Skip to content
Back to skills

Survey Instrument Verification

ASecurity

Manuscripts evolve terminology that may not match what was actually administered:

  • 4 stars
  • 0 votes
  • 0 copies
  • 1 view
  • Added September 3, 2026
ai-agentsbash

Security analysis

A100/100

Scanned September 3, 2026

npx -y skills add fabioc-aloha/Alex_Skill_Mall --skill survey-instrument-verification --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Survey Instrument Verification?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for Survey Instrument Verification
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/fabioc-aloha-survey-instrument-verification/badge)](https://www.skillsdirectory.com/skills/fabioc-aloha-survey-instrument-verification)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
SKILL.md
---
name: survey-instrument-verification
description: "Manuscripts evolve terminology that may not match what was actually administered:"
lastReviewed: 2026-04-30
---

# Survey Instrument Verification

## The Problem

Manuscripts evolve terminology that may not match what was actually administered:

```
Manuscript says: "We measured perceived safety using a 5-point scale"
Raw data shows: 7-point scale with different anchors

Manuscript says: "Participants rated their agreement with 12 items"
Raw data shows: 14 items (2 were dropped but not documented)
```

## The Solution

Before editing survey-related content, verify against raw data.

### 1. Check Scale Parameters

| Manuscript Claims | Verify In Data |
|-------------------|----------------|
| Number of points | Actual min/max values |
| Anchor labels | Codebook or data dictionary |
| Number of items | Count of columns/variables |
| Response options | Unique values in data |

### 2. Verify Item Wording

```
Manuscript Appendix: "How safe do you feel walking at night?"
Actual survey item: "How safe do you feel walking alone at night?"
                                         ^^^^^
                                    Missing word!
```

Compare exact wording:

- Survey instrument file (if available)
- Qualtrics/SurveyMonkey export
- IRB-approved protocol

### 3. Check for "Exactly As Administered" Claims

If an appendix claims "items shown exactly as administered":

```bash
# Line-by-line comparison
diff manuscript-appendix.txt original-survey.txt
```

This claim is a testable hypothesis — test it.

## Verification Checklist

- [ ] Scale points match (5-point? 7-point? Likert?)
- [ ] Anchor labels match ("Strongly agree" vs "Completely agree")
- [ ] Item count matches (after exclusions?)
- [ ] Item wording is verbatim (if claimed)
- [ ] Response coding matches (1-5 vs 0-4)

## When to Apply

- Editing methods sections describing surveys
- Reviewing appendices with survey items
- Any manuscript with quantitative survey data

## Tags

`academic` `surveys` `verification` `data-quality`

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…

Newsletter

Get the weekly list of safe new skills, and the ones we pulled.