Selected work · Featured prototype

Sample Coach Dashboard

Turning fragmented student data into focused daily action.

This prototype explores how education leaders and academic coaches can move from a complex, multi-source dataset to a clearer daily workflow. It brings together progress, engagement signals, unresolved feedback, financial-aid follow-up, milestones, and coaching notes in one place.

Data translation Workflow design Visible impact Human-centered systems
Interactive public demo · synthetic placeholder data Open full screen ↗
The challenge

Leaders often have plenty of data—and not enough clarity.

Academic coaches managing large caseloads may need to interpret progress data, engagement signals, feedback items, financial-aid needs, deadlines, and coaching notes across multiple systems.

The problem is not simply access to information. The problem is knowing what matters most today.

Questions the dashboard helps answer

  • Who needs attention today?
  • Which students are beginning to drift before a challenge becomes urgent?
  • Where are unresolved feedback items creating barriers?
  • Which financial-aid tasks require follow-up?
  • How is the caseload progressing against weekly and term goals?
  • What context does a coach need before reaching out?
The solution

A single workflow for seeing patterns and taking action.

The dashboard surfaces daily priorities, connects them to larger goals, and gives users access to student-level context without pretending that data can replace professional judgment.

Prioritized tasks

Surface unresolved feedback, financial-aid outreach, early drift signals, urgent interventions, and kick-off needs.

Visible progress

Connect weekly pace, term goals, milestones, and priority buckets in a single view.

Student-level context

Bring progress, projects, financial context, registrations, feedback, and notes into one accessible record.

Earlier intervention

Make it easier to notice emerging patterns before a challenge escalates into a crisis.

Visible wins

Celebrate graduations, completions, transitions, and milestones alongside intervention needs.

Human judgment

Use data to support stronger decisions, relationships, and conversations—not automate them.

Design principles

Built around coherence, collaboration, and sustainable action.

Coherence

Bring scattered information into one clear decision-support system.

Collaboration

Create a shared structure for stronger coaching conversations and consistent follow-through.

Visible impact

Connect daily actions to meaningful progress indicators and larger goals.

Sustainability

Reduce reliance on manual tracking, memory, and crisis response.

Context

Preserve the qualitative information people need to interpret patterns thoughtfully.

Learning

Support reflection and iteration rather than treating a dashboard as a static compliance tool.

Prototype details

From systems thinking to a working tool.

The prototype combines a Python-based data pipeline with interactive HTML and JavaScript views. It is designed to illustrate how clearer workflows can reduce manual review and make important patterns easier to act upon.

  • Python-based data pipeline
  • Interactive HTML and JavaScript dashboard
  • Filtering and priority views
  • Persistent coaching notes through Google Apps Script
  • Public demo using synthetic placeholder data
Today’s priorities
Intervene now · urgent outreach and barriers
Drift watch · early signals that need attention
Celebrate progress · visible wins and milestones
Plan next steps · connect data to action
Design intent
Make patterns easier to see
Reduce manual review
Support earlier intervention
Preserve human judgment
Connection to the broader vision

An early example of what coherence can look like in practice.

This dashboard was designed for an adult degree-attainment context. It is not presented as a finished K–12 product. It is a proof point: a working example of how fragmented information can become a clearer, more sustainable workflow.

The same design principles could inform future tools for school leadership teams, early-career educators, instructional coaches, educator pathways, student-support teams, homeschool co-ops, and other non-traditional learning communities.

Explore the prototype

See the dashboard in action.

The public demo uses fictional placeholder data. No real student information is displayed.