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Page 1: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

Copyright © 2015 The Brattle Group, Inc.

Rolling Out Residential Demand Charges

EUCI Residential Demand Charges Summit

Ryan Hledik

Ma y 2 0 1 5

P RE S ENTED T O

P RE S EN TED BY

Page 2: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 1 EUCI Residential Demand Charges Summit May 2015

So you’ve decided to roll out a demand charge…

  Transition option 1 ▀ The tariff change is made overnight ▀ “Customers will figure it out”

  Transition option 2 ▀ The transition is carefully planned ▀ It is grounded in quantitative research ▀ It is gradual ▀ It includes pre-emptive outreach

Page 3: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 2 EUCI Residential Demand Charges Summit May 2015

Throughout this presentation, I use a simple example to illustrate the rate transition

▀ The rates are revenue neutral ▀ Analysis is based on actual hourly utility load research data (~200 customers) ▀ Demand is measured as maximum (non-coincident) demand per month ▀ Demand is measured as average over a 60-minute interval

OldTwo-Part Rate

Fixed charge $10/month

Volumetric charge 11 cents/kWh

Demand charge $0

NewThree-Part Rate

$10/month

6 cents/kWh

$9/kW-month

Page 4: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 3 EUCI Residential Demand Charges Summit May 2015

The rate change will affect each customer’s bill differently

-$80

-$60

-$40

-$20

$0

$20

$40

$60

0% 20% 40% 60% 80% 100%

$/M

onth

Percentile of Customer Base

Distribution of Bill Changes

Good news: A major cross-subsidy has been removed

Bad news: Some customers will experience bill increases

More good news: Transition plans help facilitate the change for these customers

Page 5: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 4 EUCI Residential Demand Charges Summit May 2015

Several issues should be considered when transitioning customers to the new rate

Customer price response The role of enabling technology

Opt-in versus opt-out deployment

Rate transition strategies

Page 6: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

EUCI Residential Demand Charges Summit May 2015

Customer price response

Page 7: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 6 EUCI Residential Demand Charges Summit May 2015

Most assessments of bill impacts ignore likely customer response to the new rate

  Under a three-part rate, customers can reduce peak demand to lower their bill   Price response has been observed in at least 40 different experimental studies of time-varying volumetric rates over the past decade   But will customers respond to a demand charge?

Page 8: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 7 EUCI Residential Demand Charges Summit May 2015

Three experimental pilots have detected significant response to demand charges

  However… ▀ Two of the pilots are old and the

third is from a unique climate ▀ The impact estimates vary widely

▀ Findings are based on small sample

sizes

▀ New research is needed

5%

17%

29%

41%

0%

10%

20%

30%

40%

50%

Norway NorthCarolina 1

Wisconsin NorthCarolina 2

Note: The North Carolina pilot was analyzed through two separate studies using different methodologies; both results are presented here

Average Reduction in Max Demand

Page 9: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 8 EUCI Residential Demand Charges Summit May 2015

Customers will respond to a demand charge if three conditions are met   1) Customers must generally be sensitive to changes in price. If customers

are not generally sensitive to changes in the price of electricity, then they will not respond to rate changes. A customer’s degree of sensitivity to the price of electricity depends on a wide range of socio-economic variables and other factors that vary regionally.   2) The rate design change must provide the customer with a meaningful bill

savings opportunity. Customers will only respond to a rate design change if it presents them with an opportunity to reduce their bill. Otherwise, there is no compelling reason to change behavior.   3) The rate design must be actionable. Even if customers are price responsive

and the new rate provides a bill savings opportunity, customers will only respond if they know which actions will lead to those bill savings. If they do not know how or when to change their consumption pattern in order to reduce their bill, or do not understand the rate, they will not take action.

Page 10: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 9 EUCI Residential Demand Charges Summit May 2015

Is there a meaningful bill savings opportunity?

0

1

2

3

4

5

6

7

8

9

6/1/2013 6/6/2013 6/11/2013 6/16/2013 6/21/2013 6/26/2013 7/1/2013

kW o

f Dem

and

5.8 kW

x3x5

x2

x2

Top 1% ofdemand measurements

One Customer’s June Consumption Profile

YES: 30% of max demand is concentrated in the top 1% of hours

Page 11: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 10 EUCI Residential Demand Charges Summit May 2015

Is the new rate actionable? It can be, with the right customer education Responding to a demand charge does not require that the customers know exactly when the interval of maximum demand will occur If customers generally know to avoid the simultaneous use of electricity-intensive appliances, they could easily reduce their maximum demand without ever knowing when it occurs This simple message should be stressed in customer marketing and outreach initiatives associated with the demand rate The following example is a hypothetical illustration of the composition of the typical customer’s maximum demand (8.5 kW), and the benefits of staggering the use of a few key appliances

Page 12: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 11 EUCI Residential Demand Charges Summit May 2015

Staggering the use of a few key appliances could lead to significant demand reductions

Avg. Demand Over 30-min

ApplianceAvg. Demand

(kW)

Dryer 4.0

Oven 2.0

Stove 1.0

Hand iron 0.5

Misc. plug loads 0.2

Lighting 0.3

Refrigerator 0.5

Total 8.5

Flexible Load

(7.5 kW)

Inflexible Load

(1 kW)

Comments

▀ Use of some of the appliances is inflexible (1 kW)

▀ Use of other appliances could be easily staggered to reduce demand

▀ Simply delaying use of the dryer until after the oven, stove, and hand iron had been turned off would reduce the customer’s maximum demand by 3.5 kW

▀ This would bring the customer’s maximum demand down to 5 kW, a roughly 40% reduction in demand

Page 13: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 12 EUCI Residential Demand Charges Summit May 2015

We have developed a model to simulate customer response to demand charges

  The model is based on a widely accepted methodological framework that captures two key effects ▀ Load shifting in response to a change in rate structure

▀ Conservation (or the opposite) in response to a change in average rate level

  The model draws on an extensive library of customer price elasticity estimates found in pricing pilots over the past decade

Page 14: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 13 EUCI Residential Demand Charges Summit May 2015

Customers could modify consumption patterns by a significant amount

Average change

Customer max demand -5.3%

Class peak demand -1.7%

System peak-coincident demand -1.5%

Annual consumption 0.2%

Average Change in Residential Load Profile Due to Price Response

Page 15: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 14 EUCI Residential Demand Charges Summit May 2015

The change in consumption leads to lower customer bills

Distribution of Bill Changes

Page 16: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

EUCI Residential Demand Charges Summit May 2015

The role of enabling technology

Page 17: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 16 EUCI Residential Demand Charges Summit May 2015

Technology will help customers manage demand

  And third parties will compete to be the customer’s energy advisor

  Smarter demand management will be enabled by new technologies

Page 18: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 17 EUCI Residential Demand Charges Summit May 2015

Examples of enabling technologies & services   Demand limiters: Demand limiters are a technology that has been around for a long time. They prevent

the simultaneous use of multiple appliances, as specified by the owner

  Energy “orb”: The energy orb has also been around for at least a decade. It glows different colors depending on trends in stock price, weather, or any other index that the owner ties it to. In the case of demand charges, it could provide an indication that the customer is approaching certain demand thresholds

  In-home information displays: These devices display real-time information about the owner’s usage. They would help not only in alerting the customer when his demand is high, but would help the customer understand the electricity consumption of various appliances

  Smart appliances: The “connected home” is emerging as a fast growing consumer product industry segment. Companies like Nest are seeking to provide home smart automation services through networked appliances, such as the central air-conditioner. Other products are also available today that apply window air-conditioners. This network could be leveraged to manage energy consumption in many ways.

  Curtailment service providers: In the C&I sector, curtailment service providers who provide demand response programs to their clients are also working with these clients to manage their demand and reduce their demand charge. Similar services could be offered by residential DR providers

Page 19: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 18 EUCI Residential Demand Charges Summit May 2015

Technology will enable larger, more targeted demand reductions

▀ We assume that technology will allow customers to target the top 1% of demand intervals each month

▀ Response is similar to that observed in residential critical peak pricing rates

Without Tech With Tech

Customer max demand -5.3% -22.0%

Class peak demand -1.7% -3.1%

System peak-coincident demand -1.5% -3.0%

Annual consumption 0.2% 0.2%

Average Change in Residential Load Profile Due to Price Response

Page 20: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 19 EUCI Residential Demand Charges Summit May 2015

Bill savings could increase significantly with technology

Distribution of Bill Changes

Avg bill savings with tech = $140/year

Page 21: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

EUCI Residential Demand Charges Summit May 2015

Opt-in versus opt-out deployment

Page 22: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 21 EUCI Residential Demand Charges Summit May 2015

The new rate could be offered on an opt-in basis

  With an opt-in offering, customers remain on the existing rate unless they proactively sign up for the new rate   This reduces the risk that customers will be surprised by a bill change   But…   Will customers enroll?   Will this enrollment lead to revenue loss for the utility?

Page 23: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 22 EUCI Residential Demand Charges Summit May 2015

Customer enrollment in TOU rates is shown to be lower with opt-in deployment than with opt-out

▀ With good marketing and outreach, opt-in rates of 20% to 30% are feasible

▀ APS has over half of its customers on opt-in TOU rates

▀ 10% of APS’s residential customers have a demand charge

14%19% 21% 23% 24%

43%

30%

53%

79%84% 86% 90%

0%

20%

40%

60%

80%

100%

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ario

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ada

Opt-in TOU Opt-out TOU

Hashed pattern indicates heavily marketed full-scale deployment, solid bar indicates primary market research

* Utility identity is concealed because study results have not yet been made public

Residential TOU Enrollment Rates Comments

Page 24: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 23 EUCI Residential Demand Charges Summit May 2015

Opt-in enrollment will depend in part on the bill savings opportunity for customers

  One extreme approach is to assume that customers are “human supercomputers” who always choose the rate that minimizes their bill   With this assumption, a customer will enroll in the new rate even if it saves him one penny   Bill savings are the only thing that matter in this scenario; there is no consideration for factors like awareness and risk aversion   We call this the “perfect choice” scenario

Page 25: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 24 EUCI Residential Demand Charges Summit May 2015

The “perfect choice” scenario is the worst case scenario from a utility revenue perspective

Distribution of Bill Changes

  Decrease in residential revenue = 5%

Page 26: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 25 EUCI Residential Demand Charges Summit May 2015

A summary of the “perfect choice” scenario

Change

Customers opting in to new rate 52%

Utility revenue loss (%) -5%

Avg switcher's bill savings (%) -8%

Avg switcher's bill savings ($/mo) -$13

Impact Due to “Perfect Choice” Rate Switching

Page 27: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 26 EUCI Residential Demand Charges Summit May 2015

In reality, customers are not “human supercomputers”   Customers are more likely to opt-in to the new rate if it provides large bill savings, but they will not choose the bill-minimizing rate with complete certainty   Other factors will influence their enrollment decision, such as:

▀ Lack of awareness of the new rate ▀ Uncertainty about the impact of the new rate on their bill ▀ Limited time and resources at to conduct the research necessary to make

the optimal decision ▀ Perception that features of the bill-minimizing rate are negative attributes

(e.g. increased bill volatility)

  Realistic switching rates can be estimated using a “discrete choice model”

Page 28: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 27 EUCI Residential Demand Charges Summit May 2015

Illustration of the rate choice model

Page 29: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 28 EUCI Residential Demand Charges Summit May 2015

Illustration of the rate choice model

Page 30: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 29 EUCI Residential Demand Charges Summit May 2015

Realistic rate switching behavior can still lead to significant revenue impacts

Perfect Choice Realistic Choice

Customers opting in to new rate 52% 22%

Utility revenue loss (%) -5% -3%

Avg switcher's bill savings (%) -8% -9%

Avg switcher's bill savings ($/mo) -$13 -$17

Impact Due to Rate Switching

▀ One approach to mitigating the revenue impact has been to build the anticipated revenue loss into the new rate design

▀ Another approach is to recover the lost revenue from the customers who are on the old flat rate

Page 31: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

EUCI Residential Demand Charges Summit May 2015

Rate transition strategies

Page 32: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 31 EUCI Residential Demand Charges Summit May 2015

With an opt-out rate offering, a gradual transition will minimize annual bill changes

Distribution of Bill Changes by Year

Page 33: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 32 EUCI Residential Demand Charges Summit May 2015

Other available tools for making the transition include the following

▀ Temporary bill protection

▀ Tiered demand charges or ceiling on applicable demand

▀ Shadow bills

▀ Enhanced customer outreach and education

▀ Rebates for enabling technologies

▀ Separate rate for vulnerable / low income customers

Page 34: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 33 EUCI Residential Demand Charges Summit May 2015

The transition to demand charges will take time

Rate Design Pilots Impact

Analysis Transition

Plans Regulatory

Activity

Rate benchmarking Cost structure review Formation of ratemaking objectives Rate development

Pilot design Sample selection Process evaluation Customer satisfaction surveys Load impact analysis

Load impacts Bill impacts Revenue impacts Conservation impacts Societal costs & benefits

Multi-year rate rollout strategies Protections for vulnerable customers Customer education

Rate case testimony Stakeholder outreach and education Conferences, whitepapers, webinars, etc.

Page 35: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 34 EUCI Residential Demand Charges Summit May 2015

This is just the beginning! ▀ How should the new three-part rate be designed? ▀ How does the new rate design compare to that of other utilities? ▀ How will customer bills be impacted? ▀ Who will be the “winners” and “losers”? ▀ Can “vulnerable” customers be protected? ▀ How will owners of distributed generation be impacted? ▀ Will the “death spiral” be avoided or just delayed? ▀ Should the rate be opt-in, opt-out, or mandatory? ▀ Should customers be offered a menu of rate options? ▀ If there is rate choice, how will utility revenue be impacted? ▀ Should the rate be piloted before full-scale deployment? ▀ How should the pilot be designed? ▀ Will the new rate change consumption patterns? ▀ What are the financial implications of these changes in consumption? ▀ How should the consumption changes be measured? ▀ How should the rate be marketed to customers? ▀ How should the transition to the new rate be made? ▀ What tools can be offered to customers to facilitate the transition? ▀ What is the best way to present all of this to regulators? ▀ And the list goes on…

Page 36: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

2014 Comverge Utility Conference | brattle.com 35

Presenter Information RYAN HLEDIK Principal │ San Francisco, CA [email protected] +1.415.217.1018

Ryan Hledik is a Principal in The Brattle Group’s San Francisco office. Mr. Hledik specializes in the economics of policies and technologies that are focused on the energy consumer. He assists clients confronting complex issues related to the recent slowdown in electricity sales growth and the evolution of utility customers from passive consumers to active managers of their energy needs. Mr. Hledik has supported utilities, policymakers, law firms, technology firms, research organizations, and wholesale market operators in matters related to retail rate design, energy efficiency, demand response, distributed generation, and smart grid investments. He has worked with more than 50 clients across 30 states and seven countries. A frequent presenter on the benefits of smarter energy management, Mr. Hledik has spoken at events throughout the United States, as well as in Brazil, Canada, Korea, Saudi Arabia, and Vietnam. He regularly publishes articles on complex retail electricity issues. Mr. Hledik received his M.S. in Management Science and Engineering from Stanford University, with a concentration in Energy Economics and Policy. He received his B.S. in Applied Science from the University of Pennsylvania, with minors in Economics and Mathematics. Prior to joining The Brattle Group, Mr. Hledik was a research assistant with Stanford University’s Energy Modeling Forum and a research analyst at Charles River Associates.

Page 37: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 36 EUCI Residential Demand Charges Summit May 2015

About The Brattle Group The Brattle Group provides consulting and expert testimony in economics, finance, and regulation to corporations, law firms, and governmental agencies worldwide.

We combine in-depth industry experience and rigorous analyses to help clients answer complex economic and financial questions in litigation and regulation, develop strategies for changing markets, and make critical business decisions.

Our services to the electric power industry include:

▀ Rate Design and Cost Allocation ▀ Regulatory Strategy and Litigation Support ▀ Renewables ▀ Resource Planning ▀ Retail Access and Restructuring ▀ Risk Management ▀ Market-Based Rates ▀ Market Design and Competitive Analysis ▀ Mergers and Acquisitions ▀ Transmission

▀ Climate Change Policy and Planning ▀ Cost of Capital ▀ Demand Forecasting Methodology ▀ Demand Response and Energy Efficiency ▀ Electricity Market Modeling ▀ Energy Asset Valuation ▀ Energy Contract Litigation ▀ Environmental Compliance ▀ Fuel and Power Procurement ▀ Incentive Regulation

Page 38: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 37 EUCI Residential Demand Charges Summit May 2015

About The Brattle Group – Our Offices

Cambridge +1.617.864.7900

New York +1.646.571.2200

San Francisco +1.415.217.1000

Washington, DC +1.202.955.5050

London +44.20.7406.7900

Rome +39.06.48.888.10

Madrid +34.91.418.69.70

NORTH AMERICA

EUROPE

Page 39: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 38 EUCI Residential Demand Charges Summit May 2015

Further reading Berg, Sanford and Andreas Savvides, “The Theory of Maximum kW Demand Charges for Electricity,” Energy Economics, October 1983. Brown, Toby and Ahmad Faruqui, “Structure of Electricity Distribution Network Tariffs: Recovery of Residual Costs,” Australian Energy Market Commission, August 2014. Caves, Douglas and Laurits Christensen, “Econometric Analysis of Residential Time-of-Use Electricity Pricing Experiments,” Journal of Econometrics, 1980. Caves, Douglas, Laurits Christensen, and Joseph Herriges, “Modelling Alternative Residential Peak-Load Electricity Rate Structures,” Journal of Econometrics, 1984. Crew, Michael and Paul Kleindorfer, Public Utility Economics, St. Martin’s Press, NY, 1979. Hledik, Ryan. “Rediscovering Residential Demand Charges,” The Electricity Journal, Volume 27, Issue 7, August–September 2014, Pages 82–96.

Page 40: Rolling Out Residential Demand Charges - Microsoft · 2018. 2. 2. · demand charges, it could provide an indication that the customer is approaching certain demand thresholds In-home

| brattle.com 39 EUCI Residential Demand Charges Summit May 2015

Further reading (concluded) Schwarz, Peter, “The Estimated Effects on Industry of Time-of-Day Demand and Energy Electricity Prices,” The Journal of Industrial Economics, June 1984. Stokke, Andreas, Gerard Doorman, and Torgeir Ericson, “An Analysis of a Demand Charge Electricity Grid Tariff in the Residential Sector,” Discussion Paper 574, Statistics Norway Research Department, January 2009. Taylor, Thomas N., “Time-of-Day Pricing with a Demand Charge: Three-Year Results for a Summer Peak,” MSU Public Utilities Papers, 1982. Taylor, Thomas and Peter Schwartz, “A Residential Demand Charge: Evidence from the Duke Power Time-of-Day Pricing Experiment,” The Energy Journal, April 1986. Yakubovich, Valery, Mark Granovetter, and Patrick McGuire, “Electric Charges: The Social Construction of Rate Systems,” Theory and Society, 2005.