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data issues

When Things Don’t Work Together: The Impacts of Poor Equipment Interoperability

By The Big Why of Evaluation
After about a year since it was installed, my heat pump is finally up and running correctly! Why did it take so long? Controls issues. More specifically, because it is a dual-fuel system (an air source heat pump with a backup oil furnace) all of the components did not communicate properly with each other. The heat pump, furnace, and thermostat are all different brands and their integration was far from seamless. The system finally worked correctly switching from the primary heat (the heat pump) to the auxiliary heat (the furnace) at the specified temperature when my contractor figured out that they needed…
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Hidden Barriers to Energy Efficiency

By The Big Why of Evaluation
At their core, energy efficiency programs exist to help the market overcome barriers preventing the adoption of energy-efficient equipment or behaviors. Some barriers, like the high first cost of equipment, are obvious and often targeted, but they may mask other obstacles that are even harder to overcome. Better understanding and addressing these overlooked barriers can help programs increase their participation and savings. Commonly Addressed Barriers When developing a program, the program administrator should create a program theory/logic model (PTLM) to list the barriers preventing the adoption of energy efficiency, followed by the activities to help the market overcome these barriers, then the…
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The Case of the Wonky Solar Data

By The Big Why of Evaluation
No matter the methodology, we calculate energy savings or production using data. Sometimes, however, the data is missing or appears to be an outlier due to a variety of reasons. When this occurs we need to figure out why and how to fix it. Let’s dig into a recent issue with my solar panels as an example. The Backstory I am an unapologetic energy nerd. So it is no surprise that I love regularly looking at the online data dashboard for my home’s solar PV system. I find it so interesting that, despite the hour-to-hour changes in weather in New…
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