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Colorado Department of Education Data Pipeline — Improving Statewide Education Data Usability

🟥 Problem

The Colorado Department of Education (CDE) Data Pipeline is a statewide system used to collect, validate, and manage student, staff, and district data across Colorado.

The original platform was built primarily for compliance and data integrity—not usability.

As a result, users across school districts (including data managers and administrators) faced significant challenges:

  • Fragmented and technically complex interface

  • Confusing navigation across submission and validation workflows

  • High rate of data submission errors

  • Poor visibility into validation issues and required actions

  • Heavy reliance on external documentation and help desks

These issues slowed down statewide reporting processes and increased operational burden on district staff.

🟨 Objective

Redesign the Data Pipeline experience to improve clarity, efficiency, and accessibility while maintaining strict compliance and regulatory requirements.

The goal was to support both technical and non-technical users in successfully submitting and correcting data with fewer errors and less friction.

🟩 Approach

1. Multi-District User Research

Conducted user research across urban and rural school districts to understand real-world usage patterns.

Methods included:

  • User interviews with district and school data managers

  • Journey mapping of submission, validation, and correction workflows

  • Heuristic evaluation of legacy interface structure

2. Key Findings

Across user groups, consistent usability issues emerged:

  • System language was overly technical and difficult to interpret

  • Key actions (especially error resolution) were buried in complex workflows

  • Users lacked clear guidance on next steps after validation failures

  • Inconsistent navigation created confusion across modules

Users frequently relied on external support channels for routine tasks.

3. UX Strategy

The redesign focused on transforming the system from a compliance-heavy interface into a guided workflow experience.

Key principles included:

  • Step-by-step guidance for high-complexity workflows

  • Plain-language error messaging for data validation issues

  • Role-based dashboards tailored to user responsibilities

  • Reduction of cognitive load through clearer hierarchy and structure

4. Interface Design & Prototyping

Led the design of wireframes and interactive prototypes with a focus on workflow clarity and accessibility.

Key improvements included:

  • Guided upload and validation flows that reduced user ambiguity

  • Contextual error resolution tools with direct links to fixes

  • Role-based dashboards surfacing deadlines, alerts, and required actions

  • WCAG-compliant design system for accessibility across devices and users

  • Improved information hierarchy and navigation consistency

5. Testing & Iteration

Conducted usability testing with end users across multiple districts.

Key refinements included:

  • Simplified terminology for non-technical users

  • Improved iconography for faster recognition of actions and errors

  • Reordered workflow steps to match user mental models

  • Enhanced clarity of validation feedback and resolution paths

6. Collaboration & Delivery

Worked closely with development teams to ensure accurate implementation of design systems and interaction models.

Delivered:

  • Annotated design specifications

  • Reusable component library guidance

  • Responsive UI behavior documentation

🟦 Solution

The redesigned Data Pipeline introduced a guided, role-based data submission and validation experience that significantly improved usability while maintaining regulatory rigor.

Key improvements included:

  • Step-by-step submission and validation workflows

  • Clear, plain-language error resolution guidance

  • Centralized dashboards tailored to user roles

  • Improved navigation across data pipelines and validation reports

  • Fully accessible design system aligned with WCAG standards

🟪 Results

The redesigned system delivered measurable statewide improvements:

  • 35% reduction in data submission time due to streamlined workflows

  • 50% improvement in error resolution rate through clearer validation guidance

  • Reduced reliance on external documentation and support services

  • Improved user satisfaction across district administrators and data managers

  • Stronger perception of usability and accessibility across CDE digital systems

Users described the experience as:

“More approachable,”
“Much easier to navigate,”
“A huge step forward in helping us do our jobs faster.”

🟧 Strategic Impact

This project demonstrates how UX modernization of compliance-driven systems can significantly improve operational efficiency without compromising regulatory requirements.

It highlights the value of designing for clarity in high-constraint environments where accuracy, accessibility, and usability directly impact statewide operations.