Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and...

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Structual Decomposition Analysis of Pollution Terms of Trade Yan Xu & Erik Dietzenbacher Faculty of Economic and Business University of Groningen This project is funded by the European Commission, Research Directorate General as part of the 7th Framework Programme, Theme 8: Socio-Economic Sciences and Humanities. Grant Agreement no: 225 281

Transcript of Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and...

Page 1: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Structual Decomposition Analysis of Pollution Terms of Trade

Yan Xu & Erik Dietzenbacher

Faculty of Economic and Business University of Groningen

This project is funded by the European Commission, Research Directorate General as part of the 7th Framework Programme, Theme 8: Socio-Economic Sciences and Humanities. Grant Agreement no: 225 281

Page 2: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Outline

• Introduction • Methodology • Results • Conclusions

Page 3: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Introduction

Pollution Terms of Trade= Pollution Embodied in Exports / Pollution Embodied in Imports (Antweiler, 1996)

Factors: Emission Intensity: per output emission Production Technology: A matrix Final Demand: F matrix Note: we also distinguish between factors related to the

domestic country and factors related to foreign countries.

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Motivation

Changes in Pollution embodied in trade All over the world: △PEE=△PEM But in a specific country: how △PEE &△PEM and why (Many previous studies) We found in 32 countries both PEE and PEM increased (1995-2009) Relative change: PEEt/PEEt-1? PEMt /PEMt-1 change in PTT PTTt/PTTt-1 PEEt-1/PEMt-1 / PEEt /PEMt which factor make changes in PEE larger (smaller) than changes in

PEM?

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Motivation

International trade changes change in Pollution embodied in trade All over the world: △PEE=△PEM But in a specific country: how △PEE &△PEM and why (Many previous studies…) We found in 8 countries PEE ↓ and PEM ↑ (1995-2009) Relative change: PEEt/PEEt-1/ PEMt /PEMt-1 <1 which factor leads to PTTt/PTTt-1 <1 ?

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Motivation

For example: from 1995 to 2009 Absolute changes (in ton): △PEE △PEM diff China +1,510,720 +648,606 862,114 Greece +25,906 +29,527 -3,621

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Motivation

For example: Absolute changes: △PEE △PEM diff China +1,510,720 +648,606 862,114 larger in PEE Greece +25,906 +29,527 -3,621 larger in PEM

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Motivation

For example: Absolute changes: △PEE △PEM diff China +1,510,720 +648,606 862,114 larger in PEE Greece +25,906 +29,527 -3,621 larger in PEM Relative changes: PEE09/PEE95 PEM09/PEM95 PTT09/PTT95

China 3.52 7.03 0.5 larger in PEM Greece 3.23 2.15 1.5 larger in PEE

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Research Question

Central question in this paper: • How changes in these factors affect Pollution Terms of Trade • To what extent do factors’ effects differ between Pollution Embodied in Exports and Pollution Embodied in Imports Note: Relative Effects & Absolute Effects Answers of both question could give us information on emissions

embodied in the international trade.

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Data

Analytical WIOTs in current prices (1995-2009) Analytical WIOTs in previous year’s prices (1996-2009) CO2 Emission Data (1995-2009) 35 sectors 40 countries + Rest of the World (Analytical WIOTs)

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Methodology

Three Factors: emission intensity W : total CO2/total output for each sector production technology A final demand F change from 1995 to 2009 affect PEE, PEM, PTT

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology

∑=

=N

s

srr

1AH

A11

A21

A31

H1=A11+A21+A31

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology T trade

∑=

=N

s

srr

1AH

rij

srij

srij hat /=

A11

A21

A31

H1=A11+A21+A31

T11=A11./H1

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology Hr and H-r T trade

∑=

=N

s

srr

1AH

rij

srij

srij hat /=

H1

H1 H2 H3

H-1

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology Hr and H-r T trade Tr and T-r

∑=

=N

s

srr

1AH

rij

srij

srij hat /=

T1

T11 T12 T13

T21 T22 T23

T31 T32 T33

T-1

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology Hr and H-r T trade Tr and T-r final demand F: q level

∑=

=N

s

srr

1fq

f11

f21

f31

f11+f21+f31=q1

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology Hr and H-r T trade Tr and T-r final demand F: q level d trade

∑=

=N

s

srr

1fq

f11

f21

f31

rj

srj

srj qfd /=

q1=f11+f21+f31

d11=f11./q1

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology Hr and H-r T trade Tr and T-r final demand F: q level qr and q-r d trade

q1

q1 q2 q3

q-1

∑=

=N

s

srr

1fq

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Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology Hr and H-r T trade Tr and T-r final demand F: q level qr and q-r d trade dr and d-r

d1

d21 d12 d13

d21 d22 d23

d31 d32 d33

d-1

∑=

=N

s

srr

1fq

rj

srj

srj qfd /=

Page 20: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Methodology

Three Factors: emission intensity W : total CO2/total output production technology A: H technology Hr and H-r T trade Tr and T-r final demand F: q level qr and q-r d trade dr and d-r PEE, PEM, and PTT: each year changes without price effects

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Methodology

Each year changes (in ratios Vt/Vt-1) without price effects: 1995-1996: WIOT 1995 current price & WIOT 1996 in 1995 prices 1996-1997: WIOT 1996 current price & WIOT 1997 in 1996 prices … 2008-2009: WIOT 2008 current price & WIOT 2009 in 2008 prices Obtain the two polar decomposition results, then take average.

1 1 11 2

t t t

t t tpolar polar

V V VV V V− − −

= ×

Page 22: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Methodology

Each year changes (in ratios Vt/Vt-1) without price effects: 1995-1996: WIOT 1995 current price & WIOT 1996 in 1995 prices 1996-1997: WIOT 1996 current price & WIOT 1997 in 1996 prices … 2008-2009: WIOT 2008 current price & WIOT 2009 in 2008 prices The total changes = (V1996/V1995)×(V1997/V1996)×… × (V2009/V2008) = V2009/V1995

Page 23: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, total changes

0.00

1.00

2.00

3.00

4.00

5.00

6.00

7.00

8.00

Taiw

an

Ger

man

y Ja

pan

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rus

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mar

k Au

stria

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nlan

d M

alta

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lgiu

m

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herla

nds

Italy

Fr

ance

U

nite

d Ki

ngdo

m

Luxe

mbo

urg

Portu

gal

Latv

ia

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nia

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enia

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lgar

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Hun

gary

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anad

a Ko

rea

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ovak

Rep

ublic

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nd

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ralia

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exic

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land

In

dia

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na

R_PEE R_PEM

Figure 1: Ratios of PEE (PEM) in 2009 to PEE (PEM) in 1995

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Results, total changes

0.00

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R_PEE R_PEM

Figure 1: Ratios of PEE (PEM) in 2009 to PEE (PEM) in 1995

PEE 32+ 8-

PEM +

Page 25: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, total changes

Figure 2: Ratios of PTT in 2009 to PTT in 1995

0.00 0.20 0.40 0.60 0.80 1.00 1.20 1.40 1.60 1.80 2.00

Rom

ania

Po

land

Bu

lgar

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ak R

epub

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a Au

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ada

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dom

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tvia

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zech

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unga

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Luxe

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rkey

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ark

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Taiw

an

R_9509

Page 26: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, total changes

Figure 2: Ratios of PTT in 2009 to PTT in 1995

0.00 0.20 0.40 0.60 0.80 1.00 1.20 1.40 1.60 1.80 2.00

Rom

ania

Po

land

Bu

lgar

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Chi

na

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ak R

epub

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ada

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dom

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tvia

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unga

ry

Slov

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R_9509

PEE 32+ 8-

PEM +

PTT 11+ 29-

Page 27: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, emission intensity

0.00

0.20

0.40

0.60

0.80

1.00

1.20

Bulg

aria

C

hina

R

oman

ia

Pola

nd

Fran

ce

Latv

ia

Turk

ey

Net

herla

nds

Aust

ria

Irela

nd

Mal

ta

Cyp

rus

Slov

ak R

epub

lic

Taiw

an

Cze

ch R

epub

lic

Belg

ium

C

anad

a G

erm

any

Kore

a G

reec

e Sw

eden

R

oW

Lith

uani

a Lu

xem

bour

g Sp

ain

Finl

and

Hun

gary

U

nite

d Ki

ngdo

m

Mex

ico

Portu

gal

Italy

Sl

oven

ia

Rus

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ted

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es

Den

mar

k In

dia

Japa

n Es

toni

a Br

azil

Aust

ralia

In

done

sia

W_PEE W_PEM

Figure 3: Emission Intensity Effects on PEE and PEM

Page 28: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, emission intensity

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0.20

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0.80

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1.20

Bulg

aria

C

hina

R

oman

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nd

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ce

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ia

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ey

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herla

nds

Aust

ria

Irela

nd

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ta

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rus

Slov

ak R

epub

lic

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an

Cze

ch R

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lic

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ium

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anad

a G

erm

any

Kore

a G

reec

e Sw

eden

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oW

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uani

a Lu

xem

bour

g Sp

ain

Finl

and

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gary

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nite

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oven

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a Br

azil

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ralia

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done

sia

W_PEE W_PEM

Figure 3: Emission Intensity Effects on PEE and PEM

significantly negatively correlated, with the correlation coefficient -0.35 and p-value 0.025.

Page 29: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, emission intensity

Figure 4: Emission Intensity Effects on PTT

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a C

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a D

enm

ark

Esto

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ted

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Braz

il Ja

pan

Aust

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In

done

sia

W

Page 30: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, emission intensity

Figure 4: Emission Intensity Effects on PTT

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aria

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a C

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zech

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ublic

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m

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gary

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a D

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Braz

il Ja

pan

Aust

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In

done

sia

W

PEE 1+ 39-

PEM -

PTT 23+ 17-

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Results, production technology

Production technology PEM (all) & PEE (in 26 countries) increase

Fragmentation in intermediate products increase PEM: • imported intermediates/total inputs in each sector each country • compare year 1995 and 2009

• the average ratio in 1995 is 0.2245 • the average ratio in 2009 is 0.2443 increased 0.02 or 9%

• weighted average ratio in 1995 is 0.1294 • weighted average ratio in 2009 is 0.1598 increased 0.03 or 19%

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Final demand PEE & PEM increase Fragmentation in final demand increase PEE and PEM: • imported final demand/total final • compare year 1995 and 2009

• the average ratio in 1995 is 0.1284 • the average ratio in 2009 is 0.1387 increased 0.01 or 8%

• weighted average ratio in 1995 is 0.0736 • weighted average ratio in 2009 is 0.0870 increased 0.013 or 18%

Results, final demand

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Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect

Page 34: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE

Page 35: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE Large positive effects from overall level of final demand q qr on PEM and q-r on PEE

Page 36: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE Large positive effects from overall level of final demand q qr on PEM and q-r on PEE Special case: Production technology 14 countries’ PEE smaller

Page 37: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE Large positive effects from overall level of final demand q qr on PEM and q-r on PEE Special case: Production technology 14 countries’ PEE smaller Eastern European countries: Estonia, Romania, Slovak Republic, Hungary, and Lithuania

Page 38: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE Large positive effects from overall level of final demand q qr on PEM and q-r on PEE Special case: China PEE (V2009/V1995 =3.52) trade shifts in foreign countries (T-r&d-r) PEM (V2009/V1995 =7.03) increase in domestic final demand (qr)

Page 39: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE Large positive effects from overall level of final demand q qr on PEM and q-r on PEE Special case: Japan level of domestic final demand (qr) decrease PEM (V2009/V1995 =0.90)

Page 40: Structual Decomposition Analysis of Pollution Terms of ... · Pollution Embodied in Exports and Pollution Embodied in Imports Note: ... Russia United States Denmark India Japan Estonia

Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE Large positive effects from overall level of final demand q qr on PEM and q-r on PEE Special case: Indonesia efficiency is decreased change in emission intensity PEE (V2009/V1995 =1.07)

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Results, PEE and PEM

Improvement in emission intensity PEE and PEM decrease Final demand PEE and PEM increase final demand effect partly offset by efficiency effect Production technology PEM increase, PEE Large positive effects from overall level of final demand q qr on PEM and q-r on PEE Special case: Indonesia efficiency is decreased change in emission intensity PEE (V2009/V1995 =1.07) emission intensity increased by more than 100% in 8 sectors: Textiles, Machinery, Electrical Equipment, Transport Equipment, Manufacturing

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Conclusions, PTT

Improvement in emission intensity PEE and PEM decrease about ½ of countries’ PTT increase

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Conclusions, PTT

Improvement in emission intensity PEE and PEM decrease about ½ of countries’ PTT increase Final demand PEE and PEM increase effects on PEM are larger in 5/8 countries 5/8 countries’ PTT decrease

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Conclusions, PTT

Improvement in emission intensity PEE and PEM decrease about ½ of countries’ PTT increase Final demand PEE and PEM increase effects on PEM are larger in 5/8 countries 5/8 countries’ PTT decrease Production technology PEM increase, PEE PTT decrease in 4/5 countries

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Conclusions, PTT

Improvement in emission intensity PEE and PEM decrease about ½ of countries’ PTT increase Final demand PEE and PEM increase effects on PEM are larger in 5/8 countries 5/8 countries’ PTT decrease Production technology PEM increase, PEE PTT decrease in 4/5 countries Subcategories: dr and qr PEM increase, no effect PEE PTT decrease Tr and Hr PEM increase PTT decrease

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Conclusions, PTT

Improvement in emission intensity PEE and PEM decrease about ½ of countries’ PTT increase Final demand PEE and PEM increase effects on PEM are larger in 5/8 countries 5/8 countries’ PTT decrease Production technology PEM increase, PEE PTT decrease in 4/5 countries Special case: Romania’s PTT decreased by 73%

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Conclusions, PTT

Improvement in emission intensity PEE and PEM decrease about ½ of countries’ PTT increase Final demand PEE and PEM increase effects on PEM are larger in 5/8 countries 5/8 countries’ PTT decrease Production technology PEM increase, PEE PTT decrease in 4/5 countries Special case: Romania’s PTT decreased by 73% PEE reduced by 50% (cleaner technology and smaller emission intensity in home country) PEM increased by more than 200% (higher level of domestic final demand)

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Thank you for your attention!

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Results, production technology

A T H Tr T-r Hr H-r total total number of countries, n = 40

PEE 26+ 14- 29+ 11- 24+ 16- 15+ 25- 30+ 10- 18+ 22- 34+ 6- 32+ 8-

PEM + 36+ 4- 38+ 2- 34+ 6- + 37+ 3- 32+ 8- +

PTT 8+ 32- 16+ 24- 7+ 33- 5+ 35- 27+ 13- 3+ 37- 27+ 17- 11+ 29-

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Results, final demand

F d q dr d-r qr q-r total total number of countries, n = 40

PEE + 30+ 10- + no eff 30+ 10- no eff + 32+ 8-

PEM + 38+ 2- + 35+ 5- 30+ 10- 39+ 1- + +

PTT 15+ 25- 19+ 21- 19+ 21- 5+ 35- 31+ 9- 1+ 39- + 11+ 29-