+ All Categories
Home > Documents > Consumer Behavior in Tourism Symposium – 2013 ESTIMATING...

Consumer Behavior in Tourism Symposium – 2013 ESTIMATING...

Date post: 17-Feb-2019
Category:
Upload: vuongkiet
View: 220 times
Download: 0 times
Share this document with a friend
30
ESTIMATING THE CARBON FOOTPRINT OF TOURISM IN SOUTH TYROL Mattia Cai Consumer Behavior in Tourism Symposium – 2013
Transcript
Page 1: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

ESTIMATING THE CARBONFOOTPRINT OF TOURISM

IN SOUTH TYROLMattia Cai

Consumer Behavior in Tourism Symposium – 2013

Page 2: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Overview

• Aim:– Quantify the greenhouse gas (GHG)

emissions associated with tourism in South Tyrol (ST)

• Methodological approach:– Input-Output (IO) analysis– Multi-regional model

1

Page 3: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

South Tyrol and tourism

Population ≈ 505,000

2

Origin Visitors (mln, 2008)

Nights(mln, 2008)

South Tyrol 1.4 0.6Other 8.2 32.1Total 9.6 32.6

Page 4: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

The contribution of tourism to South Tyrol’s economy

3

Direct Direct and indirect

Value added(% of total)

1,731 mln €(11.2%)

1,903 mln €(12.4%)

Employment(% of total)

– 41,300 FTE(15.3%)

Source of data: ASTAT (2012). Impatto economico del turismo. Astat Info nr. 15.

Page 5: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

The carbon footprint of tourism

• ‘Unfortunately, there has been little attempt to measure CO2 emissions associated with individual tourism destinations’(Dwyer et al. 2010)

• Some notable exceptions:• Jones and Munday (2007), Wales• Dwyer et al. (2010), Australia• Whittlesea and Owen (2012), South West

England

4

Page 6: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Carbon footprints and IO models

• The use of IO models to analyze carbon footprints is well established

• Hendrickson et al. (2006)

• Minx et al. (2009)

• Applications to tourism using multiregional IO at a very local level?

5

Page 7: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Main practical difficulties

• No ‘tourism industry’ in official statistics.

• Very limited data availability at the subnational level.

6

Page 8: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Outline of presentation

• Model structure and data requirements

• Preliminary results• the estimated carbon footprint of tourism in ST

• Concluding remarks• (Current) limitations, ongoing work, potential

extensions

7

Page 9: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

STRUCTURE AND DATA REQUIREMENTS OF THE MODEL

Page 10: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Money spent by tourists on different

products in ST

Multi-regionalIO model

Estimates of GHG

emission(direct and

indirect)

IO modeling and carbon footprints

9

• 59 industries (NACE rev. 1.1)

• 5 regions

Why multiple regions?

Page 11: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Emission factors of agriculturein Italy, 2005

10Source of data: ISTAT (2009) NAMEA: emissioni atmosferiche regionali

LiguriaCalabria

TrentoSiciliaPuglia

ToscanaCampania

BozenLazio

AbruzzoEmilia R.

MarcheBasilicata

VenetoUmbriaMolise

Friuli V.G.SardegnaPiemonte

LombardiaV. d'Aosta

(direct) tons of CO2 equivalent per mln EUR of value added

0 500 1000 1500 2000 2500 3000

Page 12: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Emission factors of energy production in Italy, 2005

11Source of data: ISTAT (2009) NAMEA: emissioni atmosferiche regionali

V. d'AostaBozenTrento

BasilicataMolise

CampaniaMarche

AbruzzoPiemonte

LombardiaEmilia R.ToscanaCalabria

LazioVenetoUmbria

SardegnaFriuli V.G.

SiciliaPugliaLiguria

(direct) kt of CO2 equivalent per mln EUR of value added

0 5 10 15 20

Page 13: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Regions of the model

12

South Tyrol

NortheastNorthwest

Rest of country

+ REST OF WORLD

Page 14: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Data requirements of the model

1. Final demand by tourists by industry

2. Interregional matrix of input coefficients

3. Regional emission factors by industry

4. Rest of the world region13

Page 15: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Hotels and restaurants

62%

Trade 11%

Food, beverages and

tobacco 6%

Transport and storage

5%

Agriculture 2%

Other 14%

1. Tourism demand by industry, 2010

3,460 mln €

14Source of data: ASTAT (2013), Tavola Input-Output per lAlto Adige 2010. Astat info nr. 70.

Page 16: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

2. Interregional input coefficients

• Input coefficients estimated as:

15

Share of all i used in s that comes from r

(Laboriously estimated from Bank of Italy industry survey data)

i needed per unit of j in Italy

(from national IO table)Product i from region r needed to produce one unit of product j in region s

Page 17: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

3. Emission factors

• 2005 emission data at regional level from ISTAT

• carbon dioxide (CO2)• methane (CH4)• nitrous oxide (N2O).

• ‘Updated’ to 2008 (base year of the model)

16

Page 18: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

4. The rest of the world

• Assumed German technology and emission factors (WIOD data)

• Working on improved representation• more foreign regions in the model

17

Page 19: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

PRELIMINARY RESULTS

Page 20: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Tourism(2010,

modeled)

All productive activities (2005,

ISTAT)Direct emissions(kt CO2e)

169 1,892

Direct emissions of ST’s tourism

19

Tourism(2010,

modeled)Direct emissions(kt CO2e)

169

Page 21: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Hotels and restaurants

29%

Trade 10%

Food, beverages and

tobacco 6%

Transport and storage

22%

Agriculture 23%

Other 10%

Direct emissions by industry

20

169 kt CO2e

Page 22: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Direct and indirect emissionsof ST’s tourism

21

Tourism(2010, modeled)

Total emissions(% direct)

1,262 kt CO2e(13.4%)

Carbon intensity 372 t CO2e/mln €of output

Emissions per visitor* 131.8 kg/visitor

Emissions per night* 38.7 kg/night

Page 23: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Carbon intensity of ST’s industries

22

Non−m

etal

min

eral

pro

d.A

gric

ultu

reFo

od, b

ev &

tob.

Oth

er m

inin

gE

lect

ricity

, gas

, wat

erC

hem

ical

sPe

trole

um p

rod.

Oth

er s

ervi

ces

Pla

stic

s an

d ru

bber

Met

al p

rod.

Tran

spor

t equ

ipm

ent

Woo

dLe

athe

rTr

ansp

ort a

nd s

tora

geTo

uris

mP

ulp

and

pape

rTe

xtile

sM

achi

nery

Oth

er m

anuf

actu

ring

Hot

els

and

rest

aura

nts

Con

stru

ctio

nE

lect

rical

equ

ipm

ent

Fish

ing

Trad

eB

usin

ess

activ

ities

Hea

lthP

ublic

adm

inst

ratio

nFi

nanc

eE

duca

tion

Rea

l est

ate,

rent

ing

(dire

ct +

indi

rect

) t o

f CO

2e p

er m

ln E

UR

out

put

0

200

400

600

800

1000

Page 24: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Other

Other manufacturing

Comm., soc., pers. serv.

Food, beverage, tob.

Transport and storage

Hotels and restaurants

Mining and quarrying

Energy, gas, water

Agriculture

Carbon emission from tour ism in ST (kt CO2e)

0 50 100

150

200

250

300

350

South TyrolNorth−eastNorth−westRest of the countryRest of the world

Carbon emissions of ST’s tourism by industry and region

23

Page 25: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

CONCLUDING REMARKS

Page 26: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Some issues with the current version of the model

• Overestimating import dependence of South Tyrol?

• Results sensitive to choice of rest of the world technology

• Treatment of emissions from transport

25

Page 27: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Potential extensions (subject to data availability)

• Include other environmental externalities

• Carbon footprint of more narrowly defined products or types of tourism

• Easy to replicate in other parts of the countrys

26

Page 29: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Familiar limitations of IO models

• Linearity

• Fixed interregional trade patterns

• Underlying data quality issues

28

Page 30: Consumer Behavior in Tourism Symposium – 2013 ESTIMATING ...pro.unibz.it/microsites-export-2016/ · The carbon footprint of tourism • ‘Unfortunately, there has been little ...

Emission factors of hotels and restaurants in Italy, 2005

29

SardegnaLazioSicilia

LombardiaBozen

Friuli V.G.Liguria

ToscanaVeneto

PiemonteEmilia R.

MarcheCampania

TrentoPuglia

AbruzzoMolise

BasilicataCalabriaUmbria

V. d'Aosta

tons of CO2 equivalent per mln EUR of value added

0 20 40 60 80 100 120

Source of data: ISTAT (2009) NAMEA: emissioni atmosferiche regionali


Recommended