game design kpi coverage audit

    1

    Audit game features for KPI bias and measurement blind spots to protect UX and foundational work.

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    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIMuseMuseDotsDots+22 more

    game design kpi coverage audit

    Example session with this skill installed

    Audit the proposed 'Inventory Management Refactor'. The team is using 'Conversion to Purchase' as the primary KPI, but the feature is actually about reducing menu friction for high-level players.

    • Read your context and instructions
    • Compiled the game design kpi
    • Generated the UI component

    I have audited the Inventory Management Refactor proposal. The current KPI framing significantly undervalues the structural and retention benefits of this work.

    KPI Coverage Audit: Inventory Management Refactor

    CategoryAssessmentDetails
    Feature ReadConnective/UXA structural overhaul of the item management flow to reduce cognitive load and friction.
    Current KPIConversionThe team is measuring the likelihood of users buying more inventory slots.
    Coverage GapHighFails to account for long-term churn prevention and session efficiency for power users.
    Blind SpotsFriction/RetentionIgnores the "death by a thousand cuts" impact of poor UX on late-game engagement.
    Prioritization RiskVery HighThe feature may be cut because it doesn't "sell" items, leading to long-term burnout.

    Coverage Diagnosis

    The current framing treats the inventory system as a monetization gate rather than a core gameplay loop facilitator. By focusing on conversion, the audit ignores that high-level players spend 15% of their session time in menus. Reducing this friction is a retention play, not a conversion play.

    Risk of Mis-Prioritization

    If judged solely on purchase conversion, this refactor will likely be de-prioritized in favor of a new cosmetic shop. This creates a "fragile engagement" state where players feel burdened by the interface, eventually leading to session drop-off that no amount of new content can fix.

    Recommendation

    1. Switch to a Mixed Scorecard: Measure "Time Spent in Menu vs. Gameplay" and "Session Length Post-Refactor."

    Reclassify as Enabling Work: Frame this as a prerequisite for the upcoming "Crafting Expansion" which will increase item volume.
    3. Internal Sentiment Check: Use qualitative feedback from power-user cohorts to validate friction reduction.

    Next steps

    • Re-tag this item in the roadmap as "Retention/Foundational" rather than "Revenue."
    • Pull session duration data for the top 10% of the player base to establish a friction baseline.
    • Present the "Crafting Expansion" dependency to the Product Lead.

    game-design-kpi-coverage-audit.tsx

    TSX · React component

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    What you get

    Justify UX and QoL features that lack direct revenue attribution.Expose roadmap biases that favor short-term wins over structural health.Define fair evaluation metrics for connective tissue and enabling systems.Reduce the risk of churn caused by ignoring non-measurable friction.

    About this skill

    The problem

    Game development teams often over-prioritize features with easy-to-track metrics like direct revenue or DAU. This leads to undervaluing critical UX improvements, infrastructure, and "connective tissue" features that lack clean attribution but are vital for long-term retention.

    What it does

    • Identifies the true role of a feature, distinguishing between standalone engagement, monetization, and foundational infrastructure.
    • Audits current KPI frameworks to reveal measurement gaps where value is ignored by standard tracking.
    • Diagnoses specific blind spots, such as when structural health is sacrificed for short-term visible wins.
    • Calculates prioritization risks resulting from narrow metric framing.
    • Provides concrete recommendations for mixed scorecards or alternative evaluation methods for hard-to-measure work.

    Why this beats prompting it yourself

    General LLMs often default to standard business metrics and struggle to justify non-attributable work. This skill uses specialized logic to identify "enabling value" and structural dependencies that generic prompts miss, preventing the systematic bias toward flashy features over sustainable design.

    Use cases

    • Justifying a "quality of life" (QoL) update that won't move revenue but will reduce churn.
    • Auditing a roadmap to see if technical debt is being ignored due to KPI pressure.
    • Reframing UX improvements from "nice-to-have" to "critical friction reduction."
    • Evaluating foundational systems that support future content releases.

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