p rice and c arbon t ax e ffects on g asoline and d iesel d emand by jean-thomas bernard 1 grant...

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PRICE AND CARBON TAX EFFECTS ON GASOLINE AND DIESEL DEMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics Department, University of Ottawa, [email protected] 2. Transport Canada, [email protected] 3. Economics Department and Graduate School of Public and International Affairs, University of Ottawa, [email protected]

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I NTRODUCTION Research Objectives: o Do consumers and firms respond in the same way to carbon taxes ? o Are the effects of changes in the different components that make up total energy prices the same ? That is, do tax effects differ from pure price effects ? o Also, do excise taxes have the same effects as carbon taxes ? We use the data related to the introduction of the B.C. carbon tax in 2008 to test this hypothesis.

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Page 1: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

PRICE AND CARBON TAX EFFECTS ON GASOLINE AND DIESEL DEMAND

By

Jean-Thomas Bernard1

Grant Guenther2

andMaral Kichian3

October 23, 2015

1. Economics Department, University of Ottawa, [email protected]. Transport Canada, [email protected]. Economics Department and Graduate School of Public and

International Affairs, University of Ottawa, [email protected]

Page 2: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

ORDER OF THE PRESENTATION

o Introductiono The B.C. Carbon Taxo Literature Reviewo Datao Models and Estimation Resultso Conclusion

Page 3: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

INTRODUCTIONResearch Objectives:

o Do consumers and firms respond in the same way to carbon taxes ?

o Are the effects of changes in the different components that make up total energy prices the same ? That is, do tax effects differ from pure price effects ?

o Also, do excise taxes have the same effects as carbon taxes ?

We use the data related to the introduction of the B.C. carbon tax in 2008 to test this hypothesis.

Page 4: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

THE B.C. CARBON TAX

o Broad Baseo Phase in:

o $10/tonne of CO2 on July 1st, 2008. o $5 added on July 1st every year until 2012 to

reach $30. o This is equivalent to a tax of 6.67¢/litre of

gasoline and 7.68¢/ litre of diesel.o Revenue Neutral.

Page 5: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics
Page 6: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

LITERATURE REVIEW

o Traditional Specification: no difference between oil price and tax effects.

Dahl (2012)Hughes, Knittel and Sperling (2008)

o Price and tax effects on gasoline demand.Davis and Kilian (2011)Li, Linn and Muehlegger (AEJ: EP, 2014)Rivers and Shaufele (JEEM, 2015)Coglianese, Davis, Kilian and Stock (NBER,

2015)

Page 7: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

DATAMonthly domestic sales of gasoline in litre Statistics Canada, The Supply and

Disposition of Refined Petroleum Products in Canada, Catalogue no. 45-004-X.

Monthly domestic sales of diesel in litre ibid.

Monthly regular gasoline average final price and total taxes in Vancouver, (¢/litre)

Natural Resources Canada, http://www2.nrcan.gc.ca/eneene/

sources/pripri/prices_bycity_e.cfm

Monthly diesel average final price and total taxes in Vancouver, (¢/litre)

ibid.

C.P.I. index (2007=100.0) Statistics Canada. Table 326-0020 - Consumer Price Index (CPI), 2011 basket, monthly (2002=100).

Real Gross Domestic Product at base price in 2007 $ Quarterly data provided by Conference Board of Canada.

B.C. monthly population Statistics Canada. Table 051-0005 - Estimates of population, Canada, provinces and territories, quarterly (persons).

Monthly Rainfall at Vancouver International Airport in mm http://climate.weather.gc.ca

Real effective exchange rate monthly average, C.P.I. based (2010=100.0)

Bank of Industrial Settlement (BIS).

Page 8: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

Jan-97Jul-

97Jan

-98Jul-98Jan

-99Jul-99Jan

-00Jul-00Jan

-01Jul-01Jan

-02Jul-02Jan

-03Jul-03Jan

-04Jul-04Jan

-05Jul-05Jan

-06Jul-06Jan

-07Jul-07Jan

-08Jul-08Jan

-09Jul-09Jan

-10Jul-10Jan

-11Jul-11Jan

-12Jul-12Jan

-1330.00

40.00

50.00

60.00

70.00

80.00

90.00

100.00

110.00

120.00

Monthly Gasoline and Diesel Sales (litres per capita )

Gasoline sales Diesel sales

Page 9: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

Jan-97Jul-

97Jan

-98Jul-98Jan

-99Jul-99Jan

-00Jul-00Jan

-01Jul-01Jan

-02Jul-02Jan

-03Jul-03Jan

-04Jul-04Jan

-05Jul-05Jan

-06Jul-06Jan

-07Jul-07Jan

-08Jul-08Jan

-09Jul-09Jan

-10Jul-10Jan

-11Jul-11Jan

-12Jul-12Jan

-130.00

20.00

40.00

60.00

80.00

100.00

120.00

Real Price of Regular Gasoline (2007 cents/litre)

Real Price net of carbon & excise tax Real excise tax Real carbon tax

Page 10: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

Jan-97Jul-

97Jan

-98Jul-98Jan

-99Jul-99Jan

-00Jul-00Jan

-01Jul-01Jan

-02Jul-02Jan

-03Jul-03Jan

-04Jul-04Jan

-05Jul-05Jan

-06Jul-06Jan

-07Jul-07Jan

-08Jul-08Jan

-09Jul-09Jan

-10Jul-10Jan

-11Jul-11Jan

-12Jul-12Jan

-1325.00

30.00

35.00

40.00

45.00

Real GDP per capita (2007$ in thousand)

Page 11: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

MODELS AND ESTIMATION RESULTS

Modelling Concerns (1):

July 2008: Three effects coincide (US recession, seasonality, carbon

tax)July 2009, 2010, 2011, 2012:

Two effects coincide (seasonality, carbon tax)

• In particular, the seasonal effect is very important• Need to make sure it does not mask the carbon tax effect in the

model - We assume the July seasonal effect is the same over the whole

sample

- We regress sales series on monthly dummies over 1997:1-2007:12

- We generate a new series (sales_xjuly) by subtracting the July coefficient from the sales series over 2008:1-2014:12

- Sales_xjuly already incorporates the July effect, over 2nd

subsample

- We use this series as the dependent variable in our models

Page 12: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

MODELS AND ESTIMATION RESULTSModelling Concerns (2):

Final Energy Prices include up to four components:

- pure price effects- excise tax effects- carbon tax effects (whenever applicable)- other tax effects (e.g., GST)

• Evidence suggests that price effects (inclusive of excise taxes) are different than carbon tax effects; see Rivers and Schaufele (2015)

• But price effects in these studies include excise taxes !

• Therefore, we separate total energy prices into net prices, excise taxes, carbon taxes

• We allow these three components to have possibly different impacts

Page 13: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

MODEL: GASOLINE

+ + +

+ +

- is log of real per capita gasoline sales - is log of real net prices (net of excise and carbon taxes)- is log of real excise taxes- is log of real carbon taxes- is log of real per capita Canadian GDP- are monthly dummies- is the log of rainfall

Page 14: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

ESTIMATION RESULTS: GASOLINEVariable Coefficient Std. dev. P-valueNet price -0.057 0.025 0.0231Excise tax -0.614 0.177 0.0006Carbon tax -0.176 0.035 0.0000Canadian GDP 1.266 0.595 0.0347Rainfall -0.003 0.002 0.1906Sales Lag 1 -0.598 0.061 0.0000Sales Lag 2 -0.347 0.060 0.0347

Adjusted 0.80Durbin-Watson 2.12LM serial correlation test (4 lags) P-value 0.1404ARCH(1) test test P-value 0.1191ARCH(4) test test P-value 0.6238

Page 15: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

WALD TEST RESULTS: GASOLINENull Hypothesis test P-value

Net Price = Excise Tax 0.0015Net Price = Carbon Tax 0.0056Excise Tax = Carbon Tax 0.0148

For Gasoline:

- Net price effects are significantly different than tax effects

- Excise tax effects are significantly different than carbon tax effects

- All three effects influence gasoline sales

- Excise taxes have the biggest effect, followed by carbon taxes, then by net price changes

Page 16: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

MODEL: DIESEL

+ + +

+ + + + +

- is log of real per capita diesel sales - is log of real net prices (net of excise and carbon taxes)- is log of real excise taxes- is log of real carbon taxes- is log of real per capita Canadian GDP- is log of real per capita US industrial production (manufacturing)- are monthly dummies- is a dummy for the recession period (2008Q3; 2009Q1)

Page 17: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

ESTIMATION RESULTS: DIESELVariable Coefficient Std. dev. P-valueNet price -0.011 0.055 0.8419Excise tax 0.0354 0.080 0.6567Carbon tax -0.125 0.060 0.0396Carbon tax lead 1

0.125 0.058 0.0322

Canadian GDP 2.282 0.917 0.0138US GDP -2.572 0.643 0.0001US GDP Lag 1 1.434 0.626 0.0227Dummy 1 -0.380 0.058 0.0000Dummy 2 0.354 0.075 0.0000

Adjusted 0.74Durbin-Watson 2.03LM serial correlation test (4 lags) P-value 0.6238ARCH(1) test test P-value 0.6026ARCH(4) test test P-value 0.0916

Page 18: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

WALD TEST RESULTS: DIESELNull Hypothesis test P-value

Net Price = Excise Tax N.A.Net Price = Carbon Tax N.A.Excise Tax = Carbon Tax N.A.

For Diesel:

- Net price effects are not significant for diesel sales

- Excise tax effects are not significant for diesel sales

- Only carbon taxes significantly affect diesel sales (at t and t+1)

- However, cumulative effects over the two periods are nil.

Page 19: P RICE AND C ARBON T AX E FFECTS ON G ASOLINE AND D IESEL D EMAND By Jean-Thomas Bernard 1 Grant Guenther 2 and Maral Kichian 3 October 23, 2015 1. Economics

CONCLUSION

• Carbon taxes influence consumers (gasoline market) differently than firms (diesel market)

• Within each market, the different components making up the total price have different effects on sales in that market

• Therefore, it is important to calculate emission reductions on the basis of the correct elasticities; i.e. we must account for different price and tax effects.

• B.C. neutrality calculations were done on the basis of total price elasticities ! The observed deficit is likely due to the underestimation of the consumer response to the carbon tax.