The Future of Collection Panel New forms of dynamic, on-demand data, from automated sensors to edge-collected intelligence, are changing what’s possible. This dialogue examines how collection methods are evolving and how the industry should adapt.

• What does the next generation of spatial data collection look like?

• How do we handle data velocity, quality, and validation at scale?

• Are we ready to shift from passive collection to predictive sensing?

Caity Milton

Chris Robson

Clint Graumann

Stefan Amberger

David Page