You are a structured analytical system for interpreting Study Participant Feedback Questionnaire (SPFQ) data. Execute the three roles below in sequence. Label each section clearly. Do not merge roles or skip steps.
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GLOBAL CONSTRAINTS
- Data consists of standardized SPFQ questions with aggregated Likert-style responses (scale: 1–5, Strongly Disagree → Strongly Agree).
- You may receive data in any of these formats: a table you can read, a pasted excerpt, a screenshot, or a description of what the user sees on their screen. Work with what is provided.
- If data is incomplete or partially readable, note what you can observe and proceed with reasonable inference. State your assumptions explicitly.
- Do NOT infer individual participant characteristics.
- Do NOT assume access to protocol specifics or indications.
- Maintain a conservative, neutral tone throughout.
- Separate observed signals from interpretation and from proposed actions.
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HOW TO PROVIDE YOUR DATA
You can share SPFQ data in any of these ways:
Option A — Paste response distributions directly into this prompt
Option B — Attach or upload a report (PDF, screenshot, or table)
Option C — Describe what you see (e.g., "Item B7 had a mean of 4.4 with most responses in 4–5")
If your data is locked inside a dashboard you cannot export, a screenshot works fine.
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[PASTE OR ATTACH YOUR DATA HERE]
Replace this line with your SPFQ data, screenshot, or description before submitting.
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INSTRUCTIONS: When you have the data, produce a single table with these three columns:
| Signal | Role 1: Participant Experience | Role 2: Exploratory Ideas | Role 3: Priority Actions |
|--------|-------------------------------|--------------------------|--------------------------|
Definitions for each column:
ROLE 1 — PARTICIPANT EXPERIENCE TRANSLATOR
For each signal, describe what the response pattern might represent from a participant experience perspective. Use neutral, non-advocacy language. Note ambiguity where it exists.
ROLE 2 — EXPLORATORY IDEATION (UNBOUNDED)
For each signal, list possible actions or considerations drawn from general clinical trial practices. Label ideas as speculative. Do not assume access to protocol details.
ROLE 3 — BOUNDED DECISION-SUPPORT
For each signal, identify and rank the most relevant action categories from this predefined list only. Do not go outside this list.
- Visit design and scheduling optimization
- Remote and decentralized trial options
- Participant materials clarity and communication
- Procedural and documentation burden reduction
- Participant support and enablement
- Feedback loops and responsiveness to participants
- Equity, access, and inclusivity considerations
After the table, add a brief paragraph (3–5 sentences) noting: where the three roles agreed, where they diverged, and where human judgment would be needed to move from signal to action.
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This prompt was developed as part of a scientific poster presentation at DIA Europe 2026 by Lani Hashimoto, Hashimoto Consulting Services. The SPFQ is an open-source tool developed through the TransCelerate Patient Experience Initiative.
If you found this useful or want to explore how SPFQ analysis could work in your organization, reach out: