
Field Reduction & Reordering Using Contribution Analysis
N.B. This prompt is useful for companies seeking to focus their automated testing efforts on areas of high risk. The goal is to optimize resources and ensure that critical functionalities are thoroughly tested. Place emphasis on measurable outcomes and flexibility.
📄 Prompt Template
Evaluate all fields in [FormName] for [Company] and determine an optimal minimal set and order to maximise [PrimaryKPI] within [Timeframe]. Use contribution analysis to estimate each field’s incremental abandonment risk and downstream value (e.g., routing accuracy, LTV prediction). Recommend removals, optionalisation, conditional logic, and reordering to reduce cognitive switching costs.
Output format:
Field inventory table (Field, Business value score, Abandonment impact %, Legal necessity, Keep/Drop/Optional).
Proposed order with rationale (proximity, grouping, mental model).
Simulation: expected completion lift for scenarios A/B/C (with 95% CI).
Implementation plan for [Role] (dependencies, roll-out plan, success metrics).
Fallback plan if data quality declines (alternate signals, enrichment).