The dataset contains information about various energy efficiency improvements, detailing their descriptions, estimated energy savings, associated costs, payback periods, and applicable building types. It aims to inform stakeholders about energy-saving solutions that can be employed in residential and commercial settings.
| Improvement Type | Description | Estimated Savings (kWh/year) | Cost ($) | Payback Period (years) | Applicable Building Type |
|---|---|---|---|---|---|
| LED Lighting | Install LED bulbs in place of incandescent or CFL bulbs | 3000 | 1500 | 2.00 | Residential |
| High-Efficiency HVAC | Upgrade to a high-efficiency HVAC system | 5000 | 8000 | 3.00 | Commercial |
| Smart Thermostat | Install a smart thermostat that learns user behavior | 2000 | 250 | 1.00 | Residential |
| Insulation Upgrade | Add or upgrade insulation in attic and walls | 1000 | 4000 | 4.00 | Residential |
| Energy Star Appliances | Replace old appliances with Energy Star-rated products | 1500 | 1200 | 1.00 | Residential |
| Low-Flow Fixtures | Install low-flow showerheads and faucets | 400 | 200 | 0.50 | Residential |
| Double Glazing Windows | Replace single-pane windows with double-glazed | 1200 | 5000 | 4.00 | Residential |
| Sealing Ducts | Seal and insulate ductwork | 800 | 600 | 0.75 | Residential |
| Reflective Roof Coating | Apply reflective coating to roofs to reduce heat absorption | 500 | 3000 | 6.00 | Commercial |
| Energy Management System | Implement an energy management system | 20000 | 20000 | 5.00 | Commercial |
| Solar Panels | Install solar photovoltaic panels | 8000 | 15000 | 7.00 | Residential |
| Programmable Timers | Use timers for outdoor lighting | 300 | 50 | 0.50 | Residential |
| Wall Insulation | Add rigid foam insulation to exterior walls | 1500 | 2000 | 2.00 | Commercial |
| Variable Speed Drives | Install variable speed drives on motors | 4000 | 3500 | 1.50 | Industrial |
| Advanced Glazing | Install advanced glazing with lower solar heat gain | 800 | 4000 | 5.00 | Commercial |
| Cool Roofs | Install cool roofing materials to reflect sunlight | 1000 | 6000 | 6.00 | Commercial |
| Energy-Efficient Refrigerators | Replace old refrigerators with energy-efficient models | 600 | 1200 | 2.00 | Residential |
| Smart Power Strips | Utilize smart power strips to reduce phantom loads | 200 | 30 | 0.25 | Residential |
| Composting Toilet | Install composting toilets to reduce water usage | 100 | 2000 | 20.00 | Residential |
| Energy-Efficient Boilers | Upgrade boilers to high-efficiency units | 4000 | 10000 | 6.00 | Commercial |
| LED Exit Signs | Replace incandescent exit signs with LED signs | 200 | 50 | 0.25 | Commercial |
| Air Seal Attic | Seal air leaks in the attic | 500 | 300 | 0.50 | Residential |
| Exterior Shading Devices | Install awnings or exterior shading devices | 1000 | 1500 | 1.50 | Commercial |
| Heat Recovery Ventilator | Install a heat recovery ventilation system | 1500 | 4000 | 3.00 | Residential |
| Wind Turbines | Install small-scale wind turbines for electricity generation | 5000 | 20000 | 8.00 | Residential |
| Geothermal Heat Pump | Install geothermal heat pump for heating/cooling | 8000 | 25000 | 5.00 | Residential |
| Energy Star Windows | Replace old windows with Energy Star-rated windows | 1500 | 8000 | 5.00 | Residential |
| Energy Audits | Conduct comprehensive energy audits | 0 | 1000 | 1.00 | Residential |
| Air Conditioning Tune-up | Annual maintenance for air conditioning systems | 300 | 200 | 0.50 | Residential |
| Energy Efficient Lighting Controls | Install occupancy sensors for lighting | 600 | 400 | 0.75 | Commercial |
| Solar Water Heating | Install solar water heating systems | 3000 | 7000 | 5.00 | Residential |
| Smart Irrigation Systems | Implement smart irrigation controllers for gardens | 200 | 400 | 2.00 | Residential |
| Heat Pumps | Use air source heat pumps for heating | 2000 | 5000 | 3.00 | Residential |
| Moisture Control | Use vapor barriers in basements | 300 | 250 | 0.50 | Residential |
| Energy Efficient Wall Sockets | Install energy-efficient wall sockets to reduce leakage | 50 | 30 | 0.50 | Residential |
| Biomass Heating | Utilize biomass heating systems | 3000 | 15000 | 5.00 | Commercial |
| Thermal Imaging | Use thermal imaging to identify energy leaks | 0 | 800 | 2.00 | Commercial |
| Refrigerated Spaces Optimization | Optimize refrigerated spaces in commercial settings | 5000 | 5000 | 1.00 | Commercial |
| Energy Efficient Parking Lot Lighting | Upgrade parking lot lighting to energy-efficient options | 1500 | 2000 | 1.50 | Commercial |
| Integrated Control Systems | Implement building integrated control systems | 8000 | 15000 | 2.00 | Commercial |
| Chiller Retrofits | Retrofit existing chillers for improved efficiency | 3000 | 10000 | 3.00 | Commercial |
| Tuned Mass Dampers | Install tuned mass dampers in high-rise buildings to reduce energy use | 2000 | 50000 | 15.00 | Commercial |
| Demand Response Programs | Participate in demand response energy programs | 0 | 0 | NaN | Commercial |
| Low-E Coatings | Apply low-emissivity (Low-E) coatings to windows | 400 | 1500 | 3.00 | Residential |
| Daylighting | Design buildings to maximize natural light | 0 | 5000 | 10.00 | Commercial |
| Rainwater Harvesting | Install systems for rainwater harvesting | 1000 | 3000 | 3.00 | Residential |
| Combined Heat and Power | Install CHP systems in industrial sectors | 40000 | 200000 | 4.00 | Industrial |
| LED Streetlights | Replace traditional streetlights with LED options | 12000 | 300000 | 4.00 | Municipal |
| Microgrid Systems | Develop community microgrid systems for energy independence | 20000 | 80000 | 4.00 | Community |
| Energy Storage Systems | Install battery storage for energy management | 5000 | 12000 | 2.50 | Residential |
| Building Envelope Improvements | Upgrade building envelopes for energy efficiency | 2000 | 10000 | 5.00 | Commercial |
| On-Site Renewable Energy Generation | Encourage on-site renewable energy solutions | 10000 | 100000 | 10.00 | Community |
| Smart Grids | Implement smart grid technologies for efficiency | 0 | 500000 | NaN | Utility |
| Heat Recovery from Ventilation | Recover heat from building ventilation systems | 500 | 4000 | 8.00 | Commercial |
| Electric Vehicle Charging Stations | Install EV charging stations | 500 | 3000 | 6.00 | Commercial |
| Advanced Metering Infrastructure | Deploy advanced metering systems for energy consumption feedback | 0 | 20000 | 3.00 | Utility |
| Flexible Workspaces | Design flexible workplaces for better energy usage | 0 | 5000 | 5.00 | Commercial |
| Recycling Programs | Implement recycling programs to reduce energy waste | 0 | 1000 | 1.00 | Commercial |
| Insulating Electric Water Heaters | Insulate electric water heaters | 300 | 100 | 0.50 | Residential |
| Vertical Gardens | Install vertical gardens in commercial buildings | 200 | 1000 | 5.00 | Commercial |
| Solar Shade Systems | Use solar shades to manage heat gain | 400 | 1500 | 4.00 | Commercial |
| Integrated Energy Solutions | Combine various energy-saving solutions into one package | 1000 | 20000 | 10.00 | Community |
| Submetering for Apartments | Implement submetering in apartment buildings | 800 | 500 | 0.50 | Residential |
| Biophilic Design | Incorporate nature into building design to reduce energy usage | 0 | 15000 | 10.00 | Commercial |
| Cold Storage Optimization | Optimize temperatures in cold storage facilities | 5000 | 4000 | 1.00 | Commercial |
| Neighborhood Energy Sharing | Create platforms for sharing excess energy in neighborhoods | 30000 | 0 | NaN | Community |
| Battery-Powered Equipment | Shift to battery-powered lawn and garden equipment | 400 | 500 | 1.00 | Residential |
| Heritage Building Retrofits | Upgrade heritage buildings for energy efficiency | 2000 | 30000 | 10.00 | Commercial |
| Embedded Energy Monitoring Systems | Install embedded monitors in buildings | 0 | 2000 | 2.00 | Commercial |
| Green Roofs | Install green roofs for improved insulation | 2000 | 25000 | 5.00 | Commercial |
| Energy Performance Contracting | Engage in energy performance contracting services | 0 | 5000 | 1.00 | Commercial |
| HVAC Zoning | Implement zoning in HVAC systems for efficiency | 1500 | 3000 | 2.00 | Residential |
| Insulated Concrete Forms | Use insulated concrete forms in construction | 8000 | 20000 | 5.00 | Residential |
| Demand-Controlled Ventilation | Implement demand-controlled ventilation systems | 4000 | 8000 | 2.00 | Commercial |
| Building Energy Rating | Obtain energy ratings for buildings for better efficiency management | 0 | 3000 | 1.00 | Commercial |
| Thermal Energy Storage | Implement thermal energy storage systems | 2000 | 20000 | 10.00 | Commercial |
| Carbon Offsetting Programs | Participate in carbon offsetting programs | 0 | 0 | NaN | Community |
| Smart Building Technology | Implement smart technologies to optimize building performance | 2000 | 30000 | 5.00 | Commercial |
| Community Solar Projects | Participate in community solar energy programs | 3000 | 10000 | 3.00 | Community |
| Occupant Behavior Training | Train occupants on energy-saving practices | 0 | 2000 | 1.00 | Commercial |
| Exhaust Energy Recovery | Recover heat from exhaust air systems | 1000 | 3000 | 2.00 | Commercial |
| Noise Reduction Insulation | Install insulation for noise reduction and efficiency | 600 | 3500 | 5.00 | Commercial |
| Energy-Efficient Overhead Doors | Replace doors with energy-efficient overhead doors | 1000 | 2000 | 2.00 | Industrial |
| Electric Vehicle Fleets | Transition to electric vehicle fleets for operations | 8000 | 100000 | 10.00 | Commercial |
| Water Heating Optimization | Optimize water heating processes in buildings | 2000 | 3000 | 1.50 | Commercial |
| Low-Impact Development | Integrate low-impact development in site plans | 0 | 20000 | 8.00 | Community |
| Green Certifications | Pursue green building certifications (LEED, etc.) | 0 | 5000 | 2.00 | Commercial |
| Building Automation Systems | Deploy advanced building automation systems | 5000 | 25000 | 4.00 | Commercial |
| Reclaimed Water Systems | Implement reclaimed water systems for landscaping | 1000 | 4000 | 4.00 | Commercial |
| NATURAL VENTILATION | Utilize natural ventilation techniques to reduce cooling needs | 2000 | 5000 | 3.00 | Commercial |
| Heat Pump Water Heaters | Install heat pump water heaters for more efficient heating | 1000 | 3000 | 3.00 | Residential |
| Energy Monitoring Apps | Use mobile applications for energy monitoring and savings | 0 | 50 | 0.20 | Residential |
| Energy Storage Incentives | Take advantage of incentives for energy storage systems | 0 | 5000 | 1.00 | Residential |
| Gas Fireplace Inserts | Install gas inserts for fireplaces to improve efficiency | 400 | 2500 | 4.00 | Residential |
| Aerodynamic Ductwork | Use aerodynamic ductwork systems | 1200 | 1500 | 2.00 | Commercial |
| Hybrid Water Heating Systems | Implement hybrid water heating systems | 800 | 4000 | 5.00 | Residential |
| Energy Efficient Siding | Replace siding with energy-efficient materials | 1000 | 8000 | 7.00 | Residential |
| Energy Use Disclosure Policies | Implement policies for annual energy use disclosures | 0 | 0 | NaN | Commercial |
| Compact Fluorescent Lighting | Switch to compact fluorescent lights in commercial areas | 1500 | 700 | 0.50 | Commercial |
| Variable Refrigerant Flow Systems | Implement variable refrigerant flow HVAC systems | 2000 | 18000 | 5.00 | Commercial |
| Thermal Energy Grids | Develop thermal energy networks for communities | 10000 | 500000 | 8.00 | Community |
| Low-Carbon Transport Options | Promote low-carbon transport options for employees | 0 | 2000 | 1.00 | Commercial |
| Demand Side Management | Implement demand-side management strategies | 0 | 10000 | 3.00 | Commercial |
| Renewable Energy Certificates | Purchase renewable energy certificates for sustainability | 0 | 2000 | 1.00 | Commercial |
| Smart Building Controls | Install controls to manage energy use in real-time | 3000 | 15000 | 3.00 | Commercial |
| Seasonal Energy Efficiency Ratio (SEER) Upgrade | Upgrade HVAC units to higher SEER ratings | 2000 | 4000 | 2.00 | Residential |
| Air Purification Systems | Install air purification systems that use less energy | 600 | 2000 | 3.00 | Commercial |
| Alternative Refrigerants | Shift to low-impact refrigerants to improve efficiency | 3000 | 5000 | 4.00 | Commercial |
| Compressed Air Systems Optimization | Optimize compressed air systems for energy use | 4000 | 7000 | 2.00 | Industrial |
| Smart Home Integration | Integrate various smart home devices for energy efficiency | 500 | 1000 | 2.00 | Residential |
| Integrative Design Process | Use an integrative design process in new builds | 0 | 70000 | 10.00 | Commercial |
| Adaptive Reuse | Adapt existing buildings for new purposes with better efficiency | 1200 | 25000 | 8.00 | Commercial |
| Enhanced Energy Awareness | Create programs to raise energy awareness among building users | 0 | 2000 | 0.50 | Commercial |
| LED Traffic Signals | Switch traffic signals to LED technology | 10000 | 5000 | 0.50 | Municipal |
| Building Performance Tools | Use tools to measure and manage building performance | 0 | 15000 | 5.00 | Commercial |
| Water-Efficient Landscaping | Implement xeriscaping and native plants in landscaping | 500 | 1000 | 2.00 | Residential |
| Site-Specific Energy Plans | Create energy plans tailored for specific sites | 0 | 5000 | 1.00 | Commercial |
| Emphasis on Local Materials | Use local materials to reduce transportation-related energy use | 0 | 5000 | 8.00 | Commercial |