How can EAB balance the depth of insights in its Student Success Collaborative reports with the need for simplicity and ease of interpretation for busy administrators?

Introduction

Balancing the depth of insights in EAB's Student Success Collaborative reports with the need for simplicity and ease of interpretation for busy administrators is a critical challenge. This trade-off involves weighing the value of comprehensive data analysis against the practical constraints of time and cognitive load for our users. I'll address this by examining the product context, identifying key metrics, designing experiments, and proposing a decision framework to guide our approach.

Step 1

Clarifying Questions (3 minutes)

• Context: I'm thinking about the current state of our reports. Could you share some feedback we've received from administrators about the existing reports' complexity and usefulness?

Why it matters: Helps understand the baseline and specific pain points Expected answer: Mixed feedback, with some praising depth but others finding it overwhelming Impact on approach: Would guide the balance between simplification and maintaining valuable insights

• Business Context: Based on our business model, I assume these reports are a key differentiator. How do they currently impact our customer retention and acquisition?

Why it matters: Aligns solution with business objectives Expected answer: Strong correlation between report usage and customer retention Impact on approach: Would prioritize maintaining key insights that drive retention

• User Impact: I'm curious about our user segments. Can you break down the types of administrators using these reports and their varying needs?

Why it matters: Ensures we address diverse user requirements Expected answer: Mix of power users and occasional users with different preferences Impact on approach: Might lead to a tiered or customizable reporting system

• Technical: Considering our current architecture, what are the constraints or opportunities for implementing dynamic or interactive reports?

Why it matters: Determines feasibility of potential solutions Expected answer: Some limitations, but potential for incremental improvements Impact on approach: Would shape the scope and timeline of proposed changes

• Timeline: Is there a specific deadline or event driving this initiative, such as an upcoming product release or customer commitment?

Why it matters: Helps prioritize and scope the solution Expected answer: Aiming for improvements in next quarter's release Impact on approach: Would influence the ambition and phasing of the proposed solution