Research Quality Office Hours
Something feels off? Get a second opinion.
Bring an anonymized study, a concern, or a data quality question to our research team. We will review it with you at no cost and give you an independent read before the decision moves forward. Advisory and expert led, never a sales pitch.
Bring Us The Case
What people bring to office hours
If the data will carry weight, it deserves a second set of eyes. These are the conversations we have every week.
Something feels off
A study came back and the numbers do not sit right. You cannot point to why yet, but your instincts say look closer.
Findings you are not sure you can trust
The results are about to drive a real decision, and you want confidence in the data before it does.
A supplier or source question
You want an outside read on whether a panel or sample source is delivering the quality it claims.
Just a question
No dataset yet, only a data quality question you want an experienced researcher to think through with you.
What Our Experts Look For
The same rigor we apply to live fieldwork
Your case gets reviewed against the signals our platform runs on millions of interviews, read by a human researcher who knows what each one means in context.
Fraud
- Duplicate respondents and devices
- Bots and agentic automation
- AI-written open-ends
- VPN, proxy, and location mismatch
- Survey farms and fraud rings
- Suspicious device fingerprints
Inattention
- Per-question speeding under normal totals
- Contradictions across the full survey
- Redundant patterns hidden in grids
- Open-ends that repeat across respondents
- AI-written open-ends that read as real
- Unnatural typing cadence and keystroke gaps
How It Works
A working session, not a demo
Office hours run like a consult with a colleague. You bring the case, we bring the evidence, and we reason through it together.
Bring the case
Share an anonymized dataset, a topline, or simply the question. No prep deck required, and nothing leaves the session.
We review it
Our researchers run your data through the same signals we use on live fieldwork, then read the results like researchers, not dashboards.
Walk through it together
A working session where we show you what we found and why. You leave with an independent read and clear next steps, whatever you decide to do.
What You Leave With
A clear read, with the reasons spelled out
Not a verdict, an explanation. Every response we review is classified as valid, inattentive, or fraudulent, and we walk you through the specific reasons behind each flag so you can defend the read to anyone who asks.
If your data holds up, you will know that too. Independent validation cuts both ways, and a clean bill of health is just as useful before a big decision.
Ask A Data Quality Expert
Book your office hours session
Tell us a little about the case and we will match you with the right researcher. Come with a dataset, a concern, or just a question.
A researcher on the call, not a sales rep
Your study stays anonymized and confidential
We review your data at no cost
An independent read before the decision moves forward
Get a second opinion
No cost. No pitch. No obligation.