Define question, decision, target population, sampling frame, mode and privacy requirements before drafting.
Surveys
A practical method guide: clarify prerequisites and materials, understand the complete process, and look up outputs, pitfalls, and stop criteria.
Prerequisite
What needs to be finished first
Preparation
What needs to be ready before start
Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Research owner · survey designer · privacy/data steward · target participants for piloting.
Choose materials, data access and participants to fit the research or decision question.
An initiative spanning design, pilot, fieldwork and analysis; duration depends on access and research purpose.
Open the method-specific structure. Fictional examples are for orientation only; keep the blank worksheet separate from actual findings.
Core question
The one question this method answers
What can this population reliably report that informs the stated decision?
Flow
Phases with goal, actions, output and pitfall
A survey collects standardized self-reports for a defined research question. Question quality, sampling and analysis limit conclusions; a large response count alone does not establish representativeness.
Surveys working record
Fictional example
Method-specific prompts and a fictional worked example; template prompts remain empty.
Define research goal and decision
Compare with observation and records.
**Goal:** Learn which support route people used after their latest failed login and what they still needed.
Write neutral questions
Cognitively test the wording.
**Question:** “Which route did you use for your last login problem?” with balanced options and “don’t know/none”.
Plan sample and privacy
Sample size follows purpose, segments and required precision.
**Sampling limit:** Recruiting through support omits people who never contacted support. Results describe respondents reached through that channel.
Pilot, field and analyze
Use descriptive statistics only as supported by sampling.
**Pilot:** Check whether people understand “login problem” and the recall period as intended.
NN/g provides question-writing practices. Design and sampling constrain conclusions; response count alone does not prove representativeness.
Writing Good Survey Questions: 10 Best Practices | Nielsen Norman Group
- 1
Goal
Define research goal and decision

Goal
Compare with observation and records.
Inputs for this step
- Define question, decision, target population, sampling frame, mode and privacy requirements before drafting.
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Actions
- Connect a knowledge gap, target population and decision; check that self-report can answer it.
- Record Reasoned survey objective with its evidence status, source or open verification need.
Output
Reasoned survey objective
Reasoned survey objective
Quality check
Can a survey inform this decision?
Pitfall
Survey chosen just because it reaches many people. Check alternative evidence and excluded groups.
Timing: About 10–20 minutes; schedule data or clarification work separately.
- 2
Questions
Write neutral questions

Goal
Cognitively test the wording.
Inputs for this step
- Reasoned survey objective
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Actions
- Ask one thing at a time, use plain language, balanced options and a relevant recall period.
- Record Understandable, non-leading items with its evidence status, source or open verification need.
Output
Understandable, non-leading items
Understandable, non-leading items
Quality check
Could an item have multiple readings?
Pitfall
Leading or double-barrelled question. Revise and pilot with target participants.
Timing: About 10–20 minutes; schedule data or clarification work separately.
- 3
Sample
Plan sample and privacy

Goal
Sample size follows purpose, segments and required precision.
Inputs for this step
- Understandable, non-leading items
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Actions
- Define population, sampling route, field period, data collected and privacy controls.
- Record Transparent field plan with its evidence status, source or open verification need.
Output
Transparent field plan
Transparent field plan
Quality check
Who may be missing or answer differently?
Pitfall
Response count is confused with representativeness. Report recruitment and nonresponse limits.
Timing: About 10–20 minutes; schedule data or clarification work separately.
- 4
Fieldwork
Pilot, field and analyze

Goal
Use descriptive statistics only as supported by sampling.
Inputs for this step
- Transparent field plan
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Actions
- Check comprehension and operation; report denominator, missing data and uncertainty suited to the design.
- Record Data and bounded findings with its evidence status, source or open verification need.
Output
Data and bounded findings
Data and bounded findings
Quality check
Do analysis and inference fit the sample?
Pitfall
Percentages lack a denominator or method. State denominator, dates and recruitment.
Timing: About 10–20 minutes; schedule data or clarification work separately.
Artifact
What comes out at the end
Sketch: what the artifact looks like
Versioned record of question, evidence, result, uncertainty, owners and next review date.
Track date, scope, sources, assumptions and changes; assign an owner and review for ongoing practice or initiatives.
- Paper and pens
- Whiteboard or simple table
surveys-working-template.md
Plan a session or initiative to match the actual scope of work.
Surveys: Worksheet
Question
To be confirmed
Desired outcome
To be confirmed
Scope
Prepare the full method Time: An initiative spanning design, pilot, fieldwork and analysis; duration depends on access and research purpose.
Complete this worksheet on paper or in your own document during the work.
Preparation for this scope
Method setup
- Materials: Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
- Roles: Research owner · survey designer · privacy/data steward · target participants for piloting.
- Advance information: Choose materials, data access and participants to fit the research or decision question.
- Overall time needed: An initiative spanning design, pilot, fieldwork and analysis; duration depends on access and research purpose.
- Setup: Open the method-specific structure. Fictional examples are for orientation only; keep the blank worksheet separate from actual findings.
Prepare for the work steps
Goal: Define research goal and decision
- Define question, decision, target population, sampling frame, mode and privacy requirements before drafting.
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Questions: Write neutral questions
- Reasoned survey objective
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Sample: Plan sample and privacy
- Understandable, non-leading items
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Fieldwork: Pilot, field and analyze
- Transparent field plan
- Research brief, questionnaire, recruitment plan, privacy review, pilot and analysis plan.
Surveys working record
Define research goal and decision
Compare with observation and records.
...
Write neutral questions
Cognitively test the wording.
...
Plan sample and privacy
Sample size follows purpose, segments and required precision.
...
Pilot, field and analyze
Use descriptive statistics only as supported by sampling.
...
Blank worksheet contains prompts only, with no example data.
Writing Good Survey Questions: 10 Best Practices | Nielsen Norman Group
Goal: Define research goal and decision
Expected artifact: Reasoned survey objective
Reasoned survey objective
Entry:
...
- Can a survey inform this decision?
Questions: Write neutral questions
Expected artifact: Understandable, non-leading items
Understandable, non-leading items
Entry:
...
- Could an item have multiple readings?
Sample: Plan sample and privacy
Expected artifact: Transparent field plan
Transparent field plan
Entry:
...
- Who may be missing or answer differently?
Fieldwork: Pilot, field and analyze
Expected artifact: Data and bounded findings
Data and bounded findings
Entry:
...
- Do analysis and inference fit the sample?
Open questions and next steps
...
Method guide: https://methodatlas.meierhoff-systems.de/en/methods/surveys/run-sheet
Example output
Concrete filled scenario, fictional example
Fictional example for orientation. Counts and timings describe this case and are not universal requirements.
surveys-beispiel.md
Concrete filled scenario, fictional example
Fictional example: login support preference
Goal: Learn which support route people used after their latest failed login and what they still needed.
Question: “Which route did you use for your last login problem?” with balanced options and “don’t know/none”.
Sampling limit: Recruiting through support omits people who never contacted support. Results describe respondents reached through that channel.
Pilot: Check whether people understand “login problem” and the recall period as intended.
Report: State field dates, recruitment, response count and denominator, missing data and nonresponse limits. Avoid population-wide claims.
Pitfalls
Recognize symptoms and steer against them
Quick overview, the full text is in the matching phase in the flow
- Define research goal and decisionSurvey chosen just because it reaches many people.View in phase
- Write neutral questionsLeading or double-barrelled question.View in phase
- Plan sample and privacyResponse count is confused with representativeness.View in phase
- Pilot, field and analyzePercentages lack a denominator or method.View in phase
Define research goal and decision
Survey chosen just because it reaches many people.
Check alternative evidence and excluded groups.
Write neutral questions
Leading or double-barrelled question.
Revise and pilot with target participants.
Plan sample and privacy
Response count is confused with representativeness.
Report recruitment and nonresponse limits.
Pilot, field and analyze
Percentages lack a denominator or method.
State denominator, dates and recruitment.
Stop criteria
When to pause, resolve prerequisites, or choose another approach
Finished the method guide?
Go to the profile for purpose, similar methods, and sources or continue to the next method in the catalog.

