Challenges.

Residential buildings use more energy than necessary because heating, cooling, and insulation problems are found only after energy use rises.

Small businesses pay more for electricity because they cannot tell which equipment and processes use the most power.

Homes and businesses overload electricity networks during peak hours because they have limited ways to shift flexible uses to other hours.

Renewable electricity is wasted when electricity networks cannot deliver all the power generated where and when it is produced.

Multi-site businesses cannot see which locations use the most energy because their energy records use incompatible formats.

Power-system reliability degrades during extreme weather when generation, transmission, and storage assets are exposed to correlated hazards.

Electricity network operators cannot anticipate how storms and other climate hazards will affect multiple critical assets at once.

Working products are thrown away because owners cannot tell whether repairing them is worth the cost.

Businesses throw away surplus products while other businesses buy the same products new because sellers cannot find potential buyers quickly.

Manufacturers receive fewer products for refurbishment because customers do not know how or where to return them.

Farmers waste water because irrigation systems deliver more water than crops need in some parts of a field.

Agricultural water use remains high because irrigation schedules do not reflect soil moisture and weather conditions.

Water shortages worsen because utilities cannot tell whether a rise in demand is temporary or likely to continue.

Households use more water than necessary because consumption feedback rarely shows which daily activities are driving use.

Cities face water shortages because demand is growing faster than reliable local supply.

Contaminated water reaches consumers because problems are not detected early enough in distribution pipes.

Water-intensive industries cannot reduce consumption because they cannot identify which processes use the most water.

Communities discover water shortages only after reservoirs, underground water supplies, or local sources have already deteriorated.

Farmers cannot maintain reliable production as changing rainfall and temperatures alter growing conditions.

Public transport delays can spread across vehicles and routes because schedules and which vehicles serve which routes are tightly interconnected.

Companies operating large vehicle fleets miss fuel-saving opportunities because vehicle data does not identify inefficient driving patterns at the driver or route level.

Buses run nearly empty on some routes while passengers are left waiting on others because fixed schedules do not match changing demand.

Walking and cycling remain unsafe on some routes because pedestrian and cyclist risks are difficult to identify at street level.

Cities cannot identify where air pollution creates the greatest exposure because traffic, emissions, weather, and population data are rarely combined.

Wildlife populations decline because habitat changes are detected too late to guide conservation action.

Protected species lose habitat because changes in how land is developed or used are difficult to track at the scale and speed at which they occur.

Marine animals face concentrated exposure to vessel noise and traffic because animal distribution and vessel activity are rarely analyzed together.

Invasive species spread before conservation teams can contain them because new populations are detected after they become established.

Changing climate conditions alter where plants and animals can survive, leaving some ecosystems without suitable conditions.

Forest loss accelerates before authorities identify where ecosystem damage is becoming critical.

Land degradation spreads before its effects on soil, vegetation, and ecosystems become obvious.

Businesses cannot reduce waste because they cannot identify which processes generate the most avoidable material loss.