Questionnaire Codebook Builder

When to use

• Use it during thesis, dissertation, manuscript, survey, systematic review, or research-methods planning work.
• Use it when you need a transparent workflow artifact that can be copied or exported for review.
• Use it before final submission or analysis so assumptions and missing decisions can be identified early.

How to use

1. Review the default example format and replace it with your own research notes.
2. Choose any method or scale options shown by the tool.
3. Click Build Codebook to generate the result.
4. Review warnings, exported tables, references, and related tools before using the output in a formal document.

Inputs

Variable rows

Use pipe-separated variable name, type, label, coding, missing rule, and note fields.

Notes

Free-text notes are parsed locally in the browser after the explicit action is clicked.

Notation

Interpretation

• Treat generated outputs as structured planning artifacts, not final academic approval.
• Review any warning or issue row with a supervisor, statistician, librarian, ethics board, or target-journal instruction where relevant.
• Exports are meant to support documentation and reproducibility, not to replace source records or official templates.

Effect-size guidance

• For research workflow tools, practical magnitude is represented by counts, readiness percentages, missing items, and unresolved issues.
• A high readiness score means fewer checklist gaps, not guaranteed quality or acceptance.
• For statistical magnitude, use the dedicated Statistics calculators and report intervals or effect sizes where appropriate.

Worked examples

Assumptions

• The entered notes do not contain confidential information that should not be processed in the browser page.
• Rows follow the simple examples shown by the tool and are checked by the user after parsing.
• Any external reporting or journal requirement is verified against the official source.

Practical guidance

• Keep source articles, survey instruments, ethics documents, or journal instructions outside the tool as the authoritative record.
• Export the generated table only after reviewing warnings and unresolved items.
• Use ScholarTool Statistics and Data Science tools when a workflow item requires numeric calculation or CSV inspection.

Common mistakes

• Using a workflow score as proof that a manuscript, review, or dataset is complete.
• Copying generated wording without checking supervisor, institutional, or journal requirements.
• Leaving example rows in place instead of replacing them with project-specific notes.

Limitations

• It documents coding but does not validate questionnaire psychometrics.
• Reverse scoring must be verified before data analysis.

Related workflow links