Ispra, Lombardy, Italy
I bring a unique combination of know-how in data science and machine learning with domain knowledge in earthquake and structural engineering. I have experience working with building damage and loss data collected following earthquake events. I employed data science techniques and geospatial tools to mine, clean, merge, and extract useful information from spatial and non-spatial data. I applied machine learning to real-world damage and loss data to derive insights useful to engineers, insurers, risk managers. Key skills: data mining (Python), geospatial data mining and processing (ArcGIS, QGIS), data integration/merging, data analytics, machine learning (scikit-learn), data visualization (Python, Tableau, Microsoft Power BI).
DRMKC - Risk Data Hub (RDH) https://drmkc.jrc.ec.europa.eu/risk-data-hub#/ Joint Research Centre (JRC) Directorate E – Space, Security and Migration Unit E.1 Disaster Risk Management - Scientific work related to the RDH - Computation of disaster risk for Europe - Collection and harmonization of disaster loss data at Europe wide level
European Solar Test Installation (ESTI) lab Unit C.2 Energy Efficiency and Renewables Project "Data analysis of the electrical output performance of bifacial PV devices under long-term outdoor conditions" - Analysis of field and lab data from bifacial photovoltaics (PV) devices
- Develop and provide regular and ad-hoc analytical insights - Build dashboards and reports using Power BI from disparate data sources (eg: Snowflake, customer data platform) - Contribute to cross-functional initiatives, providing analytical outputs and insights - Assist with running the end-to-end process of engaging with business and SMEs
- Developed conversational agents that enhance community engagement and consultation across a variety of situations to meet the needs of different clients, communities, stakeholders and projects. - Developed bespoke interfaces (e.g. maps, 360 virtual tours, ArcGIS JavaScript API) combined with conversational agents.
- Exploring the use of satellite images to capture the extent of damage to the built environment (focus on floods) - Investigating the use of physics engine software to simulate the rocking response of rigid blocks
- Tutored CIVIL 210 Introduction to Structures (basic concepts of structural behavior; equilibrium, concept of free body diagram; limit state design; elementary elasticity; engineering beam theory). - Organized Structures Day 2017, 2018 and 2019. - Designed new experiments for Structures Day 2017, 2018 and 2019. - Marked project and final examination for CIVIL 210 Introduction to Structures. - Marked test for CIVIL719 Matrix Structural Analysis.