Data preparation
Normalize agreed columns, formats, labels, and missing-value rules for a recurring survey workflow.
Survey operations / traceable by design
Turn recurring survey files into a reviewable reporting workflow.
A fixed-scope service for small research, consulting, training, and marketing teams that spend too much time cleaning data, coding open-ended responses, and rebuilding recurring report drafts.
- 01 / InputKnown files and rulesAgree the source files, field definitions, exclusions, and expected output before work begins.
- 02 / ControlHuman-reviewed transformsKeep coding rules, exceptions, and validation checks visible instead of hiding them in a black box.
- 03 / DeliverableReproducible report draftReturn the cleaned dataset, coded responses, checks, and a draft ready for client-side review.
Service scope
Automation with an audit trail.
The goal is not to remove judgment. It is to remove repeatable handling while preserving the points where a researcher must review assumptions and exceptions.
Open-ended coding support
Apply an approved codebook, surface ambiguous responses, and preserve a review queue for human decisions.
Recurring report assembly
Produce consistent tables, charts, and narrative placeholders from a documented template, with checks attached.
Working controls
Small scope. Explicit boundaries.
Every pilot starts with a written input inventory, acceptance checks, and a decision about which data can be handled safely.
No production data by default
Initial demonstrations use synthetic or properly anonymized data. Sensitive source files are not requested until handling terms are agreed.
No hidden acceptance test
The expected output, review owner, and pass conditions are written before implementation starts.
Exceptions remain visible
Low-confidence coding and malformed records are routed for review instead of silently forced into a result.
Reusable does not mean universal
A workflow is standardized only after repeated paid work shows that the same inputs, controls, and outputs recur.
Likely fit
Recurring survey operations
- Small teams working in English
- Repeated data cleaning or coding
- A stable reporting template
- A reviewer who can approve rules and outputs
Not a fit
Unbounded or unsafe work
- One-off consumer surveys
- Undefined deliverables or ownership
- Requests to transfer sensitive raw data without controls
- Fully automated interpretation with no human review
Contact
Discuss a recurring survey workflow.
Email hello@survey.whyittrends.com. Messages are handled by Juyoung Kim for Survey Workflow Automation.
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