01Digital Data Collection and Survey ProgrammingDigital data collection form developmentMultilingual questionnaires and complex survey workflowsForm testing, deployment and troubleshooting
02Data Quality Assurance and ManagementHigh-frequency data quality monitoringAutomated validation and error detectionData cleaning, consistency checks and analysis-ready dataset preparation
03Research, Monitoring and EvaluationQuantitative research supportSurvey design and data managementMonitoring dashboards and progress tracking
04Machine LearningModel development and evaluationModel comparison and hyperparameter optimizationExplainable AI
06Geospatial Data AnalysisGeospatial analysis with ArcGIS Pro and QGISPython-based geospatial processing where neededSpatial visualization to support accessibility and location-based research questions