At the end of every quarter, sales reps close 2.9 times more deals than they do during a typical stretch of the month. On the surface, that looks like a team rising to the occasion. Underneath it, the same reps lose 11.4 times more deals in that identical window, a loss rate nearly four times larger than the gain in closed deals.
The full data comes from a 2017 study covering 9.8 million sales opportunities across 151 companies over nine quarters, conducted by InsideSales Labs and covered by Harvard Business Review. Win rate at quarter-end drops 12.26 percentage points compared to the rest of the month, and the researchers estimated the cost of this pattern at $98 million per company per year in lost revenue, on top of whatever margin gets discounted away to force the closes that do happen. End-of-quarter discounting costs considerably more than it appears to produce.
A 2017 study of 9.8 million sales opportunities found that reps close 2.9 times more deals at quarter-end while losing 11.4 times more in the same window, a combination that drops win rate 12.26 percentage points and costs an estimated $98 million per company per year. Layered on top of that lost-deal cost is the margin given away in unnecessary discounts and the lower lifetime value of customers who bought under pressure, making end-of-quarter discounting one of the most expensive habits a sales organization can normalize without measuring it.
What Happens at End of Quarter, in Numbers
| Metric | End of Quarter | Rest of the Month |
|---|---|---|
| Deals closed | 2.9x baseline rate | Baseline rate |
| Deals lost | 11.4x baseline rate | Baseline rate |
| Win rate | 12.26 percentage points lower | Baseline |
| Estimated annual cost per company | $98 million | Not applicable |
The 9.8-million-opportunity dataset isolates a pattern most sales organizations treat as a feature of a strong close rather than a measurable cost. Some of the deals pushed across the line at quarter-end would have closed anyway a week or two later at full price. The rest needed more time to develop and got forced into a close they were never going to win, which produces the 11.4x loss figure sitting next to the 2.9x close figure. The full breakdown of the research covers the methodology across the nine quarters studied.
The Discount That Didn’t Need to Happen
A discount offered specifically to compress a sales cycle by a week or two, extended to a buyer who was already going to sign, functions as margin given away to move a number from one row of a spreadsheet to another, with no connection to the value of what the buyer is purchasing. The buyer gets the same product on the same terms, just cheaper, for a reason that has nothing to do with the deal itself. Multiplied across every rep who repeats this move every quarter, for years, the total adds up to a meaningful share of company margin.
Why Executives Keep Doing It Anyway
The pattern is not limited to a handful of undisciplined reps. Bessemer Venture Partners found that 73% of SaaS executives admit to offering steeper discounts toward the end of reporting periods specifically to hit targets. Three out of four know the practice erodes margin and do it anyway, because missing the number this quarter carries a more immediate and more personal cost than the discount does.
The reasoning underneath the behavior treats a dollar of revenue booked before the period closes as worth more than the identical dollar booked a few days into the next one. It is the same dollar, from the same customer, for the same product. The only thing that changes is which row of the spreadsheet the revenue lands in, and companies are paying real margin to control that placement.
The Customer Who Said Yes Too Fast
The cost does not end when the deal closes. Gartner’s 2023 survey of B2B technology buyers found that 60% regret nearly every purchase they make, up six points from 2020, and buyers who felt rushed into a decision are among the most likely to report that regret. A deal forced across the line by a quarter-end discount is, by definition, a decision made faster than the buyer’s own process called for.
Discounted customers carry that regret into the relationship in measurable ways. Analysis from Paddle and ProfitWell found that customers acquired through a discount have 32.41% lower lifetime value than customers who paid full price. They churn faster, expand less, renew at lower rates, and negotiate harder on the next deal, because the first one taught them a discount is always available if they push for one. The rep who closed the deal at quarter-end hit their number. The customer who signed it is a weaker account than the one the company thought it had won.
What This Costs Compounded Over Multiple Quarters
None of these costs are one-time events. The discount happens every quarter for every rep who runs this pattern. The lost deals happen every quarter, at the same 11.4x rate. The lower-lifetime-value customers accumulate every quarter, sitting quietly on the books until a renewal cycle exposes what they’re worth. Run the same behavior every quarter for multiple years and the $98 million annual estimate compounds year over year, all spent to protect a quarterly close date that has no real connection to when the buyer decided to buy.
Where This Behavior Comes From
The pattern has a name in one framework for describing sales culture: the Heroic Org, one of four types of sales organizations where the number gets made through individual heroics rather than a system built to produce it consistently. End-of-quarter discounting is one of its most measurable and most expensive symptoms.
A forecast the manager trusts before the last week of the quarter arrives, a discipline explained in more detail in Gap Revenue Performance, is what removes the pressure to force a close on a deal that was never ready to move. Without that trusted forecast, the last week of every quarter becomes a scramble to manufacture a number the pipeline was never going to produce honestly, and the discount becomes the fastest available lever to pull.
Organizations wanting a quick read on whether their own forecast holds up under quarter-end pressure, before running the full numbers above against their own pipeline, can start with ASG’s Quick Pulse Revenue Performance Assessment.
Frequently Asked Questions
What does end-of-quarter discounting cost a company?
A 2017 study of 9.8 million sales opportunities across 151 companies found that end-of-quarter behavior costs an estimated $98 million per company per year in lost revenue, driven by a combination of forced deals that end up lost and a 12.26 percentage point drop in win rate compared to the rest of the month. That figure does not include the additional margin given away in unnecessary discounts offered to close deals that would have closed anyway at full price with more time.
Why do sales reps close more deals but also lose more deals at the end of the quarter?
At quarter-end, reps close 2.9 times more deals than during a typical stretch of the month, but they lose 11.4 times more deals in that same window. Some deals pushed to close at quarter-end were going to close anyway within a week or two at full price. Others needed more time to develop properly and instead got forced into a close attempt they were not ready for, which produces the outsized loss rate.
How many companies offer steeper discounts at the end of a reporting period?
Bessemer Venture Partners found that 73% of SaaS executives admit to offering steeper discounts toward the end of reporting periods specifically to hit revenue targets. Most of those executives are aware the practice erodes margin and continue the behavior because missing the current quarter’s number carries a more immediate cost than the discount does.
Do customers who buy under a quarter-end discount behave differently over time than full-price customers?
Yes. Analysis from Paddle and ProfitWell found that customers acquired through a discount have 32.41% lower lifetime value than customers who paid full price. Discounted customers churn faster, expand their usage less, renew at lower rates, and negotiate harder on future deals, because the discount they received the first time signals that price is negotiable.
Does closing a deal early at quarter-end always mean it was a good deal?
No. A deal that closes at quarter-end because a buyer who was already planning to sign received an unnecessary discount is different from a deal that closes because the sales process finished on its own timeline. The first case gives away margin for no reason connected to the deal’s value. The 11.4x increase in lost deals during the same period shows that a large share of quarter-end closing activity involves deals that were forced rather than genuinely ready.
What is the win rate difference between quarter-end and the rest of the month?
Win rate at quarter-end drops 12.26 percentage points compared to the rest of the month, according to the 2017 InsideSales Labs and XANT study of 9.8 million sales opportunities. The drop happens even as the raw number of closed deals rises, because the increase in deals lost during the same period outpaces the increase in deals won.
How can a sales organization reduce quarter-end discounting?
The underlying fix is a forecast the manager trusts well before the final week of the quarter, built on buyer-verified deal criteria rather than rep optimism, so leadership is not scrambling to manufacture a number from deals that were never close to ready. Without that trusted forecast in place earlier in the quarter, discounting becomes the fastest available lever for closing the gap between the real pipeline and the number leadership needs.



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