Learning pathways and curricular friction.
Reconstruct constraints, rules and routes before redesigning a curriculum or academic policy.
View education services ↗DATA SCIENCE · AI STRATEGY · COMPLEX SYSTEMS
Data science and artificial intelligence for decisions in complex systems.
Advanced analytics, causal inference, learning analytics, graphs and simulation for institutions that need to understand before they decide.
EVIDENCE BEFORE CLAIMS60+
research works and technical publications.
The decisive mechanism is not always visible in the symptom.
30+years of analytical and teaching work
02proprietary diagnostic frameworks
05layers: data, structure, causes, scenarios, decision
10public labs to put the method under pressure
HOW I WORK
Decisions improve when the system behind them becomes visible.
Work starts with the real process, its constraints and the evidence needed to compare alternatives.
Less intuition. More evidence for intervention.
- 01
Reconstruct
Actors, rules, dependencies, data and timing are made explicit.
- 02
Explain
We distinguish signals from mechanisms and risks from their causes.
- 03
Compare
Scenarios make consequences visible before implementation.
APPLICATION CASES
Real decisions. Complex systems.
Two routes with distinct questions, methods and application contexts.
Investment, operations and decisions under uncertainty.
Agricultural development, construction and logistics cases compared through scenarios.
View business cases ↗PROPRIETARY FRAMEWORKS
Consulting turned into method.
01
CAPIRE + AlphaPath
Understand pathways before trying to predict them.
An integrated architecture for data, curriculum graphs, causal inference and adaptive pathways.
Explore CAPIRE + AlphaPath ↗02
STRUCTURA
From flat indicators to the structure that produces risk.
A framework for dependencies, cascades and intervention points in organizations.
Explore STRUCTURA ↗INTERACTIVE LABS
Do not take the method on faith. Put it under pressure.
Ten public experiences turn graphs, simulation and educational design into mechanisms you can manipulate. Change an assumption, compare the baseline and see where cost or fragility emerges.
Curriculum X-Ray
See how prerequisites can block pathways, retain capacity and turn one course into a systemic bottleneck.
Open lab ↗AgroWater Resilience
Connect climate, quality, storage, energy and productive expansion under uncertainty.
Open lab ↗Assessment Evidence
Compare manual review, process evidence and teacher calibration without delegating judgement.
Open lab ↗SCIENTIFIC EVIDENCE
The work can be reviewed before it is commissioned.
Open research supports the methods, criteria and results behind the consulting work.
View published evidence ↗
START A CONVERSATION
A complex decision can start with a better question.
Education, operations, AI governance and institutional design.
hrpaz2000@gmail.com ↗