
Alejandra Lago Cameselle
Senior Data Scientist | Geospatial & Environmental Analyst | AI Researcher | Building GeoAI Works
Salary / Daily rate
Barcelona, Spain
Freelance, open to permanent contract
Can come onsite
Skills
Languages
About me
Intro
I am a Geospatial Data Scientist with 15+ years of experience applying data science, geophysics, and spatial analysis to marine infrastructure, environmental risk, and subsea cable route planning. My work combines advanced geospatial methods, AI, and database engineering to deliver risk-informed insights that support critical infrastructure projects. At the Spanish National Research Council (CSIC), I lead geospatial strategies for multi-country submarine cable systems, managing PostgreSQL/PostGIS databases (3.5TB+), building Python-based geospatial and machine learning workflows, and developing reproducible methods that optimize route planning and reduce environmental and engineering risks. Alongside this role, I founded GeoAI Works, an open initiative to document and share applied geospatial workflows for subsea and environmental infrastructure planning. These projects aim to create transparent, scalable, and reproducible tools, bridging technical innovation with practical engineering needs. Core strengths • Spatial AI & data-driven risk assessment • Database management & automation (PostGIS, Docker) • Python for geospatial modeling, ML & visualization • Subsea cable route optimization & infrastructure planning • Open science & reproducible workflows I am currently expanding my portfolio into broader geospatial & environmental risk analysis, applying transferable methodologies to renewable energy, critical infrastructure, and climate adaptation. Based in Galicia, Spain, fully available for remote collaborations across Europe and internationally, and open to hybrid roles with occasional on-site presence when aligned with project needs.
Work experience
Senior Data Scientist | Geospatial Systems Lead
Consejo Superior de Investigaciones Científicas (CSIC)
Jan 2025 - Present
1 year 10 months
Ballymacrown, Spain, Co. Cork, Ireland
Leading geospatial data strategy for multiple submarine cable projects, while building reproducible workflows (GeoAI Works) for broader environmental and infrastructure risk analysis. Key Achievements: - Scaled PostGIS databases from 2.5TB → 3.5TB, boosting accessibility and efficiency for complex geospatial analyses. - Automated data queries with custom prompts, streamlining engineering workflows. - Optimized cable routes by integrating new environmental & technical constraints, reducing risks and conflicts. - Built Machine-Learning pipelines for hazard classification and geospatial risk assessment, supporting projects >€450M. - Developed open, reproducible workflows through GeoAI Works to transfer methods beyond subsea cables.
Senior Data Scientist | Database Administrator
CONSEJO SUPERIOR DE INVESTIGACIONES CIENTÍFICAS
Aug 2022 - Jan 2025
2 years 6 months
Ballymacrown, Spain, Co. Cork, Ireland
Designed and deployed geospatial infrastructures to support subsea cable planning, applying advanced geospatial and machine learning workflows to improve decision-making and reduce costs. Key Achievements - Built & maintained PostGIS databases (2.5TB), improving accessibility by 70% and ensuring 99.9% uptime. - Automated ingestion & query workflows, cutting latency by 30% and increasing reproducibility. - Created Python algorithms for geospatial analysis and ML, supporting projects valued >€450M. - Contributed to optimized subsea cable routes (e.g. MEDUSA system), cutting deployment costs up to 35%.
Geospatial Data Analyst | Data Scientist
Universidade de Vigo
Feb 2020 - Aug 2021
1 year 7 months
Vigo Area, Spain
Conducted geophysical and geospatial analysis to assess geological hazards and support marine risk evaluation. Developed databases, ML models and visualizations that infromed both research and applied decision-making in marine risk projects. Key Achievements - Built geospatial databases integrating 500+ datasets, improving assessment efficiency by 40%. - Developed Python algorithms for data analysis & visualization, reducing analysis time by 25%. - Applied ML techniques for hazard classification, achieving 92.5% accuracy, supporting early-warning and risk assessment. - Published 3 peer-reviewed papers and presented findings at 2 international conferences, linking scientific advances with applied marine infrastructure planning.
Data Analyst | GIS Specialist
Universidade de Aveiro
Jul 2017 - Mar 2020
2 years 9 months
Aveiro Area, Portugal
Transformed large volumes of geophysical and geospatial data into decision-ready insights by building and managing a PostgreSQL/PostGIS database (5.5TB). Applied advanced GIS workflows, validation protocols, and visualization tools to support geological risk assessments and infrastructure planning. Key Achievements - Integrated 5.5+ TB of geophysical datasets into PostGIS, cutting data retrieval time by 35%. - Designed and implemented data validation protocols ensuring 99% accuracy across datasets. - Delivered geospatial analyses that supported €5M+ infrastructure projects, improving planning efficiency and risk mitigation. - Produced stakeholder-focused visualizations that helped secure funding for two major initiatives.
Geospatial Data Analyst
Nov 2015 - Jul 2017
1 year 9 months
Ballymacrown, Spain, Co. Cork, Ireland
Delivered consulting services in geoinformatics and marine geophysics for environmental and infrastructure projects. Designed suitability models and performed geospatial analyses to support decision-making in aquaculture, marine science, and risk assessment. Key Achievements - Developed a shellfish farming suitability model, combining environmental and market criteria to guide coastal management. - Provided geospatial support for oceanographic expeditions, improving knowledge of the Western Iberian Margin. - Processed and interpreted geophysical datasets to evaluate geological risks and inform infrastructure planning. - Produced visualizations and reports tailored for stakeholders, improving communication of complex marine analyses.
Geospatial Data Analyst | Marine Geophysicist
CONSEJO SUPERIOR DE INVESTIGACIONES CIENTÍFICAS
Sep 2011 - Aug 2015
4 years
Barcelona, Spain
Performed 2D and 3D seismic data analysis and developed predictive models for geological risk assessment and continental margin stability. Produced high-resolution risk maps to support infrastructure planning and hazard mitigation strategies. Key Achievements - Led acquisition, processing, and interpretation of 2D and 3D seismic surveys, advancing understanding of sedimentary and tectonic processes. - Built numerical models to predict geological risks and assess stability of continental margins. - Delivered geospatial risk maps that informed infrastructure planning and risk management. - Published multiple peer-reviewed papers, contributing to advances in marine geoscience and hazard analysis.
Data Acquisition & Processing Specialist | Marine Geophysics
Mar 2011 - Aug 2011
6 months
Barcelona, Spain
Provided specialized support in marine geophysics, acquiring, processing, and interpreting geophysical datasets for hydrocarbon exploration and environmental impact studies. Ensured data reliability with real-time quality control in demanding offshore environments. Key Achievements - Acquired and processed side-scan sonar and bathymetric datasets, delivering accurate seabed characterization for exploration projects. - Enhanced geological interpretations with advanced geophysical processing, supporting risk assessments and planning. - Implemented quality control protocols that improved data accuracy and consistency. - Delivered technical reports and visualizations to communicate results clearly to multidisciplinary stakeholders. - Contributed to environmental assessments, integrating geophysical data into comprehensive analyses for risk evaluation and mitigation.
Marine Data Scientist | Environmental Risk Analysis
Universidade de Vigo
Oct 2008 - Oct 2009
1 year 1 month
Vigo, Municipality of Vigo, Pontevedra, Spain
Conducted geophysical and geochemical analyses to support environmental risk assessment in coastal systems. Designed high-resolution models to evaluate sediment contamination and created risk maps to inform sediment management strategies. Key Achievements - Built high-resolution models linking magnetic properties to sediment contamination for improved environmental monitoring. - Implemented real-time quality control protocols during marine geophysical surveys, ensuring reliable datasets. - Produced detailed risk maps that guided decision-making for coastal management. - Contributed to the development of a comprehensive environmental management tool applied to coastal areas.
Education
MIT Professional Education
Postgraduate Program, Applied Data Science
2024 - 2024
5 months
Universitat de Barcelona
PhD, Geosciences
2011 - 2015
4 years 4 months
Universitat de Barcelona
MSc, Geophysics
2009 - 2010
1 year 2 months
Universidade de Vigo
BSc, Marine Sciences
2003 - 2008
5 years 2 months
Licenses & certifications
CS50's Introduction to Databases with SQL
Issued: –
Applied Data Science Program: Leveraging AI for Effective Decision-Making
Issued: –
Portfolio

Data-Driven Decision Support Workflows for Complex Geoscience Constraints
