…and why it just became the calmest tab in your survey builder. With the new quota management, controlling sample splits, setting criteria-based logic, and protecting small segments no longer requires toggling across multiple screens.
Picture a tracking study with six demographic screeners, three custom variables, and a client who wants a guaranteed minimum from every regional cell. You open one tab to check the response quota, another to check the custom variable quota, and a third spreadsheet to eyeball how the whole thing is actually filling. Every time you close one gap, two more segments quietly slip under target.
By the time fieldwork ended, the biggest groups filled up fast, and the smaller ones limped in, because the old tools were only ever built to stop responses, not to guarantee them. This is where quota control could have saved the day.
What is quota management?
Quota management is the dashboard inside QuestionPro’s survey builder that brings question-based and criteria-based quotas together in one place, with a live view of how each one is filling. It replaces the old habit of checking response quotas in one screen and custom variable quotas in another. Every quota now shows its type, group, handling rule, and target side by side, so you see the whole sample plan without exporting anything.
How to use quota management in your research
Say you are running a national brand tracker with a target of 50 percent women, 18- to 34-year-olds making up at least a fifth of the sample, and a region that keeps coming in thin every wave. Before, you would cap the fast-filling groups by hand and hope the slow ones caught up on their own, then export the data at the end of the week just to see how close you actually got. Now you set a question-based quota on gender, a criteria-based quota combining age and region with AND logic, and a minimum quota on the region that keeps lagging, expressed as a percentage of total responses rather than a bare count. A Second quota check re-validates availability partway through the survey, so respondents who started when a segment had room do not all land on it at once and blow past the target. The dashboard shows fill status live, as a count and a percentage, so you know by Wednesday whether the sample plan needs a nudge, not after the study closes and the client asks why one region only turned up nine responses.
The advantages of quota management
Quota management gives researchers a few things the old, split-up tools never could.
- One dashboard for the whole sample plan.
Question-based and criteria-based quotas sit side by side, with type, group, and target visible at a glance.
- Minimum quota, not just maximum.
Set a floor by count or percentage so that smaller segments are guaranteed representation, rather than hoping they catch up.
- Multi-condition targeting without manual logic.
Combine questions, system variables, or geolocation filters with AND and OR conditions natively.
- Fewer over quota surprises.
A second quota check revalidates availability later in longer surveys, reducing the number of respondents who pass an early check and then collide at the finish line.
- Live status, not a post-fieldwork surprise.
Fill counts and percentages update as responses come in or are deleted, so pacing decisions are made during the study, not after.
Whether you are running a tracking study, a public opinion poll, or a multi-cell agency project juggling client-specified subgroups, the days of stitching quota logic across separate screens and hoping the numbers line up are over. For more on keeping a sample representative, see audience balancing and nested quota sampling.
Get started with quota management today!
A sample plan that actually holds together should not require three browser tabs and a prayer. Create a free QuestionPro account or start a Research Edition trial and set up your next study’s quotas from one dashboard.
Frequently asked questions about quota management and advanced quota control in your surveys
Quota management brings question-based and criteria-based quota setup into a single dashboard, so everything you could do before is still available. Existing quota logic continues to work, and new quotas are best built using the consolidated dashboard going forward.
A question-based quota sets a target directly from the answer options of a single question, including individual rows in a matrix question. A criteria-based quota builds a target from one or more AND/OR conditions that can span multiple questions, system variables, or geolocation filters.
Yes. Minimum quota lets you require at least a set number or percentage of responses for an answer option before it counts as filled, rather than capping it only once it gets too many. That protects smaller or less popular segments from finishing a study underrepresented.
On longer surveys, the Second quota check re-validates a quota’s availability partway through for respondents who passed the first check but are still answering. It reduces over-quota situations that occur when several respondents are mid-survey at once.
Not yet. Advanced quota will let you group several criteria-based quotas together and apply shared handling rules, like sending respondents to whichever quota in the group is least filled. It is coming soon.
Quota management is included in the core survey settings on the Research Edition license, with no separate activation required. For plan specifics, check with your account manager or QuestionPro support.
