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The causal impact of the EU ETS on Emissions Ralf Martin joint with Jonathan Colmer, Mirabelle Muuls and Ulrich Wagner

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Page 1: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

The causal impact of the EU ETS on Emissions

Ralf Martin

joint with Jonathan Colmer, Mirabelle Muuls and Ulrich WagnerUlrich Wagner

Page 2: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• COPs are mainly about carbon targets

• Targets need to be translated into policy instrumentsinstruments

• ETS: the biggest policy instrument experiment so far.

Page 3: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• EUETS covers 40% of EU CO2 emissions• Power generation• Energy intensive industries• 31 countries• 31 countries• 2000: Announced• 2005-2007 Phase I• 2008-2012 Phase II• 2013- Phase III

Time to ask what has been achieved?

Page 4: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions
Page 5: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

“ The Administrat ion isdeveloping a comprehensiveenergy and climate changeplan to (. . . ) address theglobal climate crisis, andcreate new American jobsthat cannot be outsourced.(. . . ) This program will beimplemented through acap-and-trade system(. . . ).”

Executive Budget Office of the

“ I do not believe in acap-and-trade program.(...) It loses jobs forAmericans, and ultimatelyit won’t be successful,because industries that areenergy-intensive will justget up and go somewhereelse.”

Mitt Romney, Business ManFormer GOP Presidential Candidate,Executive Budget Office of the

President, 2009.

Former GOP Presidential Candidate,October 2011, Pittsburgh

Page 6: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

12-2012: €6.67 1-2013: €2.81

Page 7: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• On emissions?• Employment?• (Clean) Innovation?• Growth?

Even without currently high prices we might Even without currently high prices we might expect effects because

• Firms expected higher prices and made fixed investments accordingly

• Expectation of higher prices in the future + banking

Page 8: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• By definition the EU ETS ensures that emissions of regulated firms do not exceed cap

• Hence if the cap is contracting emissions • Hence if the cap is contracting emissions must reduce

• However: this does not imply that the ETS has reduced emissions

• Emissions might have reduced anyways

Page 9: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

NB: Based on authors’ aggregation of micro data. Not official figures

Page 10: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• Limited number of previous studies• Aggregate data• Baseline derived from interpolating pre policy

trends• Most work only for Phase I

• Ellerman Buchner: -2.4% to 4.7% emission reduction 2005-6

• Ellerman, Convery & de Perthuis: -3% in Phase I• Ellerman & Feilhauer (2008) for Germany: -6.3%

industrial emissions, -4.1% power sector (average -5%)

• Anderson & DiMaria (2011, ERE): -2.8% EU wide

Page 11: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• First study to compare the change in emissions between regulated and non-regulated plants over the introduction of the ETS

Two problems1. Data for both ETS and non ETS plants

from before and after ETS2. Are there comparable non ETS plants?

→Size thresholds for participation

Page 12: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• CO2/Fuel consumption data from government business census data

• Access often difficult• We have now access to relevant data for UK,

Germany, France• Today: Initial results for France• Today: Initial results for France

• Unbalanced panel of ~10000 firms• Smaller firms are randomly sampled• Enquete Annuelle sur les

Consommations d’Energie dansl’Industrie (EACEI)

• ETS participation information from CITL

Page 13: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• Plants with 20 MW fossil fuel capacity are included, various industry specific thresholds

• Nearest neighbour in terms of CO2/EMP in 2000 (ETS announced)

• Within (2 digit) sectors• Within (2 digit) sectors

• Estimation:

ATTt = 1

# Plants∑i yit − yi2000[ ] − yNN i( )t − yNN i( )2000

( )

Page 14: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

ETS facility

Nearest

neighbor

Difference in

differences

Page 15: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• Relative effect between ETS and non ETS• Maybe substitution between regulated and

non regulated plants?Maybe carbon leakage?non regulated plants?

• Maybe carbon leakage?• We can say a little bit about that by looking

at multi-plant firms with plants covered and not covered

Page 16: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• ETS plants in sample: 384• Non ETS plants: 5,573

Page 17: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions
Page 18: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

Treated vs. NNGHG intensity

Distance to nearest neighbor:

50% cut – off captures most of

the sample

Non matched are within the support

of matched

Page 19: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

50% cut captures most GHG and employment

Page 20: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

Average reduction of

more than 15%

Page 21: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

Average reduction of

approx. 40,000t of CO2

Page 22: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

Decline in employment as well but GHG intensity declines nevertheless

Page 23: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

Decline in employment as well but GHG intensity declines nevertheless

Page 24: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

Almost 20% average reduction in GHGs

Page 25: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions
Page 26: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions
Page 27: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

Are our results due to

• Global net reductions?

• Or leakage?• Or leakage?

We cannot assess directly

However we can examine within firm leakage for multi-plant firms

Page 28: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• Effects stronger for

single plant firms

• If there was within firm

leakage we would

expect the opposite

Single-plant firms Multi-plant firms

expect the opposite

Page 29: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions
Page 30: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions
Page 31: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

• Evidence that ETS reduced emissions (10 to 20% on average)

• Gains come from increased carbon efficiency

• No evidence of within firm leakage• No evidence of within firm leakage• Could be indication that there is no

between firm leakage • However: some evidence of negative

employment effects

Page 32: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions

More outcomes • Output, intermediates, profits, prices,

productivity, entry, exit, restructuring, fuel switching etc.)

Heterogeneity?Heterogeneity?

Exploring within plant effects better

More countries• UK• Germany• Belgium

Page 33: Ralf Martin joint with Jonathan Colmer, Mirabelle Muulsand Ulrich … › sites › files › presentation › 2013 › 2... · 2019-10-08 · The causal impact of the EU ETS on Emissions