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Aristotle | ION Management Science Lab

AI-augmented Strategic Decision-making
under Uncertainty

Aristotle helps learners and managers frame complex problems, brainstorm multiple solutions, validate theories through experimentation and align stakeholders for execution.

Methodology

The Three Steps

A rigorous framework for transforming complex business challenges into evidence-based strategic decisions.

Problem Framing

Frame strategic challenges through guided questions, contextual research, and synthesis of complex business situations.

  • Guided questioning framework
  • Contextual research integration
  • Situation synthesis

Theory Generation

Generate multiple business theories with AI assistance and evaluate them visually using Directed Acyclic Graphs (DAGs).

  • AI-assisted theory generation
  • DAG visualization
  • Multi-theory comparison

Experiment

Test your business theories through synthetic or field experiments to validate causal relationships before execution.

  • Synthetic experiments
  • Field experiment design
  • Causal validation
Why Aristotle

Transform How You Think

Aristotle enables a new paradigm of strategic thinking, grounded in causal reasoning and scientific methodology.

Build & Persuade

Build normative theories, test them rigorously, refine with evidence, and persuade stakeholders with data.

Think Probabilistically

Think causally, scientifically, and systematically about complex business challenges.

Quantify Intuition

Transform executive intuition into quantifiable evidence through structured analysis and experimentation.

Explore Counterfactuals

Explore counterfactual strategies to understand what could happen under different scenarios and assumptions.

Strengthen Theories

Strengthen your causal business theories of value with rigorous testing and continuous refinement.

Applications

Strategic Use Cases

Aristotle supports executives across the full spectrum of strategic decisions under uncertainty.

Mergers & Acquisitions

Evaluate strategic fit and synergy potential

Executive Hiring

Assess leadership impact on organizational outcomes

Capital Structure

Optimize financing decisions under uncertainty

Innovation

Prioritize R&D investments with causal reasoning

Market Entry

Evaluate market entry strategies systematically

Organizational Restructuring

Design and test organizational changes