Audit data labeling operations fast with this survey template. Measure instruction clarity, bias mitigation, QA rigor, and workflow. Easy to customize; private.
What's Included
AI-Powered Questions
Intelligent follow-up questions based on responses
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Target the right audience automatically
Detailed Reports
Comprehensive insights and recommendations
Sample Survey Items
Q1
Chat Message
Welcome! This short survey (about 5–7 minutes) asks about your labeling work in the last 30 days. Please answer based on your experience; there are no right or wrong answers.
Q2
Multiple Choice
In the past 30 days, which tasks have you performed? Select all that apply.
Labeling/annotation
Reviewing/QA
Q3
Dropdown
How long have you worked on this labeling program?
<1 month
1–3 months
4–6 months
7–12 months
1–2 years
2+ years
Q4
Opinion Scale
Overall, how clear were task instructions in the last 30 days?
Range: 1 – 10
Min: Very unclearMid: NeutralMax: Very clear
Q5
Long Text
Briefly describe one unclear or conflicting instruction you encountered.
Max 600 chars
Q6
Rating
In the last 30 days, how often did instructions change mid-project?
Scale: 11 (star)
Min: NeverMax: Very often
Q7
Multiple Choice
Which bias topics are covered in your current guidelines? Select all that apply.
Demographic bias (e.g., gender, race, age)
Domain or jargon bias
Geographic/vernacular variation
Label leakage or proxy signals
Harmful stereotypes and toxicity
Context/translation bias
Q8
Opinion Scale
In the last 30 days, how often did you encounter biased inputs or labels?
Range: 1 – 10
Min: NeverMid: SometimesMax: Very often
Q9
Long Text
Share one recent example of potential bias and how you handled it.
Max 600 chars
Q10
Opinion Scale
When bias is suspected, how clear is the escalation path?
Range: 1 – 10
Min: Not clearMid: ModerateMax: Very clear
Q11
Rating
How clear are the acceptance criteria used for reviewing work?
Scale: 11 (star)
Min: Not clearMax: Very clear
Q12
Multiple Choice
Which review approach is used most often?
Blind double review with adjudication
Spot checks (fixed percentage)
Heuristic-triggered review (rules-based)
Peer review within team
Self-review before submit
Not sure
Q13
Matrix
Please rate the review feedback you received in the last 30 days.
Rows
Strongly disagree
Disagree
Neutral
Agree
Strongly agree
Feedback was timely
•
•
•
•
•
Feedback was specific
•
•
•
•
•
Feedback was actionable
•
•
•
•
•
Tone was respectful
•
•
•
•
•
Q14
Opinion Scale
Attention check: To confirm attention, please select Neutral for this item.