THE ART OF EDUCATION UNIVERSITY

Introducing Instructional Insights

Real-time visibility into how instructional materials drive student engagement and outcomes.

ON DESIGN

Crafting With Care

I believe design should..

be rooted in empathy, not assumptions

be iterative- progress over perfection

invite collaboration across disciplines

empower users, not try to control them

focus on clarity, not decoration or flashiness

balance logic with emotion

be accessible and diverse

I believe design should not..

be rooted in ego

sacrifice usability for aesthetics

depend on perfect behavior or ideal scenarios

ignore constraints

chase trends at the cost of long term value

assume users will figure it out

be reactive only- it should anticipate needs

make users feel unintelligent or lost

hide complexity instead of managing it

be built without purpose or principles

OPPORTUNITY STATEMENT

Providing teachers with timely, actionable insights into how instructional materials are being used so they can adapt instruction in real time, drive student engagement, and continuously improve learning outcomes.

WHY THIS MATTERS

Painting By Numbers

Teaching In The Moment

Teachers can spot what’s working (or not) as it happens—allowing for immediate pivots that keep students engaged and on track.

Directed Energy

Educators are overwhelmed with responsibilities—clear, actionable data helps them focus their energy where it matters most, rather than guessing what’s working.

Continuous Growth

Relying on informal feedback leads to inconsistent improvements; data-driven decisions ensure curriculum evolves based on actual student needs and engagement patterns.

USER PERSONAS

Analyzing Portraits

Maya Carter

First-Year Middle School Art Teacher &

AOEU Grad Student

Profile

  • Fresh out of grad school

  • 1 year of teaching

  • Slowly learning that middle schoolers are equally chaotic and creative

  • Still thinks every art supply will make it to June (Who's going to tell her?)

Needs / Goals

  • Build lessons that engage and actually land

  • Understand what's working (and what's not)

  • Gain confidence in classroom management and curriculum pacing

  • Survive Navigate upcoming semesters and likely many more years of teaching

Pain Points / Frustrations

  • Unsure of which materials are actually resonating with students ("Are they internally yawning or actually deep thinking?")

  • Struggles to adapt mid-lesson without clear data

  • Time constraints while balancing teaching with grad school work

  • Needs proactive feedback that's delivered before the tears have paint has already dried

Tech Literacy

Comfortable with basic LMS features

Working knowledge of data tools

Uses iPad for everything

Triples checks before deleting anything

Asks, "Is it me or the Wi-Fi?" at least twice a day

Personality

Curious

Determined

Eager to grow

Thrives with a bit of guidance

Powered by Pinterest, coffee, and hope

Benefits of 'Instructional Insights' Feature

  • Gives her clarity on what’s landing with students

  • Surfaces helpful patterns she wouldn’t spot alone

  • Builds her confidence as an intentional, reflective educator

Julian Reyes

District Art Instructional Coach &

AOEU Adjunct Instructor

Profile

  • 14 years of teaching

  • 3 years in curriculum leadership

  • Data nerd with a heart of gold

  • Survived more than a decade of tech glitches and students' shenanigans (Wait, that was due today?!")

Needs / Goals

  • Align curriculum with engagement data

  • Empower teachers with insights

  • Advocate for arts education using clear metrics

  • Hoping one day students will understand that "engagement" means more than showing up

Pain Points / Frustrations

  • Difficult to track the effectiveness of new curriculum initiatives (Once tried to track this with sticky notes and regret)

  • Teachers ghost his surveys like it's a bad Tinder date

  • Knows 80% of teacher feedback is just: ‘It felt fine?’

  • Wishes there was a translator between how admins think and teachers' reality

Tech Literacy

Confident with LMS

Data-savvy

Has a soft spot for elegantly designed dashboards

Has a personal vendetta against inconsistent color coding

Loves graphs and charts

Multi-tasks with 30+ tabs open at once

Personality

Analytical

Pragmatic

Enthusiastic

Eats educational research articles for breakfast

Can spot a missing data point from 30 yards away

Benefits of 'Instructional Insights' Feature

  • Provides clarity on how instructional strategies perform

  • Equips him with patterns to inform teacher coaching

  • Saves time aggregating data manually for reports

USER WORKFLOWS

Where Form Follows Function

01

Create Courses + Upload Materials

Teachers lay the foundation by structuring learning experiences—organizing units, aligning standards, and designing a creative arc for students to explore.

02

Assign Tasks + Track Engagement

Lesson plans, reference images, rubrics, and demos come to life here—this is where teachers prepare their digital “studio” with the resources students need.

03

Assess + Report Outcomes

Teachers generate and share reports that spotlight engagement trends and instructional impact, enabling meaningful, data-driven conversations with colleagues, administrators, and families.

JOURNEY MAPPING

Between Brushstrokes

ACCESSIBILITY

A Shade For Everyone

Clear Visual Hierarchy

Ensure all data visualizations and UI elements follow consistent layout, spacing, and size ratios for better scanability and screen magnifier support.

Screen Reader Compatibility

All charts, tooltips, and text-based insights include ARIA labels and structured descriptions to support screen readers.

Keyboard Navigation

Full feature access via keyboard, including filters, dropdowns, and insight cards, supporting users with limited motor function.

High Color Contrast

All charts and alerts should meet WCAG 2.1 AA standards for color contrast, while using patterns, labels, and iconography—not just color—to convey meaning.

Responsive Design

Optimize the dashboard for use on various screen sizes (desktop, tablet, mobile) to ensure accessibility across devices.

Alt Text for Insight Graphics

Every chart and visual insight is paired with a descriptive alt-text summary, supporting blind or low-vision users.


Data Simplification Mode

A toggle that surfaces simplifies summaries and removes unnecessary visual clutter—designed for neurodivergent users or teachers overwhelmed by data.

Motion Reduction Respect

UI respects the user's system preferences for reduced motion to minimize distraction or discomfort.

Tooltips with Definitions

Embed plain-language definitions for technical terms (e.g., “engagement spike”) for clarity and comprehension.

INTERACTION FLOW

Painting By Numbers

Logs In

Views 'Key Insights' on Dashboard Homepage

Clicks 'View All Insights' to view types of insights

Uses Toggle to switch between insight types

Clicks on 'View Report' to see detailed metrics

DESIGN CONCEPTS

Blueprints In Motion

MENU

AI Summary

Schedule

Leaderboard

Trends

Comments

Invite User

Mr. Oscar

Key Operational Insights This Week

View All Insights

Net Sales

$7,875

18%

Labor Costs

+8.2%

342.65

Food Waste

+12.4%

$89.29

Suggested Next Steps

Reduce Labor Cost

High

Trim 1–2 staff hours in low-traffic hours.


Estimated savings: $80/ week

Adjust Schedule

Optimize Peak Hour Staffing

High

2-4 PM has 30% higher traffic but same staffing levels.

Estimated savings: $120/ week

Analyze Traffic Patterns

Review Food Waste

Moderate

Waste increased by 12%. Cross-check prep volumes and supplier deliveries.

Estimated savings: $45/ week

View Inventory Logs

Portion Control Training

Moderate

Food cost variance suggests inconsistent portioning across shifts.

Estimated savings: $65/ week

Schedule Training

Key Trends and Insights

Labor Cost Forecast - Store #1864

Nov 4

Nov 11

Nov 18

Nov 25

Dec 2

Dec 9

Next 6 weeks

Previous report

6-week projection

$500

$3,000

$6,000

Key Insights

Budget Alert

Store #1864 will likely exceed labor budget by 14% by July 8th.

Trend Analysis

Labor costs increasing at 3.2% daily rate over the past week.

How Stores Compare

Performance Comparison

Key metrics vs network benchmark

Store

#1892

#1864

#1210

N. Avg.

Labor/ Rev

$0.12

$0.32

$0.18

$0.14

Waste %

4%

11%

12%

6%

Rank

3rd

24th

18th

-

Labor Cost Comparison

Labor cost per dollar revenue

01

02

03

04

05

06

MOBILE RESPONSIVENESS

Pocket Sized Performance

Home

Welcome back, Emily!

Active Courses

3

Total Time Spent

75 hours

Announcements

New Curriculum Updates

Explore the latest enhancements to our art curriculum, designed to inspire creativity and engage students.

View Updates

Quick Links

Course Catalog

Track Progress

View Insights

Resource Library

Home

Courses

Resources

Profile

EARLY CONCEPTS

Key Solution Elements for Users

LMS Integration

The feature integrates seamlessly with LMS to improve efficiency, grow productivity, reduce errors, and save time.

Connect with:

Google Classroom

Seesaw

Canvas

Schoology

And more

Get Started

Built-In Search Option

Makes it easy for teachers to quickly find specific metrics or trends—saving time and supporting more targeted, data-informed reflection.

Search for

Search Results

AI Development

Acts as a friendly data sidekick—quickly generating answers so teachers can get instant, actionable answers without hunting through dashboards.

AOEU AI

How much did student engagement increase this week?

Generate

Fast

Reliable

Convenient

COMPLIANCES

FERPA-licious

Aggregated Data Views

Trends and insights are presented at the class or group level, avoiding any unnecessary exposure of individual student identities unless explicitly needed for pedagogical intervention.

Role-Based Access Controls

Only authorized users (e.g., the student’s direct teacher) can access identifiable performance and engagement data. Coaches or admins see broader patterns without student-level detail.

Minimal Data Exposure

Insights related to low participation, content drop-off, or rubric trends are surfaced without displaying raw scores or personal information unless that context is critical to instructional decisions.

FERPA-Safe Sharing Tools

All downloadable reports or “Growth Snapshots” intended for external sharing (e.g., with families or admin) automatically strip identifying information unless consent is provided or required by educational context.

Privacy-Respectful AI Responses

When educators use the Instructional Insights chatbot, AI responses are limited to FERPA-appropriate data fields—avoiding any mention of student names, grades, or personal information in general-use queries.

Transparent Data Use Policies

All access to student-level insights is logged. This supports internal auditing and ensures AOEU can demonstrate responsible data accountability and regulatory compliance.

CONSTRAINTS + TRADEOFFS

Coloring Inside The Lines

Data Privacy & FERPA Compliance

Limits data granularity—cannot show individual-level insights openly; impacts how detailed analytics can be. Increases complexity/cost in encryption, access controls, and audits.

User Tech Literacy & Adoption

Feature complexity vs. usability tradeoff: must keep interface intuitive but still rich enough to be valuable. Over-automation risks losing user control and trust.

Integration with LMS

Deep integration increases development time and cost, while shallow integration limits data access and feature depth.

ENGINEERING FEASIBILITY

Building The Feature Spec-tacularly

Area

Engagement data visualization

Accessibility (WCAG 2.1)

Role-based permissions (teacher vs admin)

Notes

Charts, heatmaps, and summaries can be built using libraries like D3.js or Recharts. Data can be aggregated pseudonymously.

With proper attention to semantic HTML, ARIA labels, keyboard navigation, color contrast, and screen reader support, the feature can be made accessible.

Most modern LMS integrations and user systems support granular permission handling.

Feasibility

High

High

High

AI-driven lesson recommendations

Real-time participation alerts

FERPA-safe data storage

Requires training lightweight models or rules-based engines on historical data while preserving privacy. Can start with rule-based MVP before introducing ML.

Needs backend listeners/webhooks to monitor student actions (e.g., inactivity, video not viewed). Feasible but requires integration with LMS event systems.

Data must be anonymized or de-identified. Clear audit trails and data governance policies are required. Cloud partners (e.g., AWS, GCP) offer compliant infrastructure.

Moderate

Moderate

Moderate

Personalized AI feedback generation (e.g., “Ask about video clarity”)

Cross-platform parity (desktop + mobile)

Requires NLP analysis of student work and patterns. Needs guardrails to ensure AI-generated suggestions are FERPA-safe and don’t mislead.

Must include robust consent flows, opt-in sharing, and strict access control. Storing or surfacing identifiable performance data adds risk.

Low

Low

QUICK WINS

Fast Tracks and Fine Lines

A few quick wins and ideas to polish up the products.

Welcome, District Admin!

Feb 1

Jan 1

0

20

40

60

80

Separate Portal for District Admins

Provides district admins with a dedicated portal to monitor instructional trends, compare engagement across schools, and support teachers with data-driven decisions—without disrupting the classroom experience.

Guided Onboarding with Tooltips

Helps teachers hit the ground running with step-by-step guidance, contextual tooltips, and built-in tips that make exploring insights feel intuitive—not intimidating.

This insight highlights student engagement trends over time. Hover for details, or click to explore which lessons or materials may need a creative refresh.

FLEX

PRO

Add people or emails

View Insights

Color Coded

Distinct Tabs

Color Coded + Separate Tabs for FLEX and PRO products

Uses clear color coding and distinct tabs to visually separate FLEX and PRO products—making it easy for teachers and admins to navigate, compare, and take action without second-guessing.

DESIGN RATIONALE + PRODUCT STRATEGY

Marking with Purpose

Empowerment, Not Evaluation

The feature uses neutral language and private teacher-only views to encourage reflection without judgment or surveillance.

Pedagogical Integrity

Flexible filters and teacher annotations honor the complexity of teaching by focusing on patterns aligned with learning objectives rather than simple performance scores.

FERPA-First

Aggregated, de-identified data with restricted admin access and clear privacy tooltips ensure full compliance with student data protection laws.

Simplicity + Clarity

Clean, high-contrast visualizations and intuitive tooltips deliver insights quickly and clearly to support busy teachers’ decision-making.

Inclusive + Accessible

The design meets WCAG 2.1 AA standards with screen-reader compatibility, keyboard navigation, and plain-language explanations to serve all educators.

Integration-Aware

Seamless LMS and assessment tool integration with color-coded differentiation minimizes workflow disruption and keeps data consistent across platforms.

METRICS + FEEDBACK LOOPS

KPIcasso

Engagement Metrics

  • Teacher Log-ins to Instructional Insights dashboard

  • Average session duration

  • Click-through rate on specific insights (e.g., low-engagement flag → lesson edit)

  • Heatmap interactions (what data sections teachers interact with most)

Adoption + Usage

  • % of AOEU staff regularly using the feature (monthly active users / total target users)

  • Frequency of data views per course or teacher

  • % of new courses created using insight recommendations

  • Time saved in curriculum reviews vs. previous manual process (self-reported)

Instructional Impact

  • Change in student engagement metrics (e.g., participation, assignment completion)

  • Increase in high-engagement lessons semester over semester

  • Reduction in low-engagement “dead zones” (i.e., flagged units with low interaction)


Feedback Quality + System Performance

  • % of actionable insights marked “helpful” by users

  • Qualitative feedback in surveys: “How did this insight help inform your teaching?”

  • Latency of AI responses

  • Accuracy of insight summaries (rated via thumbs up/down or qualitative feedback)

FEEDBACK LOOPS

Feedback Loops

Teacher Feedback Loop

  • Embed quick feedback widget (“Was this insight useful?”)

  • End-of-term surveys on dashboard usability, clarity, and trust in data

  • Optional “Insight Request” form to surface what teachers want to know but can’t see yet

Adoption + Usage

  • Review patterns in flagged lessons across teachers and classes

  • Schedule 1:1 or small group interviews every quarter to assess how they use the data to inform PD


AI + UX Evaluation Loop

  • Track confusion rates or repeated requests

  • Weekly audits of randomly selected insight summaries for clarity and bias


Feedback Quality + System Performance

  • Monthly checks for data pipeline errors

  • Real-time alerting if PLL (Personalized Learning Tab) is ever included in summaries

  • Internal FERPA audit logs and encryption validation reports

NEXT STEPS

Staying Ahead of The (Learning) Curve

Benefits of Working with Me

Systems thinking

7+ years of experience

Fun to work with

Passion for education

Design with empathy

Collaborative mindset

Will send you memes (Work related..not)

Will share the best matcha latte recipe with you

Special guest appearances: I have a cute dog who will occasionally show up to meetings uninvited

Thank you Amber, Jennifer, and Joel!