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Model Human
Behavior

Uncover the hidden behavioral cause-and-effect factors behind why we make decisions. Generate McFadden Hybrid Choice Models and causal DAGs using AI.

Launch CausalFlow↗︎

// Beyond correlation

Why causal graphs

Traditional analytics tells you what happened. Causal graphs tell you why.

CausalFlow generates Directed Acyclic Graphs grounded in McFadden’s Hybrid Choice Model - the Nobel Prize-winning framework for discrete choice.

Map the latent psychological states, utility functions, and choice probabilities that drive any human decision.

Causal DAGs expose the structural mechanics of choice - observed variables, latent psychology, utility weights, and final decisions.

Natural language to causal model

How CausalFlow works

Describe a behavioral question in plain language. CausalFlow identifies explanatory variables, infers latent psychological states, constructs utility functions, and maps causal relationships.

Each graph includes observed data nodes, latent psychology variables, evaluation weights, and final decision outcomes with projected probabilities.

Powered by McFadden Hybrid Choice Models. Results in seconds.

What CausalFlow generates

01 ::

Causal graph generation

Transform any behavioral question into a structured DAG with observed, latent, utility, and choice nodes.

02 ::

Latent variable discovery

Automatically identify hidden psychological states - price sensitivity, brand loyalty, risk aversion - that drive observable choices.

03 ::

Utility function mapping

Compute beta coefficients and utility weights that quantify how each variable influences the final decision.

04 ::

Discrete choice modeling

Generate choice probabilities across alternatives grounded in random utility maximization theory.

Questions you can model

01 ::

Pricing decisions

Why do customers choose premium over budget? Map the latent drivers of willingness-to-pay.

02 ::

Behavioral anomalies

Why do retail investors hold losing stocks? Uncover the psychological mechanisms behind irrational choice.

03 ::

Health behavior

Why do patients skip life-saving medication? Model adherence through latent motivation states.

04 ::

Political choice

Why do voters vote against their economic interest? Trace the causal path from identity to ballot.

05 ::

Consumer paradoxes

Why do luxury buyers prefer scarcity over utility? Graph the status signaling pathway.

06 ::

Habit formation

Why do dieters binge after success? Model the feedback loops between achievement and self-regulation.