Northwestern Events Calendar

Oct
19
2016

WED@NICO SEMINAR: Mar Reguant, Dept of Economics, Northwestern University "(Machine) Learning from Schools about Energy Efficiency"

When: Wednesday, October 19, 2016
12:00 PM - 1:00 PM CT

Where: Chambers Hall, Lower Level, 600 Foster St, Evanston, IL 60208 map it

Audience: Faculty/Staff - Student - Public - Post Docs/Docs - Graduate Students

Contact: Yasmeen Khan   (847) 491-2527

Group: Northwestern Institute on Complex Systems (NICO)

Category: Academic

Description:

Speaker:

Mar Reguant - Assistant Professor, Department of Economics, Weinberg College of Arts & Sciences, Northwestern University.

Talk Abstract:

We study the impacts of energy efficiency investments at public K-12 schools in California. Our empirical setting offers two advantages. First, schools provide a rare laboratory to analyze energy efficiency as there are thousands of them, all pursuing very similar economic activities but exposed to different outdoor temperatures and with different existing infrastructures. Second, we make use of high frequency metering data—electricity consumption every fifteen minutes—to develop several approaches to estimating counterfactual energy consumption absent the energy efficiency investments. In particular, we use difference-in-difference approaches with rich sets of fixed effects. We also implement a novel machine-learning approach to predict counterfactual energy consumption at treated schools, and validate the approach with non-treated schools. Using both approaches, we find that the energy efficiency projects in our sample reduce electricity consumption between 2 to 4% on average, which can result in substantial savings to schools. We compare the estimates of the actual energy savings generated by measures to ex ante engineering estimates of savings, and, in ongoing work, compare the costs of installing measures to our estimates of the value of energy saved to come up with measure-specific cost-benefit metrics.

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