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© Chikage Miyoshi Cranfield University
Dr Chikage Miyoshi
Centre for Air Transport Management
Cranfield University
22nd April 2015
1
Assessing the equity impact of the European Union Emission Trading Scheme on an African airline
Institute for Transport Studies, University of Leeds
2
Agenda
3
Ø A Single Market o Global Aviation and its Dilemma in International Climate Negotiations
Ø Assessing the equity impact of the European Union
Emission Trading Scheme on an African airline
* Benefit of ‘ Air Transport’ ?
* Negative effect?
4
5
Approaching environmental issues
Economic
Socio cultural
Political consideration
Externalities
7
Emissions from Airport
Sustainable development
• Social Cost = Private Cost + External Cost Air Pollution Accident Wild life, Nature Noise Waste Green House Gas
Fuel /energy Labour Facilities Administration
• Social Benefit = Private Benefit + External Benefit
Profit Value of time Less accident Peace Working opportunity Happiness
8
© Chikage Miyoshi Cranfield University
Further development:
9
Environment is the key
Increase capacity and demand
Minimise nega1ve externali1es and cost &
Maximise benefits
10
Strong Policy Driver
1992 1997
" United Nations Framework Convention on Climate Change
" Entered into force in 1994 signed by 166 countries, 196 parties in 2014.
" Combat: GHG emissions Global warming Climate change
" Ratified by 176 countries, has been ratified 192 of the UNFCCC parties in 2014
" Entered into force in 2005 " Achieve a reduction of 5% of 1990’s GHG
emissions in 2012
To stabilise GHG concentration in the atmosphere To promote sustainable technologies to grant an environmentally less harmful economic growth
• Annex I countries – recognised as industrialised countries and economies in transition (EIT)
Annex I countries- developed countries to pay cost of developing countries
11
Without Canada (in 2011)
40 countries and the EU accounted for 61% of GHG in 2009
Japan, Canada, Russia would not take the post 2012.
• An international agreement linked to the United Nations Framework Convention on Climate Change
• It sets the binding targets for reducing greenhouse gas (GHG) emissions.
• An average of 5% against 1990 levels over the five year period 2008-2012
• The end of the first commitment period of the Kyoto protocol in 2012
Adopted in Kyoto, Japan, on 11 December 1997 and entered into force on 16th February 2005
The Kyoto mechanisms Monitoring emission targets
Excluding international aviation
Kyoto Protocol
12
• Emission trading Assigned Amount Units (AAUs) • Clean development mechanism (CDM) Certified Emission Reduction (CER) • Joint implementation (JI) Emission Reduction Units (ERUs)
The Kyoto mechanisms
Kyoto Protocol
13
• Emission trading Assigned Amount Units (AAUs) • Clean development mechanism (CDM) Certified Emission Reduction (CER) • Joint implementation (JI) Emission Reduction Units (ERUs)
Every country has been assigned an amount of Assigned Amount Units (AAUs). These units are calculated in tons of CO2 equivalent (CO2-e). To ease the accounting of the sixe different GHG, offending gases are weighted by their global warming potential.
c.f. EUA : European Union Allowance
2003 ‘The Future of Air Transport White paper’ 2006 ‘The Stern review’ 2006 ‘The Future of Air Transport Progress Report’ 2007 ’Towards a Sustainable Transport System’-Supporting Economic Growth in a Low Carbon World’
Aims to maximise the overall competitiveness and productivity of the national economy and to reduce transport’s emissions of GHS, with desired outcome of avoiding climate change
Focus on the aviation emissions
UK Government Policy for transport
In Europe
" Cap & trade system " 30 countries involved " Started in 2005 " Objective: 21% reduction by
2020 compared to 2005 " Encourage investments in clean
and green system " 11,500 installations of heavy
emitters, representing 42% of Europe GHG (only CO2).
European Emission Trading Scheme
Individual and independent of any binding protocol under the UNFCCC
The EU ETS does not cover the Global GHG emissions.
Directive 2008/101/EC to include aviation
The EU ETS (Emissions Trading Scheme)
Proposal for a directive of the European parliament and of the council, amending Directive 2003/87/EC so as include aviation activities in the scheme for greenhouse gas emissions allowance trading within the Community’
http://ec.europa.eu/environment/climat/aviation/index_en.htm
More information:
European Commissions
16
• Phase I ran from 1 January 2005 to 31 December 2007 and was a 'learning
by doing phase'; • Phase II ran from 1 January 2008 to 31 December 2012 and includes
revised monitoring and reporting rules, more stringent emissions caps and additional combustion sources;
• Phase III, which runs from 1 January 2013 to 31 December 2020, brings
major changes including, harmonised allocation methodologies and additional greenhouse gases and emission sources.
How does the EU ETS work?
17
• Companies exchanges units of EUA(European Union Allowance)
• The EU ETS allows firms to bank and borrow allowances between years within a trading phase.
• Firms can cover a short position by using previous unused units(banking) or by using permits allocated to following years (borrowing)
18
EU-ETS time line
" Learning phase
" Carbon price " NAP " Free allocation
" 10% less allocations
" 1st Kyoto commitment period
" Free allocation " More sources
" 20% less emissions in 2020 compared to 2005
" Each year: 1,7% less allowances
" More GHGs and sources
The EU ETS
0
20
40
60
80
100
120
140
160
180
200
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
Phase II Phase I
Auctioning
Reserve Historical base Monitoring
Car
bon
emis
sion
s
Free allowance
Phase III
97%
95%
20
How does the EU ETS work?
21
Carbon tax or ETS
Source: World Bank (2014)
US30 billion in 2013
• Significant share of vehicles
• But significant growth of aviation
• And the further growth is forecasted by the Government
Source: Defra(2007)
Balance between the air travel growth,
economy and environment
Why aviation?
22
Global sectoral approach for aviation industry required IATA, 22 September 2009
The Copenhagen Climate Negotiations (COP 15) , December 2009
ICAO ‘High-level Meeting on International Aviation and Climate Change’ 7-9 October 2009
• Aviation should be treated as a separate sector rather than by country • The global solution trough ICAO is the best way to reduce remissions • US support at ICAO meeting is critical
Towards Post-Kyoto
• A global agreement on climate change by 2015 • The Durban (COP 17)platform: the international agreement by 2015 and
implementation in 2020 • Further mechanism include. Carbon market and finance
Doha COP 18, November December 2012
The 39th Session of the ICAO Assembly , 2016
The 38 th Session of the ICAO Assembly’, September to October 2013
Post-Kyoto
The amendment of the Kyoto Protocol from 2013 to 2020
• A global MBM scheme by 2015 for decision in 2016
• Annex I countries – recognised as industrialised countries and economies in transition
Annex I countries- developed countries to pay cost of developing countries
25
Canada withdrew in 2011
Japan and Russia are out from the second commitment.
STOP the clock on the EU ETS
26
EU suspends aviation inclusion in ETS for international flights
The 38th ICAO assembly (24th September-4th October 2013)
1 kg Jet Fuel = 3.156 kg carbon
27
Source: ICAO (2013)
Traffic Growth and fluctuation
1 kg Jet Fuel = 3.156 kg carbon
28
Fuel and Carbon emissions
Volatile Carbon price
29
EU ETS Phase II and the first Kyoto Commitment
Oversupply in CERs and EUAs
0
50
100
150
200
250
300
350
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
Inde
x (1
986
= 10
0)
RPK (all regions)Average stage distance flown(kms)Fuel (g)/pkmTotal fuel consumption per year (tonnes)Total fuel consumption per ATK
Source: Miyoshi and Mason (2009)
Fuel consumption increased by 4% p.a
Fuel efficiency improved by 2% p.a
Fuel efficiency trend-AEA airlines
31
Abatement measures
Marginal abatement cost curve
£ tonne CO2
32
CO2 tonne saved
-£100
£300
Carbon price
33
Assessing the equity impact of the European Union Emission Trading Scheme on an African airline
© Chikage Miyoshi Cranfield University
34
The first multi national emission trading scheme
Motivation: The EU ETS including aviation
Many regulatory issues and objections under the Chicago Convention and the Kyoto Protocol, ratified countries have different responsibilities and roles based on
whether they are Annex I country or Non-Annex I country.
‘ Stop the Clock action’ in November 2012 and ‘ Decision’ in 2013
A global MBM ( market based mechanism) led by ICAO in 2016 and will be implemented in 2020.
De minis consideration ( a developing country contributing less than one per cent of global aviation emissions.
The EC proposed to amend the 2003 ETS Directive in February 2014
© Chikage Miyoshi Cranfield University
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• Airlines’ network and reconfiguration ( Albers et al., 2009: Derigs and Illing, 2013)
Previous studies
• The additional costs and effects on fares ( Scheelhaase and Grimme, 2007; Scheelhaase et al, 2010; Morrell, 2007; Yuen and Zhang, 2011)
• The impact on airlines industry and macroeconomic activity ( Anger, 2010)
Only minor impacts on costs, networks, and emission reductions for European airlines ( Derigs and Illings, 2013) and US carriers (Malina et al, 2012)
For Non- Annex airlines, it is crucial to discover how to engage and make use of the EU ETS(Zhang and Wei, 2010)
It is effective only if aggressive measures are implemented (Degres and Illing, 2013;Sgouridis et al, 2011; Verspermann and Wald, 2010)
© Chikage Miyoshi Cranfield University
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To measure the equity effects of the aviation EU ETS on a non-Annex I country’s airline by comparing it
with airlines in Annex I country.
Research Objective
All itineraries via London (LHR)- and Johannesburg(JNB) in 2011 British Airways (BA), Virgin Atlantic Airlines(VS), South African Airlines (SA) and others
Assumption: the original ETS system design
Case 1 : the actual fleet strategy by airline in 2011
Case 1 : BA and SA change aircraft to efficient fleet
Limitations: only one route is analysed. Network and revenue managements are more complex and dynamic.
© Chikage Miyoshi Cranfield University
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Methodology and data used
Step 1: Model 1: estimate emissions by airline
Step 4 Model 3: estimate consumer welfare change by group due to the impact of the EU ETS
Step 2: estimate the additional cost on fare by airline
Step 3 Model 2: estimate the market share change by airline, which is caused by fare increase due to the EU ETS
Data used: OAG (2012) PaxIS (2012)
UK CAA (2012) BADA 3.6(2006)
© Chikage Miyoshi Cranfield University
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Methodologies and data used
The more refined tier 2 methods
LTO cycle CO2 emissions calculation Aircraft type
Stage length
Altitude Aircraft type Cruise cycle
Fuel Consumption calculation
BADA aircraft performance data
table
Cruise cycle CO2 emissions calculation
EEA Emissions
data Inventories Guide book
The Total CO2 emission On each route
Source: Miyoshi and Mason (2009)
Fuel consumption and emission Calculation methodology
© Chikage Miyoshi Cranfield University
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Methodologies and data used
© Chikage Miyoshi Cranfield University
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NECTAR 2014 Cluster 1 meeting on Networks
𝑃𝑛𝑖 = exp(𝑉𝑛𝑖 )
∑ exp(𝑉𝑛𝑗 )𝑗∈𝐶𝑛
𝑉𝑛𝑗 = 𝛽1𝑇𝑖𝑚𝑒𝑛𝑗 + 𝛽2𝐹𝑎𝑟𝑒𝑛𝑗 + 𝑆𝑡𝑜𝑝𝐷𝑢𝑚𝑚𝑦𝑛𝑗 + 𝜀𝑛𝑗
𝜂𝐹𝑎𝑟𝑒 𝑖𝑃𝑗 = δ𝑃𝑗
𝛿𝐹𝑎𝑟𝑒 𝑖∗ 𝐹𝑎𝑟𝑒 𝑖
𝑃𝑗= (1 − 𝑃𝑖) ∗ 𝐹𝑎𝑟𝑒𝑖 ∗ 𝛽𝐹𝑎𝑟𝑒
𝜂𝐹𝑎𝑟𝑒 𝑖𝑃𝑗 =
δ𝐹𝑎𝑟𝑒𝑖𝐹𝑎𝑟𝑒𝑖
∗ 𝐴𝑀𝐸
∆𝑊𝑖𝑗 = −' 𝑃𝑖𝑗1𝐶𝑖𝑗𝑗
−12'(𝑃𝑖𝑗0 − 𝑃𝑖𝑗1 )𝐶𝑖𝑗 𝑗
+12'(𝑃𝑖𝑗0 − 𝑃𝑖𝑗1 )𝐶𝑎𝑟𝑏𝑜𝑛𝑖𝑗𝑗
Model 2
Model 3
where =1,2,3 ; j∈C_n are alternatives in the choice set C for individual n ; Pni is the probability of the individual n choosing airline i on the route; and Vni is a deterministic utility for the j alternative of individual n.
where 〖Fare〗_i is the attribute of the i alternative; and β_Fare is the estimated coefficient of the fare. In addition, the elasticity of fares can be obtained by average marginal effects (AME) of fare change as below.
where ∆W_ij is the welfare change of individual passenger i on airline j,P_ij is the probability an individual passenger i taking a trip with airline j,C_ij is the cost of carbon charges on the trip by passenger i with airline j,; 〖Carbon〗_ij is the cost of carbon damage on the trip by passenger i on airline j , 0 denotes ‘before the ET ETS’ and 1 denotes ‘after the EU ETS’.
© Chikage Miyoshi Cranfield University
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All London (LHR)- Johannesburg(JNB) routes
Number of departures Per year
Number of seats
supplied Per year
Number of passengers carried Per year
Seat Configuration
Number of passenger on flight
Average load factor
Average fare JNB-‐LHR (USD)
Average fare LHR-‐JNB (USD)
British Airways (BA) 728 255,528 195,482 351 269 0.77 1,433 1,538
Virgin Atlantic (VS) 365 127,118 92,354 348 253 0.73 930 956
South African Airlines (SA) 677 192,841 132,256 285 195 0.69 918 1,043
Source: Traffic data (UK CAA, 2012) and average fare (IATA, 2012)
Main players ( BA :42% and SA :38%)
© Chikage Miyoshi Cranfield University
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Data and assumptions used
Aircraft type Seat Block fuel (kg)
Number of departures Per year
Capacity Share (%)
Case 1 (The current Fleet) in 2011
BA B747 337 104,728 728 41%
SA A330-‐200 222 55,714 259 15% A340-‐300 253 63,644 167 9% A340-‐600 317 81,679 252 14%
VS B747 451 104,728 116 7%
A340-‐600 308 74,706 249 14%
Case 2 ( Expected
fleet)
BA B787-‐900 250-‐290 48,366 728 41%
SA A330-‐200 222 55,714 259 15% A340-‐300 253 63,644 167 9% A340-‐600 317 74,706 252 14%
VS B787-‐900 250-‐290 48,366 116 7% A340-‐600 308 74,706 249 14%
Note: case 1 is based on the actual aircraft type used in 2011. Case 2 is based on the assumptions that BA and VS switch aircraft type from B747 to B787-900.
© Chikage Miyoshi Cranfield University
44
Additional cost per passenger by airline
Additional cost per passenger
Low Medium High €7 per tonne €15 per tonne €30 per tonne
Case 1 BA 5.5 11.7 23.4 VA 3.9 8.4 16.8 SA 3.9 8.3 16.7
Case 2 BA -‐0.2 -‐0.4 -‐0.8 VS 2.0 4.3 8.7 SA 3.9 8.3 16.7
BA’s carbon cost is the highest in case 1, however, they can obtain the additional carbon when their fleet is renewed.
© Chikage Miyoshi Cranfield University
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The equity effect change by airline and route Carbon price
Case
Carriers
LHR-‐JNB (the South bound route) JNB-‐LHR (the North bound route)
Market share (%) Before ETS
Market share (%) After ETS
Carbon cost per
passenger (USD)
After ETS
Carbon saving per passenger (USD)
Consumer welfare
change per passenger (USD)
Market share (%) Before ETS
Market share (%) After ETS
Carbon cost per
passenger (USD)
After ETS
Carbon saving per passenger (USD)
Consumer welfare
change per passenger (USD)
Low
(€7 per tonne)
1 BA 46.5 47.9 5.3 0 -‐5.33 46.5 48.2 5.3 0 5.31 VS 22 19.7 4.38 0 -‐4.26 22 20.1 4.34 0 -‐4.39 SA 31.5 31.4 3.91 0 -‐3.91 31.5 31.7 3.9 0 -‐3.91
2 BA 46.5 46.5 -‐0.18 2.8 3.01 46.5 47.1 -‐0.18 0.66 3.01 VS 22 20.8 2.14 1.0 -‐1.16 22 21.2 2.13 0.22 -‐1.15 SA 31.5 31.4 3.91 0 -‐3.91 31.5 31.8 3.9 0 -‐3.91
Medium
(€15 per tonne) 1
BA 46.5 49.5 11.0 0 -‐11.07 46.5 50.2 11.07 0 -‐11.04 VS 22 16.7 11.1 0 -‐10.8 22 17.9 10.6 0 -‐10.68 SA 31.5 31.2 8.4 0 -‐8.4 31.5 32 8.39 0 -‐8.39
2 BA 46.5 46.4 -‐0.39 6.1 6.45 46.5 46.5 -‐0.39 6.05 6.44 VS 22 19.5 4.89 2.3 -‐2.65 22 22.0 4.34 2.04 -‐2.3 SA 31.5 31.2 8.4 0 -‐8.42 31.5 31.5 8.35 0 -‐8.35
High
(€30 per tonne)
1 BA 46.5 52.4 20.8 0 -‐20.9 46.5 52.3 20.8 0 -‐20.8 VS 22 12.2 30.3 0 -‐29.5 22 13 28.5 0 -‐28.9 SA 31.5 31 17.0 0 -‐16.9 31.5 31.1 16.9 0 -‐16.9
2 BA 46.5 46.3 -‐0.79 12.5 12.9 46.5 46.4 -‐0.79 12.14 12.9 VS 22 17.0 11.2 5.3 -‐6.1 22 17.4 10.96 5.16 -‐5.9 SA 31.5 31 16.9 0 -‐17.0 31.5 31.2 16.9 0 -‐16.9
© Chikage Miyoshi Cranfield University
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The results: LHR-JNB with low carbon price(€7 per tonne)
Small difference for both carbon cost and welfare
Case 1 ( the actual data in 2012) Case 2 ( BA and VS fleet change after the free allocation)
© Chikage Miyoshi Cranfield University
47
The results: LHR-JNB with Mid carbon price (€15 per tonne)
Difference among airlines becomes larger.
Case 1 ( the actual data in 2012) Case 2 ( BA and VS fleet change after the free allocation)
© Chikage Miyoshi Cranfield University
48
Findings
• Fuel-efficient aircraft and passengers on both Annex-I and non-Annex I airlines could benefit from reductions in fuel consumption and CO2 emissions.
• a fleet renewal strategy provides significant benefits in terms of carbon costs. However, this strategy requires a large amount of investment and time. The burden of fleet renewal could be much larger for some non-Annex I airlines compared to Annex I airlines due to capital and financial access, including higher discount rates charged to non-Annex I airlines.
• The economic instrument is effective. However, it is very limited unless the carbon price is very high.
a more restrictive system design (Vespermann and Wald, 2011). Therefore, more aggressive regulation is required (Derigs and Illing, 2013).
© Chikage Miyoshi Cranfield University
49
Policy proposals and the further study
• There are some equity gaps between the Southbound and Northbound routes as well as between Annex I and non-Annex I carriers. This aspect also should be considered with regard to changing the system or implementing the global market mechanism in the future. The carbon price should be higher for an effective mechanism, but the equity difference will be greater among airlines and passengers.
• One way of moderating the equity gap between Annex I and non-Annex I airlines could be a fairer distribution of revenue from the EU ETS. Under the general EU ETS legislation, the current distribution methods are unclear on where revenue goes and how it is spent within the EU. One option could be transparent and direct redistribution to each participant, which would compensate for equity issues among airlines and countries. This issue needs to be analysed in any further research.
© Chikage Miyoshi Cranfield University
Thank you so much indeed
50
Chikage Miyoshi E-‐mail: [email protected]
References
Transportation Research Board (2008). Airport Cooperative research Program (ACRP), Report 4, Ground Access to Major Airports by Public Transportation. http://onlinepubs.trb.org/onlinepubs/acrp/acrp_rpt_004.pdf
51
Transportation Research Board (2003). Transport Cooperative research Program (TCRP), Report 83, Strategies for improving Public Transportation Access to Large Airports http://onlinepubs.trb.org/onlinepubs/tcrp/tcrp_rpt_83a.pdf Transportation Research Board (2010 ). Airport Cooperative research Program (ACRP), Report 28, Marketing Guidebook for Small Airports http://www.aci-na.org/static/entransit/acrp_marketing_airports_3-10-10.pdf Transportation Research Board (2009 ). Airport Cooperative research Program (ACRP), Report 11, Guidebook on preparing Airport’s Greenhouse gas Emission Inventories http://onlinepubs.trb.org/onlinepubs/acrp/acrp_rpt_011.pdf Miyoshi C, Mason K. 2009. The carbon emissions of selected airlines and aircraft types in three geographic markets. Journal of Air transport Management 15(3):138-147. Miyoshi C, Givoni M. 2012. The environmental case for high speed train in the UK: examining the London-Manchester route . International Journal of Sustainable Transportation, available on line.
Department for Environment Food and Rural Affairs. 2010. 2010 Guidelines to Defra/DECC’s GHG convention factors for company reporting: methodology paper for emission factors. London.