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Introduction Model Setup Conclusions Second-Best Analysis of European Climate and Energy Policy: Is One Bird in the Hand Worth Two in the Bush? Carolyn Fischer, Michael Hübler, Oliver Schenker Resources for the Future, Leibniz Universität Hannover, Frankfurt School of Finance & Management A Toxa, June 27, 2016 Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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Page 1: Second-Best Analysis of European Climate and Energy Policy ... · Overlapping regulation might increase costs . Excess cost of RPS . Source: Böhringer et al., 2009 ... It can either

IntroductionModel SetupConclusions

Second-Best Analysis of European Climateand Energy Policy: Is One Bird in the Hand

Worth Two in the Bush?

Carolyn Fischer, Michael Hübler, Oliver Schenker

Resources for the Future, Leibniz Universität Hannover, Frankfurt School ofFinance & Management

A Toxa, June 27, 2016

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

Page 2: Second-Best Analysis of European Climate and Energy Policy ... · Overlapping regulation might increase costs . Excess cost of RPS . Source: Böhringer et al., 2009 ... It can either

IntroductionModel SetupConclusions

MotivationLiteraturePaper in a nutshell

Motivation

In economic analysis, we often examine isolated single

instruments and look for the single policy 1st-best solutions

But in reality, policies have to work in an environment with

multiple distortions and where multiple policies are in place

The EU climate and energy policy is a typical and relevant

example where a multitude of instruments is implemented on

multiple levels of governance

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

MotivationLiteraturePaper in a nutshell

EU Climate and Energy Policy - Targets for 2020

2008 Climate and Energy

Package: Targets for 2020

20% GHG emissions reduction

20% share of renewable energy

20% improvement in energy efficiency

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

MotivationLiteraturePaper in a nutshell

The economist’s straight advice

Basic economics tells us: Equalizing marginal abatement costsleads to the least-cost solution. Additional instruments justcause distortions:

Binding RPS ∆

Total abatement requirement

Green (G)

Black (B)

abatementG0 abatementB0

MAC (€/t)

0Ap

MAC (€/t)

MAC: marginal abatement cost 1Ap

Overlapping regulation might increase costs

Excess cost of RPS

Source: Böhringer et al., 2009

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

MotivationLiteraturePaper in a nutshell

but ...

There are additional market failures beyond the GHG

externality:

Knowledge spillovers of learning-by-doing for low-carbon

technologies

Knowledge spillovers of research and development (R&D)

Consumers’ imperfect perception of benefits of energy

efficiency improvements

⇒ 1st best policy portfolio: One policy instrument for eachmarket failure (Bennear & Stavins, 2007)

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

MotivationLiteraturePaper in a nutshell

The 2nd but... we are living in an second (or n-th) best

world

1st best can often not be implemented because imperfect

institutions, political constraints, incomplete information,

transaction & compliance costs (Rodrik, 2008)Lipsey & Lancaster (1956): With multiple market failuresremedy of one market failure doesn’t necessarily improvewelfare

It can either reduce the welfare losses created by the other

market failures, exacerbate them, or not affect them

If more externalities than instruments: How to adjust policy

instruments?Fischer,Hübler,Schenker 2nd Best EU Climate Policy

Page 7: Second-Best Analysis of European Climate and Energy Policy ... · Overlapping regulation might increase costs . Excess cost of RPS . Source: Böhringer et al., 2009 ... It can either

IntroductionModel SetupConclusions

MotivationLiteraturePaper in a nutshell

Literature

2nd-Best environmental policyParry et al. (1999), Goulder et al. (1999): Pre-existing taxes

raise tcosts of market-based env policies.

Cremer & Gahvari (1999): Pigouvian taxes can be

re-adjusted.

Overlapping policiesBöhringer et al. (2008/2009), Böhringer & Rosendahl

(2010), Fankhauser et al. (2010), Boeters & Koorneef

(2011), Requate (2015): Overlapping policies have

significant adverse (welfare) effects.

Bennear & Stavins (2007), Fischer & Newell (2008): 1st

best includes overlapping policies.

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

Page 8: Second-Best Analysis of European Climate and Energy Policy ... · Overlapping regulation might increase costs . Excess cost of RPS . Source: Böhringer et al., 2009 ... It can either

IntroductionModel SetupConclusions

MotivationLiteraturePaper in a nutshell

Paper in a nutshell

We examine how policy instruments need to be adjusted if

number of instruments is insufficient

with a theoretical and a numerical electricity market model

that takes into account several market failures

Our calibrated model shows that policy costs of reducing

EU carbon emssions by 40% are about 30% lower if

additional market failures are adressed vs. a sole carbon

price

If one instrument is missing, adjusting the remaining ones

can reduce up to 50% of your additional costs

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

Model Setup

A simplified electricity sector model as in Fischer et al. (2013):

Two stages

Three types of tech for electricity generation: (i) mature

fossil-fuel-based, (ii) mature non-fossil-fuel-based, (iii)

“new” renewables

New renewables are subject to endogenous tech change:

LbD: Quantities in stage 1 affect costs in stage 2

R&D investments in 1 reduce generation costs in 2

But producers have not full appropriation of the benefits

from tech change⇒ Too low rates of tech change

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

Model Setup: Consumers

Consumers gain utility from energy services

Energy efficiency investments increase the utility per unit

of energy

Two types of energy efficiency investments: Short and long

term investments

But consumers perceive only a fraction of the realized

energy savings⇒ Under-investment in energy efficiency

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

Model Setup: Interventions

The government can intervene and implement policy

instruments to address market failures:

(i) Carbon price such that emissions are equal to the socially

desired level

(ii) Subsidy per unit of produced REN to correct for LbD

spillovers

(iii) Subsidy of REN R&D investments

(iv) Subsidy of energy efficiency investments

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

1st-Best implementation

Four 1st best policy instruments correct the four market failures(Tinbergen rule):

(i) Carbon price 1 = Discounted carbon price 2

(ii) REN output subsidy = Not internalized REN cost reduction in

stage 2

(iii) R&D subsidy rate = Not internalized REN cost reduction in

stage 2

(iv) Energy efficiency subsidy rate = Not percieved benefits from EE

investments

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

2nd-best Adjustment: Theoretical predictions How to adjust remaining instruments?

REN Output Subsidy R&D Subsidy

Energy Efficency Subsidy

Stage 1 Stage 2 Stage 1 Stage 2

Miss

ing

inst

rum

ent

REN Output Subsidy

↑/↓ ↓ ↓

R&D Subsidy ↓ ↑

↓ ↓

EE Subsidy ↓ ↓ ↓

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

Parametrization

Functional forms as in Fischer, Preonas & Newell:

Non-renewables: Cit = c iot + c i

1t (qit − q̄i

t ) +c1

2t2 (qi

t − q̄it )

2

Renewables:

Grt =(

grot + gr

1t (qrt − q̄r

t ) +gr

2t2 (qr

t − q̄rt )2)(

K̄ rt

K rt

)Knowledge stock: K r

t =(

Qrt

Qr1

)k r1(

H rt

H r1

)k r2

R&D investment: Rr = γr0hr

1γ1 ; H r

2 = H r1 + hr

1

Energy efficiency investment: Z j = z j1θ

jt +

z j2

2 θjt2

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

Calibration

Stage 1 (n1): 2015-2020; Stage 2 (n2): 2021-2040

Discount rate δ: 0.025

Degree of knowledge appopriability (R&D)ρrd : 0.5

Degree of knowledge appopriability (LbD)ρld : 0.3

Energy efficiency appropriation rate β: 0.9

Learning rates: Wind: 3.1% (Solar: 14%)

R&D rates: Wind: 13.2%, (Solar: 20%) (Klaassen &

Söderholm, 2007)

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

Calibration

Period 1 supply slope Period 2 supply slope CO2 intensity[EUR/kWh2] [EUR/kWh2] [t/kWh]

Coal 2.4 × 10−13 6.6 × 10−14 0.91 × 10−03

Natural gas 1.2 × 10−09 6.2 × 10−10 0.36 × 10−03

Oil 1.9 × 10−13 2.7 × 10−13 0.88 × 10−03

Nuclear 6.7 × 10−13 2.3 × 10−13 0Hydro 9.0 × 10−13 7.4 × 10−13 0Wind 2.3 × 10−13 3.8 × 10−13 0Solar 3.0 × 10−12 2.4 × 10−12 0

Table: Based on EU Energy Trends 2030 (2009)

0 2 ´ 1011 4 ´ 1011 6 ´ 1011 8 ´ 1011 1 ´ 1012kWh

0.05

0.10

0.15

0.20

c�kWh

Figure: Supply Functions stage 1. Black: coal, Brown: oil, Orange:

natural gas, Cyan: nuclear, Blue: hydro, Green: wind, Red: solar.

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

Scenarios

(i) CO2-Price: only available instrument is cap & trade. Cap:

-40% in 2030 relative 1990

(ii) 1st-Best: full availability of all instruments

(iii) No-R&D-Sub: 2nd-best without R&D subsidy

(iv) No-Effic-Sub: 2nd-best without subsidies for energy

effiency investments

(v) No-Output-Sub: 2nd-best without output (learning)

subsidies

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

1st Best

CO2 Price only 1st BestPolicy costs [% welf CO2] 100 69.77Wind out sub [EUR/MWh] 1.13PV out sub [EUR/MWh] 7.76EE sub s1 [EUR/MWh] 0.03EE sub l [EUR/MWh] 0.16R&D sub rate 0.5Elec price 2 [EUR/MWh] 95.9 88.8CO2 price 2 [EUR/tCO2] 32.8 24.6

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

No R&D Subsidy

1st Best No R&D Subsidy

Adjusted Output Subsidy

Adjusted EE Subsidy

Adjusted Electrictiy Tax

Adjusted Portfolio

Electrictiy Price 2 [EUR/MWh] 96.78 89.99 89.30 90.52 89.33 89.30 CO2 Price 2 [EUR/tCO2] 18.25 25.91 25.17 26.53 27.17 25.17

-19.91%

-25%

-20%

-15%

-10%

-5%

0%

Wel

fare

Lo

ss v

s. 1

st B

est

13.35%

1.02% 1.93%

13.35%

-1%

4%

9%

14%

19%

24%

Adjusted Output Sub Adjusted EE Sub Adjusted Electricity Tax Adjusted 2nd BestPortfolio

Co

st o

f M

issi

ng

Inst

rum

ent

Rec

up

aret

ed

-2%

-8%

-10% -5% 0%

W Sub 1

W Sub 2

EE Sub S1

EE Sub L1

ETax1

ETax 2 -1.79

-2.0 -1.5 -1.0 -0.5 0.0

W Sub 1

W Sub 2

EE Sub S1

EE Sub L1

ETax1

ETax 2

-0.13

7.22

-5 0 5 10

W Sub 1

W Sub 2

EE Sub S1

EE Sub L1

ETax1

ETax 2

-0.13

7.22

-5 0 5 10

W Sub 1

W Sub 2

EE Sub S1

EE Sub L1

ETax1

ETax 2

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

No Energy Efficiency Subsidy

1st Best No EE

Subsidy Adjusted RnD

Subsidy Adjusted

Output Subsidy Adjusted

Electrictiy Tax Adjusted Portfolio

Electrictiy Price 2 [EUR/MWh] 96.78 94.33 94.70 95.22 97.53 97.50 CO2 Price 2 [EUR/tCO2] 18.25 31.09 31.49 32.167 24.59 24.57

-30.18%

-35%

-30%

-25%

-20%

-15%

-10%

-5%

0%

Wel

fare

Lo

ss v

s. 1

st B

est

5.172%

15.992%

54.135% 54.138%

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Adjusted RnD Subsidy Adjusted Output Sub Adjusted Electricity TaxAdjusted 2nd Best Portfolio

Co

st o

f M

issi

ng

Inst

rum

ent

Rec

up

aret

ed

-4.45 -6.21

-10 -5 0

W Sub 1

RnD Sub

ETax 2

7.30

8.78

0 5 10 15

W Sub 1

W Sub 2

RnD Sub

ETax1

ETax 2

-14%

-20% -10% 0%

W Sub 1

RnD Sub

ETax 2

-0.14

0.16

7.30

8.78

-5 0 5 10

W Sub 1

RnD Sub

ETax 2

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Model SetupPolicy Instrument SetupNumerical Simulations

No Output Subsidy

-0.21%

-0.5%

-0.4%

-0.3%

-0.2%

-0.1%

0.0%

Wel

fare

Lo

ss v

s. 1

st B

est

0.03%

2.38%

5.47% 5.53%

0%

1%

2%

3%

4%

5%

6%

7%

8%

9%

10%

Adjusted R&D Sub Adjusted EE Sub Adjusted Electricity Tax Adjusted 2nd Best Portfolio

Co

st o

f M

issi

ng

Inst

rum

ent

Rec

up

aret

ed

0.10%

0.0% 0.1% 0.1%

R&D SubEE Sub S1EE Sub L1

ETax1ETax 2

-3.2%

-1.1%

-4% -2% 0%

R&D Sub

EE Sub S1

EE Sub L1

ETax1

ETax 2

-0.5

-0.1

-0.6 -0.4 -0.2 0.0

R&D Sub

EE Sub S1

EE Sub L1

ETax1

ETax 2

0.0

-0.5

-0.1

-1.0 -0.5 0.0

R&D Sub

EE Sub S1

EE Sub L1

ETax1

ETax 2

1st Best No Output

Subsidy Adjusted R&D

Subsidy Adjusted EE

Subsidy Adjusted

Electrictiy Tax Adjusted Portfolio

Electrictiy Price 2 [EUR/MWh] 96.797 97.104 97.104 97.175 96.790 96.790 CO2 Price 2 [EUR/tCO2] 18.252 18.285 18.283 18.329 18.368 18.370

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Conclusions

1st-best portfolio reduces policy costs by about 30%

But not every instrument has the same importance: larger

benefits from energy efficiency than from R&D and than

from output subsidies

We provide a recipe for policy makers to achieve this cost

reduction via appropriate re-adjustments (policy

fine-tuning)

We show that “policy fine tuning” when moving from 3rd to

2nd best can reduce up to 50% of additional costs

However, relationship between instruments and market

failures is complex and not fully understoodFischer,Hübler,Schenker 2nd Best EU Climate Policy

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IntroductionModel SetupConclusions

Thank you for your attention!Funding from European Commission’s 7th FP (Project

ENTRACTE), SEEK, as well as the MISTRA FoundationProgram, Instrument Design for Global Climate Mitigation

(INDIGO), and U.S. EPA (STAR) Grant 83413401 is gratefullyacknowledged.

o.schenker @ fs.de

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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AppendixDecision ProblemsWelfare Effects

Learning Rates

Source: Frauenhofer ISE, 2016Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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AppendixDecision ProblemsWelfare Effects

McKinsey MACs

Source: McKinsey

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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AppendixDecision ProblemsWelfare Effects

Consumer Behavior

The representative consumer experiences money-metric utility:

maxv1,v2,eS1,eL1,eS2

U = n1[v1 − p1d1(v1,eS1,eL1)

−(1− λS1)Z S1(eS1 | βS1)− (1− λL)Z L1(eL1 | βL] (1)+δn2[v2 − p2d2(v2,eS2,eL1)− (1− λS2)Z S2(eS2 | βS2)]

Indexes: St : short-term in each period; SL: short- & long-term

over both periods

Parameters: β: fraction of perceived energy efficiency

improvements

Control variables: v t : value of elec. services; e(S/L)t : energy

efficiency measures

Further variables: pt : elec. price; d t : elec. demand;

Z : costs of ener. eff. measures

Policy instruments: λ: 3 subsidies for energy efficiency

measuresBack

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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AppendixDecision ProblemsWelfare Effects

Producer Behavior

The representative producer of each electricity technology max.

profits:

maxqi1,qi2,hi1

Πi = n1[(p1 + φi1)qi1 − C i1(qi1)− τ1µiqi1 − (1− σi1)R i1(hi1)] (2)

+δn2[(p2 + φi2)qi2 − C i2(qi2 | ρn1qi1, ρn1hi1)− τ2µiqi2]

Indexes: i : elec. technology; t = {1; 2}: 2 model periods with n

years per period

Parameters: µi : carbon emissions intensity; ρ: fraction of private

knowledge;

δ: discount rate

Control variables: qit : quantity of elec.; hi1: new knowledge

Further variables: pt : elec. price; C it : production costs; R i1:

R&D expenditures

Policy instruments: τ t : emissions price (tax); φit : net output

subsidy; σi1: subsidy for R&D expendituresBack

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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AppendixDecision ProblemsWelfare Effects

Welfare Effects

dWdΨ

= n1∑i∈r

[−C i2

qi1δn2(1− ρ)− φi1] dqi1

+ n1∑i∈r

(−C i2hi1)δn2 1− ρ− σ

1− σdhi1

+ n1p1d1(

1− βS1 − λS1

1− λS1deS1

dΨ+

1− βL − λL

1− λLdeL

)+ δn2p2d2

(1− βS2 − λS2

1− λS2deS2

dΨ+

1− βL − λL

1− λLdeL

)+ n1

∑i

τ1µi dqi1

dΨ+ δn2

∑i

τ2µi dqi2

+ n1∑i /∈r

(−φi1)dqi1

dΨ+ δn2

∑i

(−φi2)dqi2

(3)Back

Fischer,Hübler,Schenker 2nd Best EU Climate Policy

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AppendixDecision ProblemsWelfare Effects

Energy Mix in Baseline

18,25%

19,53%

9,15% 27,97%

23,33%

1,96%

Coal

NG

Hydro

Nuclear

Wind

Solar

Figure: EU Electricity mix in in 2020, EU Energy Trends 2030 (2009)

Fischer,Hübler,Schenker 2nd Best EU Climate Policy