Research problem
Settlements may differ significantly in their sectoral mix and business-size structure. The objective is to turn complex economic profiles into interpretable typologies.
Data Science / Applied Research
Classifying settlements by business structure and relating the resulting types to municipal fiscal indicators.
Settlements may differ significantly in their sectoral mix and business-size structure. The objective is to turn complex economic profiles into interpretable typologies.
Data integration, calculation of sectoral shares and concentration measures, clustering, and comparison of financial indicators between the identified groups.
Accounting for mixed variable types, interpretability of cluster solutions and sensitivity checks.
Data Engineering / Business Intelligence
SQL-based data pipelines, data quality controls and analytical datasets within a regulatory environment.
Business Intelligence / GIS
Mapping, comparing and interpreting financial and institutional indicators across territorial units.
Software Development / Automation
Small applications and experiments for data ingestion, conversion and analytical workflow support.