Reason from the problem
Start with the intended outcome and the real constraints.
FOUNDER

The common thread is working from the question through the data and method to a conclusion — and, when useful, turning that method into something repeatable.
PhD in Mathematics
10+ years of analytical work
Experience across real-estate technology and commercial operations
Large-scale data, SQL, automation and software development
The reasoning is not passed through layers. Cristina works directly on defining the problem, developing the method, testing the logic and determining what the evidence supports.
AIQU Systems is the professional entity the client engages with.
Start with the intended outcome and the real constraints.
Use real data to expose assumptions, edge cases and failure modes.
Stop at a defensible answer, a working solution or validated logic for integration.
ANALYTICAL
statistical analysis, forecasting, ranking, validation, research.
The combination is determined by the problem.
APPLIED
large relational data, SQL, automation, analytical tooling, software development.
One clear point of analytical responsibility.
Reasoning remains visible and discussable.
Scope grows only when the problem requires it.
Discuss the intended outcome directly with the person responsible for the analytical work.