Hey there, I am publishing a specialized framework for CX Analytics which has helped my team transition away from subjective feedback and hope it helps your design team gain clear, objective visibility into their performance. This engine provides a 360-degree measurement ecosystem, mapping everything from project-level client satisfaction to generating individual designer report cards.
Use it to your benefit. This is an updated consolidation of my personal winners in building a reliable, gamified mastery pipeline and a sustainable UX studio process. Hope it helps you as well.
Cheers!
[Assumption: SaaS B2B agency or product team evaluating work across multiple portfolios. The 5-pillar evaluation framework (Availability, Complexity, Compliance, Communication, Delivery) can be easily swapped to fit your specific organizational KPIs or values.]
CX Analytics Engine & Maverick Recognition System
A 360-degree performance measurement ecosystem designed to track designer growth and studio health. Replacing Subjective Bias with a Gamified, Objective Framework for UX Teams.
By: Utkarsh Saxena | www.uxzen.studio
The CX Analytics Engine is a 360-degree performance measurement ecosystem built to replace subjective bias with weighted, fractional scoring. It serves two primary analytical funnels to drive studio health, project matching, and career transparency:
All data points follow a rigorous hierarchy (Portfolio → Project → Work Item) categorized into three distinct execution tracks:
Long-term, high-touch client engagements with extended Turnaround Times (e.g., 2 months, 20 weeks, or more). Designers are allocated a fractional, committed capacity (up to 1.0) mapped to project demands. Surveys are distributed to all four stakeholders at the end of the work item.
Shorter turnaround tasks or critical project phases flagged by Design Leads as operationally vital. Similar to Dedicated Work, surveys are distributed to all four stakeholders immediately upon closing the item.
A consolidated monthly assessment managed strictly by Design Leads. It functions as a retrospective safety net, ensuring that when designers handle unseen complexities across smaller ad-hoc tasks, their technical and behavioral mastery is captured, scored, and credited.
Performance across all work types is isolated into five foundational dimensions: Availability, Complexity, Compliance, Communication, and Delivery.
Every completed Type 1 and Type 2 work item is evaluated out of a raw 1–5 scale by four specific perspectives:
Weighting Logic: Each pillar utilizes a customized stakeholder importance ratio configured in the backend ledger. Raw scores populate stakeholder-facing visuals, while the finalized database rollups process these through the persona-weighted operational formulas.
The central directory for tracking studio resources and live deployment states.
Active Capacity (dynamically compiled sum of a designer's fractional commitments across all live, uncompleted items in DB2) and Available Capacity (total capacity minus the active capacity).The operational ledger logging all three work typologies.
Sensitivity Scale classified into Strict Adherence, Hybrid, and Experimental.Overall Score (Scale: 0–25), Qualitative Feedback, and Lead-specific Start | Stop | Continue vectors.The processing engine that holds the individual raw submission entries.
A gamified, objective mastery scale designed to preserve historical credibility without punishing pipeline realities. It eliminates subjective grading by tying skill and tool recognition directly to quantitative project success and temporal recency.
Layer 1: Skill & Tool Badges
Badges are tied directly to specific capabilities (e.g., Interface Design, Figma). A designer becomes eligible for a badge nomination when their completed Work Item clears the strict quantitative Mastery Gate, requiring the Overall Score to be at least 22.0 and the Complexity Score to be at least 4.0.
Layer 2: Badge Tiers (Volume Scaling)
Tiers represent cumulative, lifelong capability. The tier scales based on the absolute count of times a manager has explicitly endorsed a specific skill or tool for a designer. Tiers never decrease.