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LOOP Framework Visualizer

Master systematic problem framing by walking through the five-stage LOOP framework with interactive guidance and visual feedback.

Interactive Simulation

How to Use This MicroSim

Getting Started

  1. Enter your problem statement in the text area (or select a sample problem)
  2. Progress through each step sequentially—each stage builds on the previous
  3. Complete all required inputs before advancing to the next stage
  4. Toggle to Canvas View at any time to see the big picture
  5. Export your framework when complete for documentation or presentation

The Five Stages

Step 1: Outcome Define what success looks like. Be specific about whose outcome matters (user, business, or technical) and what measurable state you're optimizing for.

Step 2: Deconstruction Break the problem into key components. Assign priority levels to focus your analysis. The visualization shows how components relate to your outcome.

Step 3: Alternatives Generate multiple solution approaches. Tag each as AI, non-AI, or hybrid. The visualization helps you see the solution landscape.

Step 4: Trade-offs Position alternatives on two axes (e.g., Cost vs. Accuracy). Drag points to reflect realistic trade-offs. The Pareto frontier highlights optimal solutions.

Step 5: Signals Define success metrics (green light), kill criteria (red light), and leading indicators (yellow light). Set thresholds for decision-making.

Tips for Effective Use

  • Start broad, then narrow: Your first pass can be rough—refine as you progress
  • Revisit earlier steps: If Step 4 reveals issues, go back and adjust components
  • Use the Canvas View: This holistic perspective often reveals gaps or conflicts
  • Save frequently: The MicroSim auto-saves, but export JSON for version control
  • Compare approaches: Try framing the same problem multiple ways

Learning Objectives

By completing this MicroSim, you will:

  1. Apply the LOOP framework to authentic problem scenarios
  2. Analyze how problem components, alternatives, and trade-offs interconnect
  3. Evaluate the completeness and coherence of your problem framing
  4. Create a comprehensive problem canvas suitable for stakeholder communication
  5. Recognize when iteration is needed based on emerging insights

Connection to Course Content

  • Chapter 1: Introduction to LOOP framework fundamentals
  • Chapter 2: Deep dive into alternatives and AI vs. non-AI solutions
  • Chapter 3: Trade-off analysis and decision matrices
  • Chapter 4: Signal design and success metrics
  • Chapter 5: Iterative problem framing and pivoting

Common Pitfalls to Avoid

  • Vague outcomes: "Improve user experience" is too broad—specify what aspect and how much
  • Too few alternatives: Generate at least 3-5 to reveal meaningful trade-offs
  • Ignoring non-AI options: Always consider if AI is truly necessary
  • Unrealistic trade-off positions: Be honest about constraints—no solution is perfect
  • Signals without thresholds: Quantify what "success" or "failure" actually means

Assessment Applications

This MicroSim directly supports: - Homework Assignment 2: LOOP Framework Application - Midterm Case Study: Problem framing under time constraints - Final Project: Comprehensive problem canvas for capstone work - Peer Review Exercise: Critique classmates' frameworks using this structure