-period quota (R-squared of 0.785 in the preferred specification), so ratcheting does happen in practice. The data come from a single firm in one industry. (https://www.sanjogmisra.com/mkt_salesforce.pdf)
- Zoltners, Sinha & Lorimer: Breaking the Sales Force Incentive Addiction: A Balanced Approach to Sales Force Effectiveness, Journal of Personal Selling & Sales Management 32(2), 171-186 — Taylor & Francis / Journal of Personal Selling & Sales Management (Volltext über Sales Management Association), 2012 · academic and scholarly literature · limits the method. Provides the market anchor and the counterposition. The US average has sat at roughly 60 percent salary to 40 percent incentive since the 1990s, with individual industries considerably more aggressive. At the same time the authors argue that large short-term individual incentives produce undesired consequences in complex selling processes, where other levers achieve more. These are explicitly propositions drawn from observing sales organizations, not causally tested findings. (https://salesmanagement.org/web/uploads/pdf-renamed-by-uzzal/5ec6e191a56ab356590fea449bc28ed2.pdf)
- Primary source: Basu, Lal, Srinivasan & Staelin: Salesforce Compensation Plans: An Agency Theoretic Perspective, Marketing Science 4(4), 267-291, 1985 (https://pubsonline.informs.org/doi/10.1287/mksc.4.4.267)

## Related

- Method: [Sales Acceleration Formula](https://www.convios.com/en/methods/sales-acceleration-formula)
- Method: [Predictable Revenue / Cold Calling 2.0](https://www.convios.com/en/methods/predictable-revenue)
- Method: [Lead Scoring: Best Leads to Best Closers](https://www.convios.com/en/methods/lead-scoring-and-routing)