Technology Spillovers from FDI in Vietnam:
How Important are Horizontal and Vertical Spillovers?
Quoc Hoi Le
National Economics University, Vietnam University of Adelaide, Australia
Outline
Motivation
What does the theory tell us?
Measuring horizontal and vertical spillovers
Empirical analysis
Conclusions and policy implications
Motivation
Inflows of FDI into Vietnam from 1994 to 2004
As % of total FDI Value (million
US$)
34.00 40.21 31.15 43.98 62.25 43.67 79.26 68.98 43.29 48.75 86.58 1176,0
2381,0 2384,9 2037,9 2200,3 856,3 1804,4 2139,1 1176,7 1439,0 3280,8 24.20
28.55 31.04 17.26 12.99 6.83 7.30 9.48 7.74 7.53 8.98 3458,8
5920,9 7655,0 4633,6 3534,6 1960,5 2276,5 3100,7 2717,8 2951,7 3789,0 1994
1995 1996 1997 1998 1999 2000 2001 2002 2003 2004
FDI into industry As % of GDP
Total FDI inflows (million US$) Year
Motivation (cont.)
Existing empirical evidence focusing on technology spillovers from FDI is inconclusive (Gorg and Greenaway, 2004)
Most studies in the literature have focused on measuring horizontal spillovers (intra-industry spillovers)
Another effect of FDI: vertical spillovers (inter-industry spillovers)
The existing empirical studies have mainly focused on the basic question of whether or not technology spillovers exist, with little evidence on which conditions and characteristics determine the existence and strength of technology spillovers.
It is usually assumed in the literature that FDI is homogeneous and therefore that the technology spillover effect is the same for all types of FDI. However, FDI is heterogeneous with respect to its
relationship with domestic firms (Moran, 2001). Thus, technology spillovers may be associated with identifiable differences across different types of FDI.
Motivation (cont.)
This study focuses on firm-level effects:
• distinguish between horizontal and vertical spillovers
• examine the importance of absorptive capability
• look at the characteristics of both domestic and foreign firms, and the conditions of industries that influence the degree of technology spillovers
What does the theory tell us?
Horizontal spillovers
Professional Innovation training
Competition effect
Employee Imitation turnover
Foreign firms
Labour pool
New technologies and products
Competitor firms (domestic firms)
What does the theory tell us?
Vertical spillovers
Professional Quality control Direct transfer training of technologies
Suppliers
(Domestic firms)
Foreign firms
Measuring horizontal spillovers
∑
∑
=
=
+
=
m ni k
ijt kjt
m
k
kjt jt
DL FL
FL
HS
,1 ,
1
) (
∑
∑
=
=
+
=
−
m ni k
ipjt kpjt
m
k
kpjt jpt
DL FL
FL ovince
HS
,1 ,
1
) (
Pr
Measuring vertical spillovers
is the proportion of sector r’s output that is supplied to sector j.
∑
==
qj r
rt jrt
jt
HS
VS
1 ,
α *
α
jrtExample
VS-Textile = 0.4*0.5 + 0.3*0.2 + 0.2*0.4 = 0.34
Textile
Furniture 0.3
Garment 0.4 Paper 0.2
HS 0.5 HS 0.2 HS 0.4
Empirical model
Searching for horizontal and vertical spillovers:
it j
i t
jt jt
jt ijt
ijt ijt
ijt ijt ijt
ijt
VS HS
HERF TG
SCALE L LQ
K L
Y
ε α
α α
β β
β β
β β
β β
+ +
+ +
+ +
+ +
+ +
+
=
7 6
5 4
3 2
1
0 ln
ln
∑
= n
i jt
ijt
jt Sale
HERF Sale
2
ijt ijt
fjt
ijt AverageLP LP LP
TG = ( − ) /
Empirical model (cont.)
Importance of absorptive capacity:
it j
i t
jt ijt
jt ijt
jt ijt
jt ijt
jt jt
ijt ijt
ijt ijt
ijt ijt ijt
ijt
VS TG
HS TG
VS LQ
HS LQ
VS HS
TG HERF
SCALE L LQ
K L
Y
ε α
α α
β β
β β
β β
β β
β β
β β
+ +
+ +
+ +
+ +
+ +
+ +
+ +
+
=
. .
. .
ln ln
11 10
9 8
7 6
5 4
3 2
1 0
Data and Methodology
Source: The General Statistical Office of Vietnam
Firm level panel data for the period 2000-2004
29 industries and 8601 foreign and domestic firms
Input – Output Table
Pooled OLS and Fixed Effects Model
Table 1: Horizontal and Vertical Spillovers
-1.64 (1.01)*
1.01 (0.33)***
0.64 (0.01)***
8.19 (0.29)***
3.52 (0.42)***
-0.88 (0.14)***
-0.90 (0.07)***
Yes Yes Yes 27241
0.25 -0.42
(0.14)***
1.03 (0.29)***
0.50 (0.009)***
7.49 (0.26)***
3.15 (0.32)***
-0.60 (0.08)***
-0.87 (0.05)***
Yes Yes
- 34536
0.22 -1.19
(0.58)**
1.09 (0.29)***
0.50 (0.009)***
7.49 (0.26)***
3.18 (0.32)***
-0.61 (0.08)***
-0.87 (0.05)***
Yes Yes Yes 34536
0.22 HS
HS Province VS
Lagged HS Lagged VS
Capital-labour ratio Labour Quality Scale
Competition Technology Gap Time dummies Industry dummies Region dummies No. of observations R-squared
Table 2: The importance of absorptive capacity
-2.08 (0.01)***
0.35 (3.04)
2.67 (0.41)***
-0.88 (0.05)***
0.07 (0.01)***
0.59 (0.04)***
Yes Yes Yes 34536
0.23
-0.92 (0.58)
1.02 (0.29)***
7.40 (0.26)***
-0.26 (0.08)***
-0.05 (0.005)***
0.006 (0.01) Yes Yes Yes 34536
0.23 HS
VS
Labour Quality Technology Gap
HS*Labour Quality VS*Labour Quality HS*Technology Gap VS*Technology Gap Time dummies
Industry dummies Region dummies No. of observations R-squared
Table 3: The effects of ownership structure and type of industry
-0.61 (0.65)
-1.36 (0.58)**
-1.11 (0.69)
0.72 (0.31)**
1.19 (0.29)***
1.02 (0.31)***
0.22
-1.40 (0.69)**
3.01 (2.58)
-0.53 (1.36)
-0.32 (0.52)
1.38 (0.43)***
2.00 (0.57)***
0.22 HS - State Firms
HS - Private Firms HS - Collective Firms VS - State Firms
VS - Private Firms VS - Collective Firms HS - Low Technology HS - Medium Technology HS - High Technology VS - Low Technology VS - Medium Technology VS - High Technology R-squared
Table 4: The impacts of R&D activity and trade orientation
-1.05 (1.59)
-1.58 (0.6)***
1.29 (0.30)***
1.02 (0.29)***
yes yes yes 34536
0.23
-0.57 (0.62)
-1.41 (0.58)**
0.91 (0.30)***
1.17 (0.29)***
yes yes yes 34536
0.22 HS - Trade oriented firms
HS - Domestic oriented firms VS - Trade oriented firms VS - Domestic oriented firms
HS - R&D performing firms
HS - Non R&D performing firms VS - R&D performing firms
VS - Non R&D performing firms Time dummies
Industry dummies Region dummies No. of observations R-squared
Table 5: The effects of ownership structure and export activity of foreign firms on technology spillovers
-1.37 (0.69)**
-0.72 (1.28)
0.92 (0.32)***
1.54 (0.47)***
Yes Yes Yes 34536
0.22
-0.89 (1.28)
-1.33 (0.69)**
0.92 (0.30)***
1.79 (0.45)***
Yes Yes Yes 34536
0.23 HS – Foreign firms with fully foreign
ownership
HS – Foreign firms with partially foreign ownership
VS – Foreign firms with fully foreign ownership
VS – Foreign firms with partially foreign ownership
HS – Foreign firms with export orientation
HS – Foreign firms with domestic orientation
VS – Foreign firms with export orientation
VS – Foreign firms with domestic orientation
Time dummies Industry dummies Region dummies No. of observations R-squared
Conclusions
• Vertical linkage is the most important mechanism of technology spillovers from foreign firms to domestic ones.
• The effect of horizontal presence of foreign firms on the productivity of domestic firms depends on the type of
firms and the characteristics of industries.
• The characteristics of domestic and foreign firms play an
important role in the success of technology spillovers.
Policy implications
• FDI promotion should focus not only on the quantity of FDI but also on its quality.
• Setting up linkages between foreign firms and domestic ones is highly relevant to the encouragement of technology
spillovers from FDI.
• The capabilities of domestic firms are the most important determinants of technology spillovers. The increase of
spending on education and training, and the enhancement co-
operation between local training centers and foreign firms are
likely to be keys to facilitating technology spillovers.