Hard Skills
IntermediateSatellite Image ProcessingThe application of radiometric, atmospheric, and geometric corrections to raw satellite imagery to enhance data quality for analysis.
AdvancedGeographic Information Systems (GIS) AnalysisThe ability to integrate, store, edit, analyze, and display geographically referenced information.
IntermediateDigital PhotogrammetryThe process of obtaining reliable information about physical objects and the environment through recording, measuring, and interpreting photographic images.
BasicGround-Truthing and GNSS Data CollectionCollecting field-based reference data using Global Navigation Satellite Systems to validate remote sensing classification results.
AdvancedSpectral Signature AnalysisIdentifying different land cover types based on their unique reflective properties across different wavelengths of the electromagnetic spectrum.
Soft Skills
IntermediateTechnical Documentation and ReportingThe ability to clearly document methodologies, data sources, and findings in technical reports for stakeholders.
HighAttention to DetailMeticulous verification of spatial data for artifacts, misalignments, or spectral inconsistencies.