Transcript
Page 1: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Exporter Dynamics Database Version 2.0

Ana Margarida Fernandes

Martha Denisse Pierola Aldo Pazzini Bortoluzzi

Trade and International Integration Unit Development Research Group

The World Bank

Washington DC October 20 2015

A project funded by KCP, MDTF, and SRP

Page 2: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

What we knew about bilateral trade flows and what we know now

$35.2 million Total trade in 2013

78 exporters $451,836 average size Herfindahl Index: 45% Exporter entry rate: 36%

$35.8 million Total trade In 2013

32 exporters $1,119,836 average size Herfindahl Index: 92% Exporter entry rate: 41%

Page 3: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

… and how about total exports of a given product?

Nicaragua: $ 105 million in

Thailand: $ 99 million in

41 exporters $2,581,599 average size Top 5% exporters: 62% Exporter Entry: 44% 1st-y Entrant Survival: 39%

643 exporters $153,474 average size Top 5% exporters: 84% Exporter Entry: 48% 1st-y Entrant Survival: 34%

Page 4: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

• Firm-level data is key to understand the micro foundations of export growth

– It provides information about the characteristics of the exporters

– The degree of concentration among these exporters

– And their entry, exit and survival dynamics

• The Exporter Dynamics Database (EDD) version 1.0 filled this analytical gap by providing a comprehensive source of information on firms that export and their dynamics

Page 5: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Exporter Dynamics Database

Page 6: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

What measures are included in the EDD?

• Basic characteristics of export sector – Number of exporters, exporter size (in export value), exporter

growth

• Export concentration/diversification – Herfindahl indexes, share of top X% exporters, number of

products or destinations per exporter, number of exporters per product or destination

• Firm dynamics in the export sector – Exporter entry, exit and first-, second-, or third-year entrant

survival rates

• Firm-product dynamics – Product entry, exit and survival rates for incumbent exporters and

share of new products in exporter values

• Firm-destination dynamics – Destination entry, exit and survival rates for incumbent exporters

and share of new destinations in exporter values

• Unit prices

Page 7: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

What is basis for constructing the measures in the EDD?

• Customs data collected for each country covers the universe of export transactions

– Data includes in each country values and quantities exported by each firm of each product (HS 6-digit) to each destination country in each year

– We exclude only oil sector exports (HS chapter 27)

• For products we use a consolidated set of HS 6-digit codes that are consistent across HS1996, HS2002, HS2007, and HS2012 revisions

Page 8: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Disaggregation levels of the EDD measures

• Exporting country-year level

• Exporting country-product-year level with product being either HS 2-digit or HS 4-digit or HS 6-digit

• Exporting country-destination-year level

• Exporting country-HS 2-digit product-destination-year level NEW

• Exporting country-ISIC 3-digit-year level NEW

Page 9: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Flavors of the EDD measures

• Measures at 7 different disaggregation levels are available in 4 different flavors:

– Covering all export transactions

– Covering export transactions for firms whose annual exports are all larger than 1,000 USD NEW

– Covering export transactions for manufacturing only NEW

– Covering export transactions for manufacturing only and for firms whose annual exports are all larger than 1,000 USD NEW

Page 10: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

EDD version 1.0 covered 45 countries

Page 11: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Data for 34 existing countries was updated

Page 12: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Data for 25 new countries was added

Page 13: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

EDD version 2.0 covers 70 countries

Page 14: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Country 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 TotalAlbania 1 1 1 1 1 1 1 1 1 9

Belgium 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 17

Burkina Faso 1 1 1 1 1 1 1 1 8

Bangladesh 1 1 1 1 1 1 1 1 1 1 10

Bulgaria 1 1 1 1 1 1 6

Brazil 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 18

Botswana 1 1 1 1 1 1 1 1 1 1 1 11

Chile 1 1 1 1 1 1 1 1 1 1 10

Cameroon 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 17

Colombia 1 1 1 1 1 1 1 7

Costa Rica 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 15

Dominican Republic 1 1 1 1 1 1 1 1 1 1 1 1 1 13

Ecuador 1 1 1 1 1 1 1 1 1 1 1 1 1 13

Egypt 1 1 1 1 1 1 1 7

Spain 1 1 1 1 1 1 1 1 1 1 10

Estonia 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 15

Guatemala 1 1 1 1 1 1 1 1 1 9

Iran 1 1 1 1 1 5

Jordan 1 1 1 1 1 1 1 1 1 1 10

Kenya 1 1 1 1 1 1 1 1 1 9

Cambodia 1 1 1 1 1 1 1 1 1 1 10

Kuwait 1 1 2

Laos 1 1 1 1 4

Lebanon 1 1 1 1 1 5

Morocco 1 1 1 1 1 1 1 1 1 1 1 1 12

Mexico 1 1 1 1 1 1 1 1 1 1 1 1 12

Macedonia 1 1 1 1 1 1 1 1 1 1 10

Mali 1 1 1 1 4

Mauritius 1 1 1 1 1 1 1 1 1 1 1 11

Malawi 1 1 1 1 1 1 1 7

Niger 1 1 1 3

Nicaragua 1 1 1 1 1 1 1 1 1 1 1 1 12

Norway 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 18

New Zealand 1 1 1 1 1 1 1 1 1 1 1 1 12

Pakistan 1 1 1 1 1 1 1 1 1 9

Peru 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 17

Portugal 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 16

Senegal 1 1 1 1 1 1 1 1 1 1 1 1 1 13

El Salvador 1 1 1 1 1 1 1 1 8

Sweden 1 1 1 1 1 1 1 1 1 1 10

Turkey 1 1 1 1 1 1 1 1 1 1 1 1 12

Tanzania 1 1 1 1 1 1 1 1 1 1 10

Uganda 1 1 1 1 1 1 1 1 1 1 10

Yemen 1 1 1 1 1 5

South Africa 1 1 1 1 1 1 1 1 1 1 1 1 12

Bolivia 1 1 1 1 1 1 1 7

Paraguay 1 1 1 1 1 1 6

Uruguay 1 1 1 1 1 1 1 1 1 1 1 1 12

Germany 1 1 1 1 4

Denmark 1 1 1 1 1 1 1 1 1 1 1 1 12

Croatia 1 1 1 1 1 1 6

Slovenia 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 15

Romania 1 1 1 1 1 1 1 7

Madagascar 1 1 1 1 1 1 6

Zambia 1 1 1 1 1 1 1 1 1 1 1 1 1 13

Rwanda 1 1 1 1 1 1 1 1 1 1 1 1 12

Gabon 1 1 1 1 1 1 1 7

Cote d'Ivoire 1 1 1 1 4

Guinea 1 1 1 1 4

Georgia 1 1 1 1 1 1 1 1 1 1 10

Kyrgyz Republic 1 1 1 1 1 1 1 7

Nepal 1 1 1 1 4

Ethiopia 1 1 1 1 1 5

Thailand 1 1 1 3

Myanmar 1 1 1 3

Timor-Leste 1 1 1 1 1 1 1 7

Swaziland 1 1

Sao Tome 1 1

Sri Lanka 1 1

Total 9 10 12 16 22 31 36 37 43 50 53 57 59 56 51 48 20 10 620

EDD version 2.0 covers mostly the 2000s and 2010s

Page 16: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Facts and Research Findings based on the EDD

Page 17: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Across countries exports are highly concentrated among their largest firms

• The role of these export superstars for countries’ comparative advantage is studied in Freund and Pierola (2015, REStat)

Source: based on Exporter Dynamics Database version 2.0.

Page 18: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Entrant survival is higher in the presence of lower trade costs and larger networks

Survival rates of new exporters are higher in lower trade costs economies

Note: Average for 2006-2008 period

ALB

BEL

BFA

BGD

BOL

BRA

BWA

CHL

COL

CRI

DNKDOM

ECU

ESP

GAB

GEO GTMHRV

IRN

JOR

KEN

KGZ

KHM

LAO

MAR

MDGMKD

MLI

MUS

MWI

NIC

NOR NZL

PAKPERPRT

PRY

RWA

SEN

SLV

SVN

TUR

TZA

UGA

URY

ZAF

0

100

02

00

03

00

04

00

0

Cost to

exp

ort

(U

S$ p

er

con

tain

er)

.2 .3 .4 .5 .6 .7First-year Entrant Survival Rate

Source: based on Exporter Dynamics Database version 2.0.

(1) (2) (3) (4)

Lagged Ln (Number of Exporters) 0.026*** 0.029*** 0.026*** 0.030***

(0.000) (0.000) (0.000) (0.000)

Year Fixed Effects Yes Yes Yes Yes

HS 2-Digit Fixed Effects Yes

Destination Fixed Effects Yes

HS 2-Digit-Destination Fixed Effects Yes

Observations 719,409 719,409 719,409 719,409

R-squared 0.015 0.047 0.027 0.098

First-Year Entrant Survival Rate

Regressions based on measures

at exporting country-HS 2-digit-

destination-year level Presence of other exporters of same product to same market helps survival of new exporters

Page 19: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Sources of the great trade collapse

• The trade collapse resulting from the global financial crisis was entirely driven by the intensive margin (mean exporter size) • After accounting for countries’ different degrees of distress from

the crisis and for sectoral demand and supply shocks

Source: based on Exporter Dynamics Database version 2.0.

Growth in

Total Exports

Growth in

Number of

Exporters

Growth in

Mean Exports

per Exporter

(1) (2) (3)

Dummy for Global Financial Crisis Year -0.254*** -0.024 -0.230***

(0.030) (0.014) (0.023)

Exporting Country Fixed Effects Yes Yes Yes

HS 2-Digit Fixed Effects Yes Yes Yes

Observations 31,242 31,242 31,242

R-squared 0.018 0.026 0.015

Regressions based on measures

at exporting country-HS 2-digit-year level

Number of Exporters, 9%

Average size, 91%

Export growth decomposition during the collapse

Page 20: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

How do export-sector characteristics vary with country size and stage of development?

Positive correlations between number,

size concentration of

exporters and

either GDP per capita or GDP

Source: based on Exporter Dynamics Database version 2.0. following Fernandes, Freund and Pierola (2015, JDE)

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWA

CHL

CIVCMR

COL

CRI

DEU

DNK

DOMECU

EGY

ESP

EST

ETH

GAB

GEO

GIN

GTM

HRVIRN

JOR

KEN

KGZ

KHM

KWT

LAO

LBNMAR

MDG

MEX

MKD

MLI

MUS

MWI

NER

NIC

NOR

NPL

NZLPAK

PER

PRT

PRYQOS

ROU

RWASEN

SLV

SVN

SWE

SWZ

THA

TLS

TUR

TZA

UGA

URY

YEM

ZAF

ZMB

24

68

10

12

Ln

Num

ber

of E

xp

ort

ers

7 8 9 10 11Ln GDPpc

Number of Exporters - GDPpc

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWA

CHL

CIVCMR

COL

CRI

DEU

DNK

DOMECU

EGY

ESP

EST

ETH

GAB

GEO

GIN

GTM

HRVIRN

JOR

KEN

KGZ

KHM

KWT

LAO

LBN MAR

MDG

MEX

MKD

MLI

MUS

MWI

NER

NIC

NOR

NPL

NZL PAK

PER

PRT

PRYQOS

ROU

RWASEN

SLV

SVN

SWE

SWZ

THA

TLS

TUR

TZA

UGA

URY

YEM

ZAF

ZMB

24

68

10

12

Ln

Num

ber

of E

xp

ort

ers

22 24 26 28 30Ln GDP

Number of Exporters - GDP

ALB

BEL

BFA BGD

BGR

BOL

BRA

BWA

CHLCIV

CMRCOL

CRI

DEU

DNK

DOMECUEGYESP

EST

ETH

GAB

GEO

GIN

GTM

HRVIRN

JOR

KEN

KGZ

KHM

KWT

LAO

LBN

MAR

MDG

MEX

MKD

MLI

MUSMWI

NER

NIC

NOR

NPL

NZL

PAK

PER

PRT

PRY

QOS

ROU

RWA

SENSLV

SVN

SWE

SWZ

THA

TLS TUR

TZA

UGA

URY

YEM

ZAF

ZMB

12

13

14

15

16

17

Ln

Me

an

Exp

ort

s p

er

Exp

ort

er

7 8 9 10 11Ln GDPpc

Mean Exports per Exporter - GDPpc

ALB

BEL

BFA BGD

BGR

BOL

BRA

BWA

CHLCIV

CMRCOL

CRI

DEU

DNK

DOMECU EGYESP

EST

ETH

GAB

GEO

GIN

GTM

HRV IRN

JOR

KEN

KGZ

KHM

KWT

LAO

LBN

MAR

MDG

MEX

MKD

MLI

MUSMWI

NER

NIC

NOR

NPL

NZL

PAK

PER

PRT

PRY

QOS

ROU

RWA

SENSLV

SVN

SWE

SWZ

THA

TLS TUR

TZA

UGA

URY

YEM

ZAF

ZMB

12

13

14

15

16

17

Ln

Me

an

Exp

ort

s p

er

Exp

ort

er

22 24 26 28 30Ln GDP

Mean Exports per Exporter - GDP

ALB

BEL

BFA

BGD

BGRBOL

BRA

BWA

CHL

CIVCMRCOLCRI

DEU

DNK

DOM

ECUEGY

ESP

ETH

GAB

GEO

GIN

GTM

HRV

IRN

JORKEN

KGZ

KHM

KWTLAO

LBN

MAR

MDG

MEX

MKD

MLI

MUS

MWINER

NIC

NOR

NPL

NZL

PAK

PER

PRTPRYQOS

ROU

RWA

SEN

SLV

SVN

SWE

SWZ

THA

TLS

TUR

TZA

UGAURY

YEM

ZAF

ZMB

.4.6

.81

Sha

re o

f T

op

5%

Export

ers

7 8 9 10 11Ln GDPpc

Share of Top 5% Exporters - GDPpc

ALB

BEL

BFA

BGD

BGRBOL

BRA

BWA

CHL

CIVCMRCOLCRI

DEU

DNK

DOM

ECU EGY

ESP

ETH

GAB

GEO

GIN

GTM

HRV

IRN

JORKEN

KGZ

KHM

KWTLAO

LBN

MAR

MDG

MEX

MKD

MLI

MUS

MWINER

NIC

NOR

NPL

NZL

PAK

PER

PRTPRYQOS

ROU

RWA

SEN

SLV

SVN

SWE

SWZ

THA

TLS

TUR

TZA

UGAURY

YEM

ZAF

ZMB

.4.6

.81

Sha

re o

f T

op

5%

Export

ers

22 24 26 28 30Ln GDP

Share of Top 5% Exporters - GDP

Page 21: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

Establishing the robustness of those correlations

• Larger economies and more developed economies have: more exporters, larger exporters, and more concentration in the top 5% of firms • Even after controlling for sectoral composition of exports, differences

across destination markets, and cyclical effects

Ln Number

of Exporters

Ln Mean

Exports per

Exporter

Share of Top

5%

Exporters

Ln Number

of Exporters

Ln Mean

Exports per

Exporter

Share of Top

5%

Exporters

Ln Number

of Exporters

Ln Mean

Exports per

Exporter

Share of Top

5%

Exporters

(1) (2) (3) (4) (5) (6) (7) (8) (9)

Ln GDPpc 0.479*** 0.463*** 0.045*** 0.441*** 0.173** 0.060*** 0.271** 0.233*** 0.028***

(0.098) (0.093) (0.012) (0.092) (0.067) (0.009) (0.102) (0.064) (0.009)

Ln GDP 0.660*** 0.408*** 0.040*** 0.783*** 0.280*** 0.038*** 0.416*** 0.341*** 0.034***

(0.067) (0.065) (0.007) (0.071) (0.058) (0.006) (0.072) (0.049) (0.006)

HS 2-Digit Fixed

EffectsYes Yes Yes

Destination Fixed

EffectsYes Yes Yes

Bilateral Gravity

CovariatesYes Yes Yes Yes Yes Yes

HS 2-Digit-

Destination Fixed

Effects

Yes Yes Yes

Year Fixed Effects Yes Yes Yes Yes Yes Yes Yes Yes Yes

Observations 33,488 33,459 22,670 46,162 45,716 24,751 599,299 599,299 131,613

R-squared 0.716 0.441 0.316 0.736 0.318 0.307 0.466 0.394 0.419

Regressions for measures

at exporting country-HS 2-digit-year

level

Regressions for measures

at exporting country-destination-year

level

Regressions for measures

at exporting country-HS 2-digit-

destination-year level

Source: based on Exporter Dynamics Database version 2.0. following Fernandes, Freund and Pierola (2015, JDE)

Page 22: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

What is the magnitude of the effects?

• Relative to a country at the 25th percentile of the GDP per capita distribution (Cameroon), a country at the 75th percentile of the GDP per capita distribution (Mexico) has:

• 87 percent larger number of exporters • 84 percent larger mean exports per exporter • 8.2 percentage points larger share of exports

accounted for by the top 5% of exporters

Page 23: Exporter Dynamics Database Version 2pubdocs.worldbank.org/en/154041551985614440/212... · –It provides information about the characteristics of the exporters –The degree of concentration

How do exporter dynamics vary with country size and stage of development?

Negative correlations between

exporter turnover and positive

correlations between entrant survival

and either GDP per capita

or GDP

Source: based on Exporter Dynamics Database version 2.0. following Fernandes, Freund and Pierola (2015, JDE)

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWA

CHLCIV

CMR

COLCRI

DEUDNK

DOM

ECU

EGY

ESP

EST

ETH GAB

GEO

GIN

GTMHRV

IRN

JORKEN

KGZ

KHM

KWT

LAO

LBNMAR

MDG MEXMKD

MLI

MUS

MWI

NER

NIC

NOR

NPL

NZLPAK

PER

PRT

PRY

QOS

ROU

RWA

SEN

SLV

SVNSWE

TLS

TUR

TZAUGA

URY

YEM

ZAF

ZMB

0.2

.4.6

Entr

y R

ate

7 8 9 10 11Ln GDPpc

Entry Rate - GDPpc

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWA

CHLCIV

CMR

COLCRI

DEUDNK

DOM

ECU

EGY

ESP

EST

ETHGAB

GEO

GIN

GTMHRV

IRN

JORKEN

KGZ

KHM

KWT

LAO

LBNMAR

MDG MEXMKD

MLI

MUS

MWI

NER

NIC

NOR

NPL

NZL PAK

PER

PRT

PRY

QOS

ROU

RWA

SEN

SLV

SVNSWE

TLS

TUR

TZAUGA

URY

YEM

ZAF

ZMB

0.2

.4.6

Entr

y R

ate

22 24 26 28 30Ln GDP

Entry Rate - GDP

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWA

CHLCIV

CMR

COL

CRI

DEU

DNK

DOM

ECU

EGY

ESPEST

ETH

GAB

GEO

GIN

GTMHRV

IRN

JOR

KEN

KGZ

KHM

KWT

LAO

LBNMAR

MDG MEXMKD

MLI

MUS

MWI

NER

NIC

NOR

NPL

NZL

PAK

PER

PRT

PRY

QOS

ROU

RWA

SEN

SLV

SVNSWE

TLS

TUR

TZA

UGA

URYYEM

ZAF

ZMB

.1.2

.3.4

.5.6

Exi

t R

ate

7 8 9 10 11Ln GDPpc

Exit Rate - GDPpc

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWA

CHLCIV

CMR

COL

CRI

DEU

DNK

DOM

ECU

EGY

ESPEST

ETH

GAB

GEO

GIN

GTMHRV

IRN

JOR

KEN

KGZ

KHM

KWT

LAO

LBNMAR

MDG MEXMKD

MLI

MUS

MWI

NER

NIC

NOR

NPL

NZL

PAK

PER

PRT

PRY

QOS

ROU

RWA

SEN

SLV

SVNSWE

TLS

TUR

TZA

UGA

URYYEM

ZAF

ZMB.1

.2.3

.4.5

.6

Exi

t R

ate

22 24 26 28 30Ln GDP

Exit Rate - GDP

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWACHL

CIV

CMR

COL

CRI

DEU

DNK

DOM

ECU

EGY

ESP

EST

ETH

GABGEO

GIN

GTM HRVIRN

JOR

KEN

KGZ

KHM

LAO

LBN

MAR

MDG

MEX

MKDMLI

MUS

MWI

NER

NIC

NOR

NPL

NZL

PAK

PER

PRT

PRY

QOSROU

RWA

SEN

SLV SVN

SWE

TLS

TUR

TZA

UGA

URY

YEM

ZAF

ZMB

.2.3

.4.5

.6.7

Surv

ival R

ate

of E

ntr

an

ts

7 8 9 10 11Ln GDPpc

Survival Rate of Entrants - GDPpc

ALB

BEL

BFA

BGD

BGR

BOL

BRA

BWACHL

CIV

CMR

COL

CRI

DEU

DNK

DOM

ECU

EGY

ESP

EST

ETH

GABGEO

GIN

GTMHRVIRN

JOR

KEN

KGZ

KHM

LAO

LBN

MAR

MDG

MEX

MKDMLI

MUS

MWI

NER

NIC

NOR

NPL

NZL

PAK

PER

PRT

PRY

QOSROU

RWA

SEN

SLVSVN

SWE

TLS

TUR

TZA

UGA

URY

YEM

ZAF

ZMB

.2.3

.4.5

.6.7

Surv

ival R

ate

of E

ntr

an

ts

22 24 26 28 30Ln GDP

Survival Rate of Entrants - GDP

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Establishing the robustness of these correlations

• In more developed economies, exporter entry and exit rates are lower while first-year survival of entrants is higher • Even after controlling for sectoral composition of exports,

differences across destination markets, and cyclical effects

Entry

Rate

Exit

Rate

Entrant

Survival

Rate

Net Entry

Rate

Turnover

Rate

Entry

Rate

Exit

Rate

Entrant

Survival

Rate

Net Entry

Rate

Turnover

Rate

Entry

Rate

Exit

Rate

Entrant

Survival

Rate

Net Entry

Rate

Turnover

Rate

(1) (2) (3) (4) (5) (6) (7) (8) (9) (10) (11) (12) (13) (14) (15)

Ln GDPpc -0.063*** -0.065*** 0.031*** 0.003 -0.120*** -0.043*** -0.042*** 0.018* -0.001 -0.071*** -0.050*** -0.054*** 0.030** 0.005* -0.074***

(0.011) (0.011) (0.009) (0.002) (0.022) (0.010) (0.010) (0.009) (0.003) (0.019) (0.009) (0.011) (0.013) (0.003) (0.019)

Ln GDP -0.005 -0.003 0.002 -0.002 -0.001 -0.034*** -0.033*** 0.025*** 0.001 -0.035*** -0.017** -0.015** 0.013** -0.001 0.043***

(0.007) (0.007) (0.005) (0.002) (0.016) (0.007) (0.007) (0.005) (0.002) (0.012) (0.006) (0.007) (0.005) (0.002) (0.013)

HS 2-Digit Fixed

EffectsYes Yes Yes Yes Yes

Destination Fixed

EffectsYes Yes Yes Yes Yes

Bilateral Gravity

CovariatesYes Yes Yes Yes Yes Yes Yes Yes Yes Yes

HS 2-Digit-

Destination Fixed

Effects

Yes Yes Yes Yes Yes

Year Fixed Effects Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes

Observations 31,465 31,412 26,212 30,805 30,805 48,658 48,141 39,777 44,279 44,279 883,355 868,703 643,804 695,860 695,860

R-squared 0.234 0.242 0.131 0.008 0.249 0.202 0.194 0.105 0.011 0.143 0.147 0.149 0.096 0.018 0.181

Regressions for measures

at exporting country-HS 2-digit-year level

Regressions for measures

at exporting country-destination-year level

Regressions for measures

at exporting country-HS 2-digit-destination-year level

Source: based on Exporter Dynamics Database version 2.0. following Fernandes, Freund and Pierola (2015, JDE)

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What is the magnitude of the effects?

• Relative to a country at the 25th percentile of the GDP per capita distribution (Cameroon), a country at the 75th percentile of the GDP per capita distribution (Mexico) has:

• 11 percentage points lower exporter entry and exit

rates • 6 percentage points higher first-year survival rate of

entrants into export markets

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Lessons from these facts

• Exporter dynamics change as countries get richer • In developing countries, there is high turnover with many

firms entering export markets and exiting almost immediately • As countries develop, entrant survival is higher as fewer but

more resilient exporters enter the market

• Larger exporters and more concentration at the top of the

exporter-size distribution in richer countries is consistent with allocative efficiency in export markets improving as countries develop • In developing countries, distortions to resource allocation

inhibit the emergence of very large firms resulting in a “truncated top” (rather than a “missing middle”)

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What other uses for the EDD?

• The EDD has supported external research – 1,112 downloads of the EDD in FY2014 – EDD used for research on the impact of FDI promotion policies, banking crises,

etc.

• The EDD has been used in WB analytical work and policy advice on trade and competitiveness – Reports on Bangladesh, Brazil, Dominican Republic, Ethiopia, Georgia, Malawi,

Peru, South Africa, Uruguay – Regional reports in SSA, MENA, LAC

• The EDD can help answer understand the relationship between exporter dynamics and policy factors such as: – Trade costs (logistics costs, customs delays) – Trade barriers (tariffs, non-tariff measures, contingent protection measures) – Business environment or economic shocks (exchange rates)

• The EDD can be used as a tool for the impact evaluation of trade facilitation reforms and export promotion programs => Nepal

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Thank You!


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