EM&V Data Extract Specification

The provided EM&V data file contains raw customer and billing data without any data preparation steps taken. Data columns are defined in the table below.

Column Name Description

opower_customer_id

Oracle Utilities unique customer identifier.

measurement_name

The name of the savings measurement.

study_name A single measurement may consist of multiple randomized controlled trials (RCT) or groups of customers. Savings for each RCT or group of customers must be calculated independently and then aggregated into a final, single result.
utility_code Oracle Utilities client abbreviation.

treatment

Artificial variable indicating the treatment status of a customer:

  • 0 = Control
  • 1 = Treatment

rct_start_date

Date marking the start of the RCT program.

This is defined as the beginning of the month in which reports are first generated for a cohort. For rolling enrollment waves, a cohort consists of all customers randomized into the wave at the same time.

customer_rct_end_date

Date that the customer was removed from the RCT program (for example, due to being inactive). This value will be NULL if the customer is still in the RCT program.

acct_active_date Customer account active date.
acct_inactive_date Customer account inactive date. This value will be NULL if the account is still active.

bill_date

Date meter was read.

usage_units

Meter usage units:

  • “kwh”
  • “therm”

usage_value

Amount of energy used over bill duration.

bill_duration_days

Bill duration in days.

is_estimate

Variable indicating whether the meter read is an estimate or not.

  • 0 = Actual read
  • 1 = Estimated read

Note: Actual reads following estimated reads contain usage for the bill period and additional usage for truing-up any error in the estimate. See Estimated Read True-Up for more information.