In Taiwan’s high mountain regions, winter heating is often necessary in primary and secondary schools to maintain a comfortable indoor environment. However, the absence of standardized heating regulations from the Ministry of Education and the potential mismatch with local government standards can impact students’ learning outcomes. This research survey found that nearly half of the schools in these areas lack adequate insulation, creating challenging learning environments. This study simulated air conditioning energy use in high mountain schools to assess the impact of altitude, wall properties, and glass heat transfer rates on heating and cooling energy consumption. Results showed that at 2200 meters altitude, raising the heating temperature by 1 degree Celsius increased Energy Use Intensity (EUI) by 0.55 kWh/(m2.yr). Reducing window heat transfer by 0.5 W/(m2.K) annually, with a 3.5 W/(m2.K) wall heat transfer rate, decreased EUI by about 1.16 kWh/(m2.yr). Improving energy efficiency (CSPF) by one level with the same wall heat transfer rate reduced EUI by 0.67 kWh/(m2.yr).Simulation of heating and cooling loads across different floors at 2200 meters altitude revealed that third-floor classrooms had the lowest heating load due to sunlight, while second-floor classrooms with minimal radiant heat had the highest heating demand.