Understanding Energy Retrofits Through AI

We analyze energy performance contracts to derive impactful policy implications for residential energy retrofits, ensuring optimal understanding through iterative research design and AI methodologies.

A residential area featuring modern, flat-roofed houses with large windows and solar panels. The homes are surrounded by trees and partially obscured by foliage. In the background, an urban skyline is visible under an overcast sky.
A residential area featuring modern, flat-roofed houses with large windows and solar panels. The homes are surrounded by trees and partially obscured by foliage. In the background, an urban skyline is visible under an overcast sky.
Our Research Design Process
Data-Driven Policy Implications

Our approach begins with domain understanding, extending business insights to analyze energy retrofits, ensuring continuous evaluation and iteration for effective data-driven solutions in residential energy efficiency.

Domain Understanding

Analyzing energy retrofits in residential buildings for policy implications.

A densely packed facade of a high-rise residential building with numerous windows spaced evenly across multiple floors. The building features a repetitive pattern with light brown and beige exterior colors, contrasted by green-tinted window glass. Air conditioning units are visible below many of the windows.
A densely packed facade of a high-rise residential building with numerous windows spaced evenly across multiple floors. The building features a repetitive pattern with light brown and beige exterior colors, contrasted by green-tinted window glass. Air conditioning units are visible below many of the windows.
Research Design

Iterative steps ensure optimal data understanding and AI approaches.

Modern buildings with flat rooftops featuring solar panels, set against a bright blue sky with fluffy white clouds.
Modern buildings with flat rooftops featuring solar panels, set against a bright blue sky with fluffy white clouds.
Data Analysis

Deriving insights for effective energy retrofit policies and strategies.

A multi-story brick building with a tiled roof is partially obscured by vegetation in the foreground. The structure features multiple windows and solar panels on the roof, suggesting an environmentally conscious design.
A multi-story brick building with a tiled roof is partially obscured by vegetation in the foreground. The structure features multiple windows and solar panels on the roof, suggesting an environmentally conscious design.
A scenic view of a residential area with houses featuring colorful facades, surrounded by lush green hills. The house in the foreground has an orange color, while the one next to it has solar panels installed on the roof, reflecting a focus on renewable energy. In the background, a mountainous landscape stretches into the distance under a cloudy sky.
A scenic view of a residential area with houses featuring colorful facades, surrounded by lush green hills. The house in the foreground has an orange color, while the one next to it has solar panels installed on the roof, reflecting a focus on renewable energy. In the background, a mountainous landscape stretches into the distance under a cloudy sky.
Policy Implications

Final step focuses on actionable insights from research findings.

Continuous Evaluation

Ensuring optimal understanding through iterative evaluation of processes.

Contact Us for Domain Understanding

Reach out for insights on energy retrofits in residential buildings.

A residential area with closely packed buildings featuring various architectural styles. The rooftops are predominantly covered with red and gray tiles, and some have solar panels. Several chimneys and brick structures are visible, along with bare winter trees and a cloudy sky.
A residential area with closely packed buildings featuring various architectural styles. The rooftops are predominantly covered with red and gray tiles, and some have solar panels. Several chimneys and brick structures are visible, along with bare winter trees and a cloudy sky.