There's a familiar pattern in survey research: you field a study, you wait for it to close, and only then do you find out what the data says. If something is off — low incidence, a stalled audience segment, an unexpected skew — you discover it too late to course-correct cheaply.
We've shipped two features this month that change that dynamic.
Weighted Results While You're Still in the Field
MX8 has always applied automatic weighting when a survey closes, using iterative proportional fitting (IPFN) to match your sample back to the quotas you specified. The weights ensure your results are representative, not just reflective of whoever happened to complete first.
Now, that weighting runs while your survey is still live — provided a minimum number of respondents have completed. This means you can pull directional reads days before fieldwork closes, catch skews early, and make informed decisions about whether to extend or adjust fielding without waiting for the final dataset.
The weighting methodology is unchanged. The same IPFN algorithm applies, using the same quota targets. The difference is timing: you get representative data sooner.
Know Exactly Where Your Fieldwork Stands
Alongside in-field weighting, we've added real-time progress tracking to every respondent source. The new tracking view shows the percentage of respondents by status — complete, in progress, terminated — against your target. You can configure your expected days in field, and the platform will show you whether you're on pace or falling behind.
Here's a real example from a low-incidence study fielding across three providers. You can see at a glance that InnovateMR has been in field for 14 days with 127 of 171 completes, while the quality health breakdown shows 83% of respondents were terminated — exactly what you'd expect with tight screening criteria. That kind of visibility, across every source in one view, means you can act on fielding issues the moment they appear rather than discovering them in a status call.
When fielding stalls, the indicators turn red. Every respondent source now shows its last response date, so you can immediately see which sources are active and which have gone quiet.
What This Means in Practice
Together, these features compress the gap between fielding and insight. A project manager can spot a stalled source on Monday morning instead of discovering it in a Friday debrief. A researcher can share early topline findings with a client while the study is still live, with confidence that the numbers are weighted correctly — not just raw completes.
For the technical details on how weighting works, including how boost audiences and nested quotas are handled, visit our documentation on weighted results and setting up respondent sources.