Methodology
Yatify separates collection, validation, analysis and publication so presentation never outruns the evidence.
Eight working rules
These rules apply to public dashboards, case studies and client-facing analytical work.
Decision before dashboard
Every analysis starts with a practical decision or operational question.
Source first
Prefer official public sources and retain the source definition, coverage and retrieval context.
Missing is not zero
Unavailable, suppressed and missing values remain distinct from legitimate zeros.
Validate revisions
Keep raw snapshots and detect source revisions rather than silently replacing observations.
No invented results
Building products can show their architecture and questions without manufacturing numerical conclusions.
Protect project information
Public demonstrations do not require confidential client data, tender rates or payment-certificate values.
Label synthetic data
When private engineering information cannot be published, simulation data are clearly identified.
Automate with a gate
New releases can be detected automatically; analytical publication still waits for data-quality checks.