Sakshi Shukla

Geospatial Technology as Integrated Decision Infrastructure: Applications, Persistent Challenges and Future Directions

It is argued that future progress depends less on incremental accuracy gains than on reproducible multi-source workflows, explicit uncertainty, trustworthy and explainable geospatial artificial intelligence, privacy-preserving governance, interoperable standards and evaluation in the institutions that ultimately use the evidence.