Sandbagging

Sandbagging is the deliberate timing of deal close dates to maximize commission, accelerator, or attainment outcomes — separate from the actual customer-driven close date. It is the most common form of CRM gaming in B2B sales, it is rational behavior under most comp plans, and it is the single largest source of forecast error inside companies that still treat their pipeline numbers as ground truth.

The pattern is rational because most comp plans punish over-performance in the wrong period. Hit 140% in Q3 with a flat plan and you have just set Q4's quota higher and pulled forward commission you would have earned at full rate next quarter. The plan is the bug. The behavior is the patch.

Criteria

WinsAbove's anti-gaming layer flags three sandbagging patterns from raw CRM event timestamps:

pull_forward    = close_date moved earlier by 14+ days within last 30 days of period
push_out        = close_date moved later by 14+ days within last 30 days of period
multi_q_split   = single opportunity split into 2+ child opps with close dates
                  in different quarters, original parent value preserved

A rep with two or more of these flagged in a trailing twelve-month window is suppressed in Alpha Score ranking until the underlying revenue is re-verified.

Worked example

A mid-market AE working a $180K opportunity with a customer-stated decision date of October 12 (early Q4) edits the close date to September 28 (late Q3) on September 22. She is at 96% of Q3 quota and the comp plan triples the commission rate above 100%. The pull-forward earns her an extra 180,000 * (0.20 - 0.07) = $23,400 in commission relative to closing the same deal in Q4. It also yanks $180K out of Q4 pipeline before Q4 starts. Her Q4 attainment now starts the quarter $180K underwater and she will likely repeat the pattern in December. Forecast variance compounds.

When it's used

Sandbagging spikes in three predictable windows. Last week of every quarter to pull forward into the accelerator or push out of the cap. December to set a softer baseline for next year's quota. The first quarter after a quota reset, where reps push deals out to make the new number look attainable. The pattern is so reliable that Pavilion's 2024 RevOps benchmarks put 31% of B2B SaaS deals shifting close date by more than seven days in the final week of a quarter — almost none of which is buyer-driven.

Common misconceptions

Sandbagging is not the same as "managing the funnel." Three distinctions. Push-out for legitimate reasons — a buyer asking for legal-review extension — is not sandbagging if the close date moves once, with notes, before the final week. Pull-forward signed by the customer with a real countersigned order form is not sandbagging even if the timing is convenient. Multi-quarter splits are sandbagging unless the split corresponds to actual contract structure, like a true two-phase deployment with separate POs.

The fix is two-layered. Comp plans should cap the marginal benefit of timing games — flat 1.5x accelerators rather than escalating tiers, no quarterly cliffs. And measurement should pull from immutable event logs, not the latest mutable close-date field. That is the design pattern behind WinsAbove's verified score on /alpha-score.

Related WinsAbove concepts

The metric sandbagging exists to game is quota attainment. The forecast metric sandbagging silently breaks is pipeline coverage ratio. The verified composite that suppresses scores when sandbagging is detected is Alpha Score.