Providing temporary use of non-downloadable software for secure, privacy-first data analysis; software as a service (SaaS) featuring tools for running custom analytics and algorithms on mobility data within a controlled environment; platform as a service (PaaS) for analyzing anonymized location datasets while preventing exposure of personal identifiers; hosting of digital data environments that enable in-environment processing of geospatial information; development and maintenance of software platforms for regulatory-compliant data science, location-based insights, and aggregated reporting; providing temporary use of non-downloadable software for decentralized data analysis and privacy-preserving computation; software as a service (SaaS) featuring a federated data processing framework that enables clients to run custom code or algorithms on observation data across third-party environments without transferring or centralizing raw data; platform as a service (PaaS) for executing customer-defined analytics within participating publisher environments where the source data remains controlled and unexposed; providing technology that supports secure aggregation, de-identification, and delivery of analytical results; enabling integration of proprietary customer datasets with external data sources for scalable, compliant analysis without ingesting or storing personally identifiable information (PII).