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Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington Hendrik Wolff

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Page 1: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Daylight Time and Energy Evidence from an Australian Experiment

Ryan Kellogg

Presentation October 2007

Department of Economics - University of Washington

Hendrik Wolff

Page 2: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Daylight Saving Time (DST):A tool for energy conservation?

• Several countries debate about DST:

- USA Energy Policy Act of 2005

”Title I Extends DST by four weeks to reduce energy consumption by the equivalent of 100,000 barrels of oil for each day of the extension.”

- Australia, UK, Japan, Korea and others are considering extending DST to curb GHG emissions

Page 3: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

We use a quasi-experiment to assess whether extending DST saves electricity

• 2000 Sydney Olympic Games:- two states in Australia began to observe DST two

months earlier than usual

• Preview of main result: - Contrary to previous DST-literature:

Extending DST does not save electricity

Page 4: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 5: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

“I say it is impossible that people lived so long by the

smoky, unwholesome, and enormously expensive light of candles,

if we had as much pure light of the sun for nothing.”

– Benjamin Franklin, Paris, 1784 –

Page 6: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

“I say it is impossible that people lived so long by the

smoky, unwholesome, and enormously expensive light of candles,

if we had as much pure light of the sun for nothing.”

– Benjamin Franklin, Paris, 1784 –

Misallocation causes Paris to consume an additional

64 million pounds of tallow and wax annually.

Page 7: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 8: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 9: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Artificial Lighting

Sleep

Page 10: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 11: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 12: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Prior studies find: extending DST into “March” saves electricity by 0.6%-3.5%

Studies are directly used by Governments to decide on DST extensions USA: 1%

New Zealand: 3.5%

Australia: 1%-3.5%

California: 0.6%

Ontario, Canada: 2.2%

However, studies are based on simulations and extrapolations, rather than empirical evidence

Page 13: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Nixon 1973: Emergency DST Energy Conservation Act

• Observational Study finds 1% savings based on ‘73-’75 DST extension in the USA

• However……technology changed…potentially confounded

Page 14: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Yellow: Regions observing DST as of 2006

Page 15: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Road Map

• Background on the event and graphical results

• Treatment effect estimation

• Testing prior DST simulation models

• Conclusions

Page 16: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Typically 3 states observe DST

Western Australia

Queensland

South Australia

(SA)

Northern Territory

New South Wales (NSW)

Victoria

• Typically: SA, NSW, and VIC observe DST from October to March

VIC

Sydney

Page 17: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

In 2000 NSW and VIC are “treated” with 2 months extended DST

Western Australia

Queensland

South Australia

(SA)

Northern Territory

New South Wales (NSW)

Victoria

• Typically: SA, NSW, and VIC observe DST from October to March

• In 2000:

NSW and VIC start DST two months earlier

VIC

Sydney

Page 18: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Policy change was not prompted by intent to conserve energy

Western Australia

Queensland

South Australia

(SA)

Northern Territory

New South Wales (NSW)

Victoria

Cited rationales• Fewer shadows on the

fields improve TV broadcasting

• Shift visitors between stadia in daylight

VIC

Sydney

Page 19: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Policy change was not prompted by intent to conserve energy

Western Australia

Queensland

South Australia

(SA)

Northern Territory

New South Wales (NSW)

Cited rationales• Fewer shadows on the

fields improve TV broadcasting

• Shift visitors between stadia in daylight

VICOlympic events confound NSW:– International tourism– Construction activities Treated state: VIC, Control state: SA

Control State

MelbourneAdelaide

Treated State

Page 20: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Time Line in 2000

August 27: DST starts in

VIC

September 15 – October 1: Sydney Olympics in NSW

October 29: DST starts in

SA

Page 21: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Time Line in 2000

August 27: DST starts in

VIC

September 15 – October 1: Sydney Olympics in NSW

October 29: DST starts in

SA

• The Olympic events present a potential confound in VIC– Increased TV ratings, Carnival events around public mega screens

• Drop Olympic period from treatment period in VIC

VIC: Treatment I VIC: Treatment II

Page 22: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

SA (control state)shows no effect of DST extension

Average half hourly electricity demand during the treatment period

Page 23: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

VIC (treated state) shows regular load pattern in control years

Average half hourly electricity demand during the treatment period

Page 24: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

VIC 2000shows intra-day shift in electricity load

Page 25: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Dataset: 1999-2005 panel of

• half hourly electricity demand & wholesale prices

• hourly weather– Temperature, Precipitation, Wind, Pressure, Sunshine, Humidity

• Day of week, school-vacation, holidays, “transition vacation days”

• Employment, Gross-State-Product, population

Page 26: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

“Difference in Differences” Mechanics

• Control structure is two-fold:

(a) spatial across states

controls for differences between states

(b) temporal over years

controls for any shock on the national level

Page 27: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

-0.10

-0.05

0.00

0.05

0.10

0.15

0.20

0.25

0 2 4 6 8 10 12 14 16 18 20 22 24

Hour

Per

cen

tag

e E

ffec

t o

n E

lect

rici

ty D

eman

dStandard DID

Page 28: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Augment standard DID model by estimating “triple-DID” Treatment Effect Model

• Triple-DID control structure is three-fold:(a) Spatial across states(b) temporal over years(c) temporal within days using early afternoon hours k …12:00-14:30

as “within” controls

• With triple-DID: we don’t depend on – nearby months and – Seasonal variations – Model robust against shocks affecting the level of any day

(demand is function of 1800 variables)ln( ) - ln( ) idh id idh h idh idh idh idh h idhq q T S Y X W

Page 29: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Half hourly treatment effects of extending DST on electricity use

-10.0

-8.0

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

8.0

10.0

6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22

Hour (Clock Time)

Per

cen

t C

han

ge

in C

on

sum

pti

on

The estimated effect of extending DST in VIC, disaggregated by half-hour, with 95% confidence intervals. Standard errors are clustered by day.

Page 30: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Testing the Electricity Saving Hypothesis

Percentage change due to DST

New Zealand

Page 31: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Testing the Electricity Saving Hypothesis

Percentage change due to DST

New Zealand

Canada (Ontario)

Page 32: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Testing the Electricity Saving Hypothesis

Percentage change due to DST

New Zealand USACanada

Page 33: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Testing the Electricity Saving Hypothesis

Percentage change due to DST

New Zealand CaliforniaCanada USA

Page 34: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Testing the Electricity Saving Hypothesis

Percentage change due to DST

New Zealand Australia Canada USA California

Page 35: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Testing the Electricity Saving Hypothesis

Percentage change due to DST

New Zealand

Australia

Canada USA California

Page 36: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Testing the Electricity Saving Hypothesis

Percentage change due to DST

New Zealand

weekdays

Canada USA California

weekends

Page 37: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Value of results

• First quantitative study to show that DST does not decrease electricity consumption, contradicting prior research

• Australia considers extending DST to cut GHG emissions

• Can we transfer the results to the U.S.?

• San Francisco: latitude & climate similar to Melbourne

• Next we examine the “California Simulation model”

Page 38: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

California identifies three benefits of extending DST

Extended DST… (1) …saves non-renewable resources

• Electricity use decrease

(2) …increases consumer welfare • Reduction in peak evening demand: price decreases • CA benefits up to $1.3 billion annually

(3) …helps to avoid extreme events • Likelihood of blackout decreases

Page 39: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

CEC 2001 Simulation

Page 40: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Simulation unable to predict intraday-change in demand

4500

5000

5500

6000

6500

Co

nsu

mp

tion

in M

eg

aw

att

s

6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23

Hour (Clock Time)

1999 Actual 1999 Simulated

2001 Actual 2001 Simulated

2000 Actual

Page 41: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Treatment in Victoria 2000 leads to a price spike

------- …………

MW

Page 42: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Conclusions I...none of the “three benefits” of extended DST could be

confirmed. The extension: - does not save electricity- increases prices - increases the critical demand spikes

…findings are of policy interest since Australia considers re-introducing the 2000-DST-schedule to curb GHG emissions

…results suggest U.S. will not benefit from extending DST

…extending DST is not a quick fix for energy conservation.

Page 43: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

U.S. Energy Bill of 2005: “If the study does not report adequate savings, Congress should consider to return to the original Daylight Savings Time schedule.”

Policy Recommendation: ….Pull out DST legislation from Energy Bills….Health Benefits? Business?

Conclusions II

Page 44: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Penetration trends of air conditioning by state

Page 45: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Characteristics of GeneratorsTwo Issues:

- “Is Real Time Pricing Green?: – Impacts of Demand Variance” (Holland & Mansur, 2004)

- Forecasting Error, DST learning

Page 46: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

National Electricity Market, Australia

Page 47: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Settlement of electricity prices in VIC, NSW, QLD and SA

Page 48: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Table 2: Summary statistics of data used from 1999 to 2001, 27 August to 27 October

Page 49: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 50: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Selection of the afternoon hours

Page 51: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 52: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 53: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 54: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Equator

00:00

02:00

04:00

06:00

08:00

10:00

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14:00

16:00

18:00

20:00

22:00

00:00

01.01.06 01.04.06 01.07.06 01.10.06 01.01.07 01.04.07 April July Oct

24:00

Jan

24:00

Dec

12:47 12:53

12:47 12:53

12:53

00:00

02:00

04:00

06:00

08:00

10:00

12:00

14:00

16:00

18:00

20:00

22:00

00:00

01.01.06 01.04.06 01.07.06 01.10.06 01.01.07 01.04.07 April Jan

12:53

12:4712:53

Page 55: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Melbourne

Page 56: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Melbourne

Page 57: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Sleep

Artifical lighting

Page 58: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 59: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 60: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 61: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 62: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 63: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 64: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 65: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington
Page 66: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

San Francisco

Page 67: Daylight Time and Energy Evidence from an Australian Experiment Ryan Kellogg Presentation October 2007 Department of Economics - University of Washington

Melbourne