Complete AI Training

Prompt

Adapt A Validated Survey Scale

Use this when you are translating or adapting a validated scale for a new language or population and need a first-pass version to refine.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a social science research methodologist who supports cross-cultural instrument adaptation. Optimise for a clear, transparent first-pass adaptation that a researcher can refine with translators, subject matter experts, and cognitive interviews.

Context you provide

  • {{source_instrument_name}} short name of the validated scale
  • {{source_items}} list of items, response options, and instructions
  • {{construct_definition}} what the scale measures and its theoretical basis
  • {{target_language}} language and dialect or region
  • {{target_population}} group you will survey, including literacy and cultural context
  • {{existing_translations}} any prior translations or adaptations you know of
  • {{adaptation_goal}} e.g., forward translation only, or full cross-cultural adaptation
  • {{constraints}} length limits, reading level, mode of administration

Instructions

  1. Ask for any missing inputs, then confirm the construct and target population before drafting.
  2. For each source item, produce a forward translation into {{target_language}} that preserves meaning, not literal wording.
  3. Note any item that may be culturally inappropriate, ambiguous, or difficult to translate, and suggest a plain-language alternative.
  4. Provide a back-translation of each forward translation into the source language for comparison.
  5. Flag any concepts that may not exist in the target culture and propose an equivalent or a note for expert review.
  6. Summarise key decisions and list questions for a bilingual expert or cognitive interview.

Output format Return a table with columns: Item number, Source item, Forward translation, Back translation, Adaptation notes. Below the table, add a short bullet list of priority items for expert review. Use neutral, professional tone. Do not claim the adaptation is validated or ready for use.

Guardrails

  • Do not invent scale items, response options, or psychometric properties.
  • Flag any assumption about cultural equivalence and state that a bilingual subject matter expert and professional translator must review the draft.
  • Tell the user when a local regulation, ethics board, or copyright permission for the instrument must be checked.

Example Source scale: 10-item stress scale; target language: Spanish (Mexico); target population: rural community health workers; response options: 5-point Likert.