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Trade Reforms and Firm Productivity: Some Evidence from India and China Amit Khandelwal Columbia Business School 1

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Page 1: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Trade Reforms and Firm Productivity: Some Evidence from India and China Amit Khandelwal Columbia Business School

1

Page 2: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm
Page 3: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

“Trade and Productivity” Google Ngram Viewer

Fraction of books scanned by Google (~5 million) that have the phrase “trade and productivity”

Page 4: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Boundaries of this Talk

• What have we learned? • Why is more research is needed?

• Topic relates to broad literature studying policies that affect performance of

firms in developing countries

• I’ll focus narrowly on: ○ Removal of trade barriers ○ Handful of mechanisms ○ Two countries: China and India

• Trade barriers • Credit constraints • Entry barriers • Tax policy

• Labor regulations • Infrastructure • FDI • Macroeconomic policy

Page 5: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Trade and Productivity: Mechanisms

• How does reducing trade costs improve the productivity of firms?

• Across-firm mechanisms ○ Selection effects (Chile) (Pavcnik 2003)

○ Removing misallocation (China, Mozambique) (Khandelwal et al 2012, Sequeria 2014)

• Within-firm mechanisms

○ Competition reduces slack ○ Access to larger markets (Argentina, Chile) (Bustos 2011, Garcia and Voigtländer 2014)

○ Access to sophisticated buyers (Slovenia, Egypt) (de Loecker 2007, Atkin et al 2014)

○ Access to intermediate inputs (Indonesia, India, Hungary, China) (Yu 2014, Khandelwal and Topalova 2011, Amiti and Konings 2007, Hungary 2011)

Page 6: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Trade and Productivity: Mechanisms

• How does reducing trade costs improve the productivity of firms?

• Across-firm mechanisms ○ Selection effects (Chile) (Pavcnik 2003)

○ Removing misallocation (China, Mozambique) (Khandelwal et al 2012, Sequeria 2014)

• Within-firm mechanisms

○ Competition reduces slack ○ Access to larger markets (Argentina, Chile) (Bustos 2011, Garcia and Voigtländer 2014)

○ Access to sophisticated buyers (Slovenia, Egypt) (de Loecker 2007, Atkin et al 2014)

○ Access to intermediate inputs (Indonesia, India, Hungary, China) (Yu 2014, Khandelwal and Topalova 2011, Amiti and Konings 2007, Hungary 2011)

• Given time constraints, I’ll focus on two of these mechanisms

Page 7: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Removing Misallocation

Firm Productivity

Page 8: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Removing Misallocation

Exiters Entrants

Firm Productivity

Page 9: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Removing Misallocation

Exiters Entrants

Firm Productivity

Conn

ecte

dnes

s

Page 10: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Removing Misallocation

Exiters

Entrants

Firm Productivity

Conn

ecte

dnes

s

Connected, but unproductive

Unconnected, but productive

Page 11: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Misallocating Institutions

• Why might misallocation occur in protected markets? ○ Institutions are formed to manage trade barriers ○ They are subject to bureaucratic capture ○ Customs agents have lots of discretion to withhold goods in bonded

warehouses, assess tariff duties, demand more paperwork, etc.

Institutions that manage trade barriers may favor firms that can navigate “the system” over firms that can produce efficiently

Page 12: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm
Page 13: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Misallocation under the Multifiber Arrangement (“MFA”)

• Prior to 2005, every article of clothing exported to US/EU/Canada from a developing country was subject to quotas

• Quota-bound: subject to quota ○ “Men’s cotton pajamas” to US/Canada

• Quota-free: not subject to quota ○ “Men’s cotton pajamas” to EU

• January 1, 2005: all quotas eliminated

13

13

Source: Brambilla et al (2010)

Page 14: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Apparel Exports Before and After Quotas

2

4

6

8

10

12

14

16

18

20

2000 2001 2002 2003 2004 2005

$ B

illio

n

China’s Apparel Exports Before and After Quotas

Quota-Free

Quota-Bound

Source: Khandelwal et al (2013)

Page 15: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Apparel Exports Before and After Quotas

2

4

6

8

10

12

14

16

18

20

2000 2001 2002 2003 2004 2005

$ B

illio

n

China’s Apparel Exports Before and After Quotas

Quota-Free

Quota-Bound

Source: Khandelwal et al (2013)

Page 16: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Quota Allocation in China

• The Chinese govt set up an institution to allocate quota licenses to its exporters ○ Details of allocation are murky

• Allocation via auction:

○ Most efficient firms bid for quotas ○ Their exports expand with liberalization ○ Trade reforms remove standard deadweight triangles

• Allocation via connections:

○ Inefficient firms receive quota ○ Trade reforms dismantles the inefficient institution and allows efficient

entrants to replace inefficient incumbents

Page 17: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Share of SOEs Before and After Liberalization

0%

10%

20%

30%

40%

50%

60%

Quota Free Quota Bound

Shar

e of

Exp

orts

by

SOEs

20042005

-8%

-16%

Source: Khandelwal et al (2013)

Page 18: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Share of SOEs Before and After Liberalization

0%

10%

20%

30%

40%

50%

60%

Quota Free Quota Bound

Shar

e of

Exp

orts

by

SOEs

20042005

-8%

-16%

Trade liberalization delivers 13.5% increase in sector TFP in just one year!

Source: Khandelwal et al (2013)

Page 19: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Reallocation After Quotas Ended

• Large decline in market share of

incumbent SOEs

• Market share reallocates to privately-owned entrants

19

Change in Market Share (Before vs After Quotas Ended)

Margin All SOE Private Incumbents -0.122 -0.106 -0.016

Net Entry 0.122 -0.041 0.163

Total 0.000 -0.147 0.147 Source: Khandelwal et al. 2013. Bold type indicates statistical significance

Page 20: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

20

ρ = 1

Visualizing Inefficient Quota Allocation

Allocation under free trade

Allocation of market shares if quotas are

auctioned off

“Misallocation” parameter How correlated is firm productivity with political connections?

Source: Khandelwal et al. 2013

Firm Productivity

Free Trade

Page 21: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

21

ρ = 0.95

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 22: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

22

ρ = 0.85

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 23: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

23

ρ = 0.75

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 24: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

24

ρ = 0.65

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 25: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

25

ρ = 0.55

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 26: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

26

ρ = 0.45

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 27: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

27

ρ = 0.35

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 28: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

28

ρ = 0.25

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 29: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

29

ρ = 0.15

Visualizing Inefficient Quota Allocation

This is the degree of misallocation suggested by the Chinese export data

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 30: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

30

ρ = -0.15

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 31: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

31

ρ = -0.25

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 32: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

32

ρ = -0.35

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 33: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

33

ρ = -0.45

Visualizing Inefficient Quota Allocation

Free Trade

Firm Productivity

Source: Khandelwal et al. 2013

Page 34: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

34

ρ = -0.55

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 35: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

35

ρ = -0.65

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 36: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

36

ρ = -0.75

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 37: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

37

ρ = -0.85

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 38: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

38

ρ = -1.00

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

Page 39: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

39

ρ = -1.00

Visualizing Inefficient Quota Allocation

Firm Productivity

Free Trade

Source: Khandelwal et al. 2013

• Decomposition of TFP gains from trade liberalization: • 71% due to removing misallocating institution • 29% from direct removal of quota

• Reforming institutions can be politically difficult, but

this is one example where externally-mandated reforms can deliver large efficiency gains

Page 40: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Trade and Productivity: Mechanisms

• How does reducing trade costs improve the productivity of firms?

• Across-firm mechanisms ○ Selection effects (Chile) (Pavcnik 2003)

○ Removing misallocation (China, Mozambique) (Khandelwal et al 2012, Sequeria 2014)

• Within-firm mechanisms

○ Competition reduces slack ○ Access to larger markets (Argentina) (Bustos 2011)

○ Access to sophisticated buyers (Slovenia, Egypt) (de Loecker 2007, Atkin et al 2014)

○ Access to intermediate inputs (Indonesia, India, Hungary, China) (Yu 2014, Khandelwal and Topalova 2011, Amiti and Konings 2007, Hungary 2011)

Page 41: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Measuring Productivity

• “Trade liberalization and tariff reforms have provided increased access to Indian companies to the best inputs available globally at almost world prices.”

–Rakesh Mohan, former Deputy Governor of the RBI, 2008 • The typical study runs a two-step procedure:

1. TFP is a residual from a regression of revenues and expenditures 2. Correlate changes in firm TFP with changes in trade policy

○ Tariffs on final goods (“output tariffs”) ○ Tariffs on intermediate goods (“input tariffs”)

Page 42: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Role of Intermediate Inputs: Evidence from Several Countries

• Indonesia (Amiti and Konings 2007)

○ 10pp decline in input tariffs raise productivity by 12% ○ Magnitude is twice as large as output tariff reductions

• Hungary (Halpern et al 2011)

○ Switching to imported varieties would raise TFP by 12% ○ 1993-2002: one-third of aggregate TFP growth was due to imported inputs

• India (Topalova and Khandelwal, 2011)

○ 10pp decline in input tariffs raises TFP by 4.8% ○ Magnitude for the same decline in output tariffs is 0.32%

• China (Yu 2014)

○ 10pp decline in output (input) tariffs raised TFP by 9.2% (5.1%) ○ But input tariff magnitude becomes stronger for non-processing firms

Page 43: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Opening the Black Box

• Recent studies are prying open the productivity black box

• Use quantity data to obtain “clean” productivity measures ○ India (de Loecker et al 2014), Chile (Garcia and Voigtländer, 2014)

• Looking at how specific outcomes adjust to trade shocks

○ Investments in R&D (Argentina, Mexico) (Bustos 2011, Teshima 2010)

○ Labor (Argentina, Mexico, Rwanda) (Frias et al 2009, Brambilla et al 2012, Frazer 2014)

○ Productivity and quality (Mexico, Egypt) (Verhoogen 2008, Atkin et al 2014)

○ Input & output varieties (India, China) (Goldberg et al 2010, Bas & Strauss-Kahn 2014)

○ Prices and markups (India, Taiwan) (Goldberg et al 2014, Edmonds et al 2014)

Let’s re-examine the role of imported intermediates in firm performance

Page 44: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Role of Intermediate Inputs

• Versions of model of economic growth stressed the importance of access to varieties Romer (1987, 1990), Rivera-Batiz & Romer (1991), Grossman & Helpman (1991)

• Fixed cost to import inputs • Lower input tariffs enables firms to source more input varieties

45

Input tariff liberalization

Imports of new inputs varieties

Domestic product expansion

Page 45: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

India’s Import Growth, by End Use 1987-2000

0

50

100

150

200

250

300

350

All Products Final Products Basic Products Capital Products IntermediateProducts

Perc

ent G

row

th

Source: Goldberg et al (2010)

Page 46: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

India’s Import Growth Decomposition, by End Use 1987-2000

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0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

All Products Final Products Basic Products Capital Products Intermediate Products

OECD Ext. Margin Non-OECD Ext. Margin Int. Margin

Source: Goldberg et al (2009)

Page 47: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Intermediate Inputs and Product Scope

• Reduced form results: ○ On average, input tariffs fell 24pp and firm’ product scope increase by 8% ○ Lower tariffs on inputs accounts for 31% of total product scope expansion

• Adding some structure reveals the mechanism driving the result:

○ Construct input price indexes for each sector ○ “Conventional”: lower input tariffs makes existing imports cheaper ○ “Variety”: lower input tariffs provides access to new varieties

○ Product scope is responsive to new input varieties, not cheaper inputs

• How did firms finance these new product introductions ○ Observe correlations between new products and increased markups ○ Costs fell, markups rose --> profits increased

Important role of intermediates (as opposed to final goods) in the case of India

Page 48: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Anecdotes from Pre-Reform India

• “…While we are ready to introduce containers made from 2CR tinplate, we cannot consider their marketing until … the Government can assure continuing imports. In the development of new products … we have continuous access to the most advanced technology through our technical associates. We can over a reasonably short period equip ourselves to manufacture all these products, but we need to be certain that raw material of the right quality and specifications will be available…”

–Baskar Mitter, Chairman of Metal Box Co, EPW 1970

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Page 49: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Takeaways

• Evidence from many developing countries that large-scale trade reform have improved performance of industrial firms

• Two active areas of research ○ Using price data and new methods to accurately measure TFP ○ Accessing new data (and designing survey collections) to open the TFP

black box

• Related and important questions: ○ When resources reallocate across firms, how severe are the adjustment

costs to workers? ○ When firm productivity improves over time, which types of workers gain

and can lower-skilled employees catch up?

Page 50: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Thank You

Page 51: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Price

Quantity

mc1

D MR

Q1

P1

markup1

Page 52: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Price

Quantity

mc1

mc2

D MR

Q1 Q2

P2

markup2

markup1

Page 53: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm

Prices and Markups

• How do trade reforms affect firm markups ○ Conventional answer is markups should fall (Levinson 1993, Harrison 1994)

○ But these papers focused on output tariff liberalization

• Due to India’s trade reform, on average: ○ Prices fall 18% ○ Marginal costs fell 35% ○ Markups rose 17%

• Observe positive correlation between product expansion and markup increases

Page 54: Trade Reforms and Firm Productivity: Some Evidence from India … · Trade and Productivity: Mechanisms • How does reducing trade costs improve the productivity of firms? • Across-firm