Skills & methodologies

Expertise

I select analytical tools in response to the data, research design and professional questions at hand.

Data Science & Statistical Modelling

I treat analytical work as one integrated process, from understanding data sources and preprocessing to model evaluation. Particular attention is given to variable operationalisation, missing data, modelling assumptions and interpretable conclusions.

Methods & competencies

Exploratory data analysisMultivariate modellingRegression and ANOVACluster analysisHypothesis testing

Tools

RPythonSPSSSAS Enterprise Guide

Data Engineering & Business Intelligence

Reliable analysis begins with robust data preparation. My SQL Server work has involved managing data structures, developing queries and stored procedures, and producing consistent analytical datasets.

Methods & competencies

Relational databasesT-SQL and stored proceduresData cleaning and integrationData quality controlsBI reporting

Tools

SQL ServerSSMSPower BITableau

Information Technology & Software

I use programming to support data access, processing and automation of repetitive tasks, particularly in data-centric applications and analytical workflows.

Methods & competencies

Python automationR programmingC# and .NETAPI-based retrievalGit and version control

Tools

PythonRC#.NETGit

Geospatial Analysis

Examining the geographical distribution of economic and social indicators supports the interpretation of territorial inequalities. Consistent geographic identifiers and aggregation effects are important methodological considerations.

Methods & competencies

Regional indicatorsThematic mapsSpatial comparisonsGeocoding and aggregation

Tools

QGISArcGISRPython