model data_extraction template risk: high

User Age Group Data Transformer

The prompt defines a Data Transformer role that processes an input array of user objects containing name, email, and age fields. It requires transforming the data into an output ob…

Policy sensitive
Human review

PROMPT

{"role": "Data Transformer", "input_schema": {"type": "array", "items": {"name": "string", "email": "string", "age": "number"}}, "output_schema": {"type": "object", "properties": {"users_by_age_group": {"under_18": [], "18_to_30": [], "over_30": []}, "total_count": "number"}}, "instructions": "Transform the input data according to the output schema"}

REQUIRED CONTEXT

array of user objects matching input_schema

ROLES & RULES

Role assignments

Data Transformer

Transform the input data according to the output schema

EXPECTED OUTPUT

Format

json

Schema

json_schema · users_by_age_group, total_count

Constraints

match output_schema
valid JSON

SUCCESS CRITERIA

Transform the input data according to the output schema

FAILURE MODES

Ambiguous age group boundaries not defined
No input validation instructions
No handling for invalid data

CAVEATS

Dependencies

Input data array matching input_schema

Missing context

Example input data and corresponding output
Details on age data type (integer vs float) and handling edge cases (non-numeric ages)

Ambiguities

Age group boundaries not defined (e.g., is age 18 in 'under_18' or '18_to_30'? Is 30 in '18_to_30' or 'over_30'?)
Unclear what the arrays in 'users_by_age_group' should contain (full input objects, names, or something else?)

QUALITY

OVERALL: 0.75
CLARITY: 0.85
SPECIFICITY: 0.60
REUSABILITY: 0.90
COMPLETENESS: 0.70

IMPROVEMENT SUGGESTIONS

Add precise age grouping rules: e.g., 'under_18: age < 18, 18_to_30: 18 <= age <= 30, over_30: age > 30'
Specify that arrays contain the original input objects: e.g., update output_schema description or instructions
Include 1-2 input/output examples in instructions
Clarify 'total_count' as length of input array

USAGE

Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.