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CLIMATE POLICY-MAKING IN SHIPPING HOW TO ESTIMATE MARITIME TRANSPORT COSTS TO ENABLE BETTER INFORMED IMPACT ASSESSMENTS? Shipping webinar || Tue, 31 Mar 2020 || 9-10 am EST

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Page 1: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

CLIMATE

POLICY-MAKING

IN SHIPPINGHOW TO ESTIMATE MARITIME TRANSPORT COSTS

TO ENABLE BETTER INFORMED IMPACT ASSESSMENTS?

Shipping webinar || Tue, 31 Mar 2020 || 9-10 am EST

Page 2: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

CLIMATE

POLICY-MAKING

IN SHIPPINGHOW TO ESTIMATE MARITIME TRANSPORT COSTS

TO ENABLE BETTER INFORMED IMPACT ASSESSMENTS?

Shipping webinar || Tue, 31 Mar 2020 || 9-10 am EST

Page 3: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Welcome – original plan

Source: Dominik Englert, 2019

Page 4: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Welcome – current situation

Source: Hapag-Lloyd, 2012

Page 5: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

OUTLINE

1 Intro – Estimating maritime transport costs

2 Top-down – Leveraging CIF and FOB values

3 Bottom-up – Using AIS data and match-making

4 Pilot – Exploring the future database

5 Q&A – Asking nice or challenging questions

Page 6: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

OUTLINE

1 Intro – Estimating maritime transport costs

2 Top-down – Leveraging CIF and FOB values

3 Bottom-up – Using AIS data and match-making

4 Pilot – Exploring the future database

5 Q&A – Asking nice or challenging questions

Page 7: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

6

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1 Intro – Estimating maritime transport costs

The reality of transport costs

Page 8: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

1 Intro – Estimating maritime transport costs7

Why estimating transport costs?

To better understand the

implications of potential

policy measures

Sample question:

How would potential policy

measures such as GHG

mitigation measures impact

the price (freight rate) that

countries pay for the

transport of their foreign

trade? Source: Jan Hoffmann

Page 9: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

1 Intro – Estimating maritime transport costs8

e.g. GHG mitigation measures

Operating costs

Maintenance costs

Voyage costs

Cargo-handling costs

Capital costs

Ship running costs

Geographical and geopolitical factors

Shipped product

Market-specific factors

Infrastructure

Maritime transport costs

Airtransport costs

Landtransport costs

Transport costs

Trade costs

Source: Rojon et al.(forthcoming 2020)

Components of transport and trade costs

Page 10: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

1 Intro – Estimating maritime transport costs9

UNCTAD and the World Bank (supported by the University

College London) have joined forces to develop a joint global

transport costs database for public use:

“How to approach transport costs”?

Bottom-up approach:

the actual cost

• AIS data (ships’ voyages)

• Information on fuel prices

• Information on charter

rates

• Trade data from

Comtrade+

Top-down approach:

the price (freight rate)

• Bilateral trade

volumes from

Comtrade+

• CIF/FOB ratios

• Mode of transport

“Approaching transport costs”

Page 11: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

OUTLINE

1 Intro – Estimating maritime transport costs

2 Top-down – Leveraging CIF and FOB values

3 Bottom-up – Using AIS data and match-making

4 Pilot – Exploring the future database

5 Q&A – Asking nice or challenging questions

Page 12: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Origin of the Comtrade data

3 Bottom-up – Using AIS data and match-making11

National coordinating agency

(NSO / Central Bank)

UNSD UNCTAD

Tariff line data

Customs

office

Customs

declarations

Central

Bank

Currency exchange records,

bank statistics

Fiscal

authorities

VAT records

NSO

Enterprise

surveys

UN ComtradeInternational

transport and

trade dataset

Port

authoritiesShipping

manifests

Page 13: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Variables in Comtrade and Comtrade+

3 Bottom-up – Using AIS data and match-making12

• Country of origin (imports), country of destination (exports)

• Breakdown by product group

• Cost, insurance & freight (CIF) value of imports,

Free on board (FOB) value of exports

• Quantity

New (in Comtrade+):

• FOB value of imports

• Breakdown by mode of transport

• Country of consignment for imports and exports

• Customs procedure for imports and exports

Page 14: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

What are we measuring?

3 Bottom-up – Using AIS data and match-making13

Mode of transport = mode of transport when goods enter the economic

territory of the country

Country of origin = country in which the good was “wholly produced” or

received its “substantial transformation” (→ Revised Kyoto Convention)

Invoice price Terms of delivery

FOB value(Free on board)

Seller’s obligation is fulfilled “when the goods have

passed over the ship’s rail at the named port of

shipment” or have been “handed over, cleared for

export, into the charge of the carrier”

CIF value(Cost, insurance

& freight)

Seller covers the “costs and freight necessary to bring

the goods to the named port of destination”, including

insurance against loss or damage during carrier

Page 15: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Structure of the output dataset

3 Bottom-up – Using AIS data and match-making14

QuantityCIF

value

FOB

value

Transport &

insurance

costs

Distance

Ori

gin

Desti

nati

on

Pro

du

ct

Mo

de o

f tr

an

sp

ort

Year

Page 16: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Basic method

3 Bottom-up – Using AIS data and match-making15

Transport and insurance cost = CIF value - FOB value

Measurement from the import side

Product breakdown: 6 digits Harmonized System

Definition of countries: UNCTAD classification of economies

Page 17: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Methodological challenges

3 Bottom-up – Using AIS data and match-making16

Data source complexity Data gaps Inaccuracies

• Data cube with several

dimensions

• Different coding

systems

• Pioneer exercise

• Non-reported flows

• Missing FOB value

• Missing quantity

• Missing Mode of

Transport

• Misclassification of

products

• Misclassification of

country of origin

• Underreporting

• Measurement error

Page 18: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Development steps

3 Bottom-up – Using AIS data and match-making17

Setup of the data

architecture

Extraction of source

data

Transcoding,

filtering, aggregation

Preparation of

dissemination tools

Filling gaps

• Mirroring

• Applying fixed unit values and

CIF-FOB ratios

• Mode choice models

Cleaning from inaccuracies

• Identifying implausible cases

• Checking for outliers

• Comparison with data from

trading partners

• Solving misclassifications in

products and country of origin

Comparison with

bottom-up approach

Adjustments

Data integration Data editing Recon-

ciliation

Page 19: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Development steps

3 Bottom-up – Using AIS data and match-making18

Data integration Data editing Recon-

ciliation

Setup of the data

architecture

Extraction of source

data

Transcoding,

filtering, aggregation

Preparation of

dissemination tools

Filling data gaps

• Mirroring

• Applying fixed unit values and

CIF-FOB ratios

• Mode choice models

Cleaning from inaccuracies

• Identifying implausible cases

• Checking for outliers

• Comparison with data from

trading partners

• Solving misclassifications in

products and country of origin

Comparison with

bottom-up approach

Adjustments

Today

Page 20: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

OUTLINE

1 Intro – Estimating maritime transport costs

2 Top-down – Leveraging CIF and FOB values

3 Bottom-up – Using AIS data and match-making

4 Pilot – Exploring the future database

5 Q&A – Asking nice or challenging questions

Page 21: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

1

2

3N

3 Bottom-up – Using AIS data and match-making20

Deriving voyages and fuel consumption

Source: Wendela Schim van der Loeff, 2020

Page 22: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

1

2

Fuel consumption and derived fuel cost

Voyage duration and derived chartering cost

3 Bottom-up – Using AIS data and match-making21

Estimating key cost components

Source: Wendela Schim van der Loeff, 2020

Page 23: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

1

2

Maritime trade

Commodity-specific expected vessel type

Assigned appropriate AIS voyage

3 Bottom-up – Using AIS data and match-making22

Matching AIS activity and maritime-specific trade

Source: Wendela Schim van der Loeff, 2020

Page 24: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

3 Bottom-up – Using AIS data and match-making23

Sharing some preliminary results

Ango

la

Source: Wendela Schim van der Loeff, 2020

Page 25: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

OUTLINE

1 Intro – Estimating maritime transport costs

2 Top-down – Leveraging CIF and FOB values

3 Bottom-up – Using AIS data and match-making

4 Pilot – Exploring the future database

5 Q&A – Asking nice or challenging questions

Page 26: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Login data during trial phase

25

URL: tiny.cc/pilot-database

Login: TransCostTeam

Password: TransportCost*2020

Expiry date: Tue, April 21, 2020

4 Pilot – Exploring the future database

EXPERIMENTAL SERIES.

These data are classified ‘experimental’

meaning they are series that are still

being tested and are not yet fully

developed. These statistics cannot be

considered official and should not be

used for analyses yet.

Page 27: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

OUTLINE

1 Intro – Estimating maritime transport costs

2 Top-down – Leveraging CIF and FOB values

3 Bottom-up – Using AIS data and match-making

4 Pilot – Exploring the future database

5 Q&A – Asking nice or challenging questions

Page 28: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

5 Q&A – Asking nice or challenging questions 27

Questions & Answers

Page 29: CLIMATE POLICY-MAKING IN SHIPPING€¦ · OUTLINE 1 Intro –Estimating maritime transport costs 2 Top-down –Leveraging CIF and FOB values 3 Bottom-up –Using AIS data and match-making

Shipping webinar || Tue, 31 Mar 2020 || 9-10 am EST

HOW TO ESTIMATE MARITIME TRANSPORT COSTS

TO ENABLE BETTER INFORMED IMPACT ASSESSMENTS?

CLIMATE

POLICY-MAKING

IN SHIPPING