taxes and emission trading - eforenergy.orgmethodology estimating abnormal returns market model...
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![Page 1: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/1.jpg)
Source: State and Trends of Carbon Pricing, May 2014, World Bank
Taxes and Emission Trading
![Page 2: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/2.jpg)
![Page 3: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/3.jpg)
Oil prices, and Various Climate policies
![Page 4: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/4.jpg)
Tough climate policies�
![Page 5: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/5.jpg)
CO2 prices
![Page 6: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/6.jpg)
CO2 prices
![Page 7: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/7.jpg)
CO2 prices SWEDISH CARBON TAX
![Page 8: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/8.jpg)
Copenhagen Failed...
![Page 9: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/9.jpg)
Paris: SuccΓ©
![Page 10: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/10.jpg)
Paris: SuccΓ© β¦ or not?
![Page 11: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/11.jpg)
Do Markets Trump Politics? Evidence from Fossil Market Reactions
Samson Mukanjari and Thomas Sterner
University of Gothenburg
February 2018
![Page 12: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/12.jpg)
Visual analysis not enough
![Page 13: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/13.jpg)
Methodology How judge `success' of Paris?
1. Event Study Methodologyβ’ Efficient Market Hypothesis
β’ Unexpected new information abnormal returns.
β’ Natural experiment.
2. Impulse Indicator Saturation (IIS)
![Page 14: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/14.jpg)
MethodologyEstimating Abnormal Returns
Market Model
πππ‘ = πΌπ + π½ππππ‘ + πππ‘ (1)πΈ[πππ‘] = 0 πππ πππ[πππ‘] = πππ
2
π΄π ππ‘ = πππ‘ β ( πΌπ + π½ππππ‘)
β’ In the absence of unexpected news, the expected value of the abnormal returns πππ‘ is zero.
Figure 1: The Event Study Time line
![Page 15: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/15.jpg)
![Page 16: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/16.jpg)
TimelineDate Event
12 Dec 2014 COP 20 in Lima ends
31 March 2015 Countries start submitting INDCs
01 Oct 2015 Deadline for submitting INDCs
30 Nov 2015 Climate negotiation start in Paris
12 Dec 2015 Agreement reached by 195 countries
22 April 2016 Paris Agreement opened for signature on Earth Day
22 April 2016 15 countries submit their instruments of ratification
3 Sep 2016 U.S. and China ratify
21 Sep 2016 55 countries ratify the agreement (first threshold)
2 Oct 2016 India ratifies
4 Oct 2016 EU ratifies (second threshold passed)
4 Nov 2016 Agreement enters into force
8 Nov 2016 COP 22 begins in Marrakech
9 Nov 2016 U.S. presidential results announced
1 June 2017 Trump announces withdrawal from Paris
![Page 17: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/17.jpg)
![Page 18: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/18.jpg)
Coal Oil Natural Solar Wind Alternative Nuclear
Gas Energy
CAAR-2,0 -4.23%
(-2.01)**
-1.74%
(-0.61)
-3.86%
(-1.23)
3.63%
(1.20)
-1.14%
(-0.75)
-0.22%
(-0.18)
-1.37%
(-1.01)
CAAR-1,0 -3.09% -2.55%
(-1.10)
-4.91%
(-1.92)*3.74% -0.26% 0.55% -0.56%
(-1.80)* (1.51) (-0.21) (0.54) (-0.51)
CAAR0 -1.48%
(-1.22)
-0.39%
(-0.24)
-2.13%
(-1.18)
4.45%
(2.55)**
0.79%
(0.90)
0.76%
(1.04)
-0.55%
(-0.70)
CAAR0,+1 -1.88%
(-1.10)
1.74%
(0.75)
-0.82%
(-0.32)
7.06%
(2.86)***
0.39%
(0.32)
1.28%
(1.24)
0.34%
(0.31)
CAAR0,+2 -0.35%
(-0.17)
-1.90%
(-0.67)
-4.68%
(-1.49)
12.91%
(4.26)***
2.15%
(1.41)
4.20%
(3.31)***
1.10%
(0.81)
CAAR-1,+1 -3.49%
(-1.66)*
-0.42%
(-0.15)
-3.60%
(-1.15)
6.35%
(2.10)**
-0.66%
(-0.43)
1.08%
(0.84)
0.33%
(0.24)
CAAR-2,+2 -3.10%
(-1.14)
-3.26%
(-0.89)
-6.42%
(-1.59)
12.09%
(3.10)***
0.22%
(0.11)
3.22%
(1.97)**
0.28%
(0.16)
CAAR-10,+2 -8.36%
(-1.91)*
-11.32%
(-1.91)*
-15.96%
(-2.45)**16.86%
(2.68)***
1.94%
(0.61)
4.74%
(1.79)*
0.79%
(0.28)
Number of stocks 1 4 3 2 1 7 1
![Page 19: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/19.jpg)
Coal Oil Solar En eff
CAR0,1 -0.0189 -0.0151** 0.0702** 0.0167
CAR0,2 -0.0036 -0.0128 0.1281** 0.0423*
CAR-1,0 -0.0308 -0.0051 0.0380 0.0090
CAR-2,0 -0.0422 -0.0075 0.0369 -0.0005
CAR-1,1 -0.0349 -0.0125 0.0638 0.0166
CAR-2,2 -0.0310 -0.0126 0.1207 0.0328
CAR0,5 0.0267 -0.0202 0.1995 0.0714*
CAR-5,5 -0.0399 -0.0202 0.1912 0.0582
CAR-10,5 -0.0533 -0.0061 0.2590 0.0739
Skip Gas, Wind, Nuclearβ¦
![Page 20: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/20.jpg)
5. Energy Indices
Coal Oil and Solar Alternative
Gas Energy
CAAR-2,0 -3.06%
(-1.25)
-0.50%
(-0.28)
3.40%
(1.20)
-0.48%
(-0.27)
CAAR-1,0 -2.05% -1.00% 4.11% 1.07%
(-1.02) (-0.67) (1.77)* (0.72)
CAAR0 -1.97%
(-1.39)
0.16%
(0.15)
3.92%
(2.39)**
1.53%
(1.46)
CAAR0,+1 -2.77%
(-1.38)
1.82%
(1.22)
5.51%
(2.37)**
2.33%
(1.57)
CAAR0,+2 -1.44%
(-0.59)
-0.35%
(-0.19)
11.70%
(4.12)***
5.84%
(3.21)***
CAAR-1,+1 -2.84%
(-1.16)
0.65%
(0.36)
5.70%
(2.00)**
1.86%
(1.02)
CAAR-2,+2 -2.53%
(-0.80)
-1.01%
(-0.43)
11.18%
(3.05)***
3.82%
(1.63)
CAAR-10,+2
-7.47%
(-1.46)
-6.74%
(-1.78)*
18.76%
(3.17)***
6.09%
(1.61)
![Page 21: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/21.jpg)
![Page 22: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/22.jpg)
6 Paris Coaldiff countriesNo effect in China, Japan, Russia etcUS big cumulativebut not sign.
Australia India Indonesia South Africa
CAAR-2,0 -3.87% 5.37% -2.08% -3.25%
(-1.23) (1.69)* (-1.27) (-1.03)
CAAR-1,0 -3.41% 5.17% -0.24% -5.81%
(-1.32) (1.99)** (-0.18) (-2.26)**
CAAR0 -2.55% 2.81% -0.04% -3.68%
(-1.40) (1.53) (-0.04) (-2.03)**
CAAR0,+1-5.94% 1.28% 1.09% -2.44%
(-2.31)** (0.49) (0.82) (-0.95)
CAAR0,+2-5.19% -0.89% -0.08% 2.86%
(-1.65)* (-0.28) (-0.05) (0.91)
CAAR-1,+1 -6.76% 3.64% 0.89% -4.57%
(-2.14)** (1.14) (0.54) (-1.45)
CAAR-2,+2 -6.39% 1.68% -2.12% 3.30%
(-1.57) (0.41) (-1.01) (0.81)
CAAR-10,+2 -9.63% -0.33% -7.37% -6.02%
![Page 23: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/23.jpg)
8 Cumulative effects of TrumpCoal Oil Natural Solar Wind Alternative Nuclear
Gas Energy
CAAR-5,-1 -2.81%
(-0.83)
-1.79%
(-0.48)
-3.49%
(-0.44)
-1.33%
(-0.41)
-2.88%
(-1.52)
-0.76%
(-0.50)
0.27%
(0.17)
CAAR0
0.45%
(0.29)
0.84%
(0.50)
1.02%
(0.29)
-6.44%
(-4.48)***
-4.38%
(-5.17)***
-2.83%
(-4.18)***
-4.49%
(-6.41)***
CAAR0,+1
-1.71%
(-0.80)
0.98%
(0.42)
0.45%
(0.09)
-6.76%
(-3.33)***
-7.46%
(-6.23)***
-3.55%
(-3.71)***
-3.73%
(-3.77)***
CAAR0,+2
-2.50% -1.19% -2.26% -8.17% -8.00% -2.88% -5.06%
![Page 24: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/24.jpg)
10 Coal industryreactions in other countriesto TrumpelectionUS industriesvery positive
Australia Indonesia Thailand South Africa
CAAR-5,-1 -2.65%
(-0.79)
6.70%
(1.53)
1.16%
(0.34)
-1.37%
(-0.39)
CAAR0 -4.34%
(-2.88)***0.48%
(0.25)
3.58%
(2.34)**
1.52%
(0.96)
CAAR0,+1 -1.39%
(-0.65)
4.66%
(1.69)*
3.39%
(1.56)
4.64%
(2.08)**
CAAR0,+2 -0.73%
(-0.28)
6.16%
(1.82)*
4.05%
(1.53)
6.46%
(2.37)**
CAAR0,+5 -3.51%
(-0.95)
0.46%
(0.10)
0.18%
(0.05)
1.56%
(0.41)
Number of stocks 24 15 5 8
![Page 25: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/25.jpg)
![Page 26: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/26.jpg)
![Page 27: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/27.jpg)
![Page 28: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/28.jpg)
IIS Results
Six additional dates identified by IIS:
1. 4 March 2015
2. 05 March 2015
3. 20 May 2015
4. 19 June 2015
5. 16 December 2015
6. 22 December 2015
All associated with significantevents in fossil and renewablemarkets.
Impulse indicator saturation detected climate-related political and market events between January 2015 and 2017
Paris
-1
4D
ec2
01
5
9N
ov
US
election
s
![Page 29: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/29.jpg)
Other Dates
β’ Premier Li Keqiang said Beijing would move forward with a proposal to reduce energy intensity and hold down coal consumption growth in βkey areasβ (Herald Sun, 5 March 2015 23:36)
β’ On 5 March 2015, Bloomberg also reported that energy storage in the US will more than triple
β’ 20 May. President Hollande gave an important speech at UNESCO voicing concern for how difficult the Paris negotiations would be
β’ On 19 June, negative returns for renewables could be explained by several pieces of bad news for wind power in the UK, with large protests against investments and, simultaneously, news of important reductions in UK subsidies
![Page 30: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/30.jpg)
PARISβ’Limited market response
β’Contrast media huge `success'.
Two key words:
1.Surprising
2.Strong
![Page 31: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/31.jpg)
Conclusionβ’No significant effects for coal.
β’Unexpected ?
![Page 32: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/32.jpg)
Conclusionβ’Little effect of Paris
β’What about Trump?
β’Again: little effect.
β’Some + renewables, but small
![Page 33: Taxes and Emission Trading - eforenergy.orgMethodology Estimating Abnormal Returns Market Model πππ‘= π+ ππππ‘+πππ‘ (1) πΈ[πππ‘]=0ππππππ[πππ‘]=ππ](https://reader033.vdocument.in/reader033/viewer/2022041803/5e5265b82a288049c6794824/html5/thumbnails/33.jpg)
Conclusionβ’No significant effects for coal.
β’Unexpected ?
β’What about Trump?
β’Again: little effect.
β’Some + renewables, but smallβ’No Copenhagen fairness. No Price. No Paris