Knowledge spillovers,absorptive capacity and total factor productivity in China’s manufacturing firms

Applying the stochastic frontier framework, this study explores the diffusion and absorption of technological knowledge in China’s manufacturing firms, based on a panel of more than 10,000 local and foreign-invested firms over the period 1998–2001. Our empirical approach allows us to distinguish between technological progress (TP) and technical efficiency (TE) in analysing whether R&D, exports and the presence of foreign direct investment simultaneously enhance TP through knowledge spillovers in a single framework and whether different types of domestic absorptive capacity moderate external knowledge spillovers in relation to TE. The results show that there are positive inter-industry productivity spillovers from R&D and foreign presence, whereas evidence of intra-industry productivity spillovers from FDI to Chinese firms is less robust. We find evidence that absorptive capacity is one of the key determinants to quantitatively explain intra-industry differences in productivity of local Chinese firms. The findings have important policy implications.     

Are regional systems greening the economy? Local spillovers,green innovations and firms’ economic performances

The adoption and diffusion of environmental innovations (EIs) is crucial to greening the economy and achieving win–win environmental/economic gains. A large and increasing literature has focused on the levers underlying EIs that are external to the firm, such as stakeholder and policy pressures. Little attention, however, has been devoted to the possible role of local spillovers of a sector/geographical nature as a factor that correlates with EIs and economic performances. A rich data set that covers the innovative activities and economic performances of firms in the Emilia-Romagna region in Italy, an area dense in manufacturing districts, is analysed. EIs’ drivers and effects on firms’ performance are investigated through a two-step procedure. First, we examine the relevance of spatial levers, namely, whether high rates of eco-innovators in a given local area induce the adoption of EIs in firms located in the same local area. The role of the ‘agglomeration lever’ turns out to be fairly local in nature: we find that spillovers are significantly inducing innovation within municipal boundaries. Second, we test whether EIs adoptions have significantly increased firms’ economic performances and find that some firms’ productivity performances are positively related to EI adoption.     

Technology transfers,foreign investment and productivity spillovers

This paper explores the relationship between foreign direct investment (FDI) and the productivity of host country domestic firms. We rely on a specially designed survey of over 4000 manufacturing firms in Vietnam, and separate out productivity gains along the supply chain (obtained through direct transfers of knowledge/technology between linked firms) from productivity effects through indirect FDI spillovers. In addition to identifying indirect vertical productivity spillovers from FDI, our results show that there are productivity gains associated with direct linkages between foreign-owned and domestic firms along the supply chain not captured by commonly used measures of spillovers. This includes evidence of productivity gains through forward linkages for domestic firms which receive inputs from foreign-owned firms.     

Spillover feedback loops and strategic complements in R&D

This paper studies, in a two‐period model, the effects of knowledge spillovers among product market competitors on R&D levels. It argues that when firms' R&D decisions are strategic complements, in industries in which spillovers increase the marginal productivity of a firm's R&D, both incoming and outgoing spillovers spur R&D in equilibrium. Outgoing spillovers can foster innovation even in a homogeneous‐product industry. In these industries, the intellectual property law should be such that facilitates knowledge diffusion. If firms have power in deciding the level of knowledge spillovers, we show that a firm will choose to disclose its knowledge to its product market competitors.     

Intra‐industry Knowledge Spillovers from Foreign Direct Investment in Research and Development: Evidence from China's “Silicon Valley”

This study examines a specific channel of technology diffusion from multinational enterprises to domestic firms in less developed regions: research and development (R&D) activities of multinational enterprises in the host country. Using firm‐level panel data from a Chinese science park, known as China's “Silicon Valley,” we find that the R&D stock of foreign‐owned firms has a positive effect on the productivity of domestic firms in the same industry, while the capital stock of foreign firms has no such effect. These results suggest that foreign firms' knowledge spills over within industries through their R&D activities, but not through their production activities. In addition, we find no evidence of spillovers from domestic firms or firms from Hong Kong, Macao, or Taiwan, suggesting that the size of knowledge spillovers is larger when the technology gap between source and recipient firms is larger.     

Firm productivity and agglomeration economies: evidence from Egyptian data

This paper attempts to shed the light on the nexus between firms’ productivity and economies of agglomeration in Egypt. Using a large dataset of firms in 342 firms’ four-digit activities in 27 regions (62,108 firms), we introduce three measures of agglomeration which are urbanization or firm diversification measured by the number of firms by governorate, localization and specialization measured by the average productivity by governorate and sector (generating externalities and knowledge spillovers) and finally competition measured by the number of firm operating in the same governorate and the same sector. We find strong evidence for the existence of agglomeration in Egypt after controlling for firm age, location, economic activity and legal status. In the Egyptian context, productivity spillovers gained from agglomeration measures outweighed the negative effects of competition implied by congestion. The latter is chiefly due to the lack of good infrastructure. When regressions are run by firm size, location and activity, our main findings show first that micro and small firms are more likely to benefit from localization and diversification compared to medium and large firms. Service firms benefit more from high level of diversification while manufacturing firms gain more benefits from knowledge spillovers and specialization in Egypt.     

The impact of foreign direct investment on innovation: Evidence from patent filings and citations in China

This paper studies how foreign direct investment (FDI) affects innovation in the host country, using matched firm-level patent data of Chinese firms. The data contain multidimensional information about patent counts and citations, which, together with an identification strategy based on Lu et al. (2017), allows us to measure innovation comprehensively and to uncover the causal relationship. Our empirical analysis shows that FDI has positive intra-industry effects on the quantity and quality of innovation, as well as radical innovation, by Chinese firms. We show that these positive effects are driven by increases in competition, rather than by knowledge spillovers from FDI which is measured by patent citations between domestic firms and foreign invested enterprises (FIEs). We further investigate the inter-industry effects of FDI and find that FDI has positive vertical effects on innovation in upstream sectors through backward knowledge spillovers.     

To innovate or to transfer?

FDI has been considered by many development economists as an important channel for transfer of technology to developing countries. It is suggested that modern, advanced technologies introduced by multinational firms can diffuse to domestic firms through spillovers. In this paper, we study innovation and technology transfer activities of domestic and foreign firms in Turkish manufacturing industries, and the impact of horizontal, vertical and labor spillovers on these activities. Our analysis shows that foreign firms are more innovative than their domestic counterparts, and transfer technology from abroad (mostly from their parent companies). Horizontal spillovers from foreign firms seem to be insignificant. The effects of foreign firms on technological activities of other firms in vertically related industries are ambiguous. High-tech suppliers tend to have a high rate of innovation when the share of foreign users is high, but the opposite is true for users: high-tech users supplied mainly by foreign firms tend to have a lower rate of innovation. Labor turnover is found to be the main channel of spillovers. Our findings reiterate the importance of tacitness of knowledge, and confirm that technology cannot easily be transferred through passive mechanisms.     

Foreign direct investment and technology spillovers: Evidence from panel data analysis of manufacturing firms in Zambia

The most pronounced reason for providing fiscal incentives to attract foreign direct investment (FDI) is that FDI is an effective conduit for technology transfer through technology spillovers to domestically owned firms in the host country. This study analyzes the nature and significance of productivity externalities of FDI to local firms, both in terms of intra-industry and inter-industry spillovers, using firm-level data from Zambia. The results show little evidence in support of intra-industry productivity spillovers from FDI on one hand, and significant inter-industry knowledge spillovers occurring through linkages. The net impact of FDI depends on the interaction between intra-industry and inter-industry productivity effects.     

International R&D Spillovers: Trade,FDI, and Information Technology as Spillover Channels*

With the rapid pace of economic integration, the productivity of a country depends not only on domestic R&D, but also on foreign R&D through technology diffusion across countries. The advancement of information technology (IT) has made the international transmission of knowledge faster and more efficient, providing an important channel for international R&D spillovers. This paper investigates three channels of international R&D spillovers: trade, FDI, and information technology. Applying panel cointegration and dynamic OLS analysis to the data for 21 OECD countries plus Israel during the period from 1981 to 1998, we find that bilateral trade remains an important conduit for international R&D spillovers. Although bilateral FDI is found to be positively related to international R&D spillovers, their impact on productivity growth is relatively small. We also find that the development of information technology has played a more important role in international R&D spillovers and productivity growth in recent years.     

Absorptive capacity, efficiency effect and competitors�� spillovers

Standard innovation surveys do not consider incoming spillovers for non-innovative firms. As a consequence, empirical works may overestimate the absorptive capacity effect, particularly among competitors. The Swiss innovation surveys presented here measure the importance of knowledge for both innovating and non-innovating firms. This original feature enables us to show that knowledge from rivals actually deters manufacturing firms from engaging in R&D activities. We therefore provide stronger evidence that the efficiency effect due to intra-industry spillovers is larger than that generally estimated by data from standard surveys. The R&D based absorptive capacity is weaker than expected, and non-innovative firms as well as non-R&D firms heavily rely on their rivals’ knowledge to maintain their technological capacities.     

Do vertical spillovers differ by investors’ productivity? Theory and evidence from Vietnam

Developing countries are eager to host foreign direct investment to receive positive technology spillovers to their local firms. However, what types of foreign firms are desirable for the host country to achieve spillovers best? We address this question using firm‐level panel data from Vietnam to investigate whether foreign Asian investors in downstream sectors with different productivity affect the productivity of local Vietnamese firms in upstream sectors differently. Using endogenous structural breaks, we divide Asian investors into low‐, middle‐, and high‐productivity groups. The results suggest that the presence of the middle group has the strongest positive spillover effect. The differential spillover effects can be explained by a simple model with vertical linkages and productivity‐enhancing investment by local suppliers. The theoretical mechanism is also empirically confirmed.     

Using panel VAR to analyze international knowledge spillovers

Technology diffusion often plays a critical role in models of trade and economic growth. Most existing empirical tests for international technology spillovers suggest some role for spillovers in explaining productivity growth. It has been relatively difficult, however, to identify separate roles for the direct and indirect channels of knowledge spillovers. The influence of these channels is often confounded owing to the focus on total‐factor productivity (TFP) and R&D spending within a cross‐section or panel data setting. This paper employs an alternative methodology to investigate the role of direct knowledge spillovers. Using citation‐weighted domestic patents, citation‐weighted foreign patents and value added for 14 U.S. manufacturing industries over the period 1977 to 2004 a panel VAR methodology is employed to investigate the dynamic role of direct and indirect knowledge spillovers. Evidence for the role of the direct knowledge spillovers channel is found—an increase in citation‐weighted patents abroad directly increases the measure of domestic citation‐weighted patents, after accounting for the influence of productivity/value added. The role of foreign innovative activity, however, is small relative to the role of U.S. innovative activity in explaining the dynamics of industry value added.     

外商直接投资行业间技水溢出效应实证分析

文章选取1999~2003年的行业层面板数据，考察了FDI对中国工业部门内资企业生产率的影响。在考虑了多重共线性问题并控制住不可观测的时间效应和行业效应之后，研究结果显示，FDI产生了显著的行业内溢出和前向联系溢出，但后向联系溢出为负。此外，对技术差距最优区间的分析表明，当内资企业生产率为相应外资企业生产率的30％～70％时，前向联系溢出能实现最大化。     

Tough Love: Do Czech Suppliers Learn from their Relationships with Multinationals?*

Countries strive to attract foreign direct investment hoping that knowledge brought by multinationals will spill over to domestic producers. While the literature has cast doubt on the existence of spillovers within industries, it has found evidence of spillovers from multinationals to the supplying sectors. However, the existing studies rely on industry‐level proxies rather than information on actual relationships between suppliers and multinationals. This study goes one step further by employing a unique dataset from the Czech Republic where such relationships can be identified. It finds evidence consistent with both high productivity firms having a higher probability of supplying multinationals as well as suppliers learning from their relationships with multinationals.     

Estimation of foreign MNEs spillovers in Spain

Using Spanish firm-level data, we estimate productivity effects of spillovers from foreign multinationals to domestic firms in both manufacturing and service sectors. We find evidence of a positive productivity effect from multinationals on domestic firms operating in the same industry. Analyzing inter-industry linkages, we find evidence consistent with positive productivity spillovers from forward linkages (i.e. from suppliers to buyers) and negative productivity spillovers from backward linkages (i.e. from buyers to suppliers). Our main results hold when analyzing differences between multinational and domestic firms, and for periods of economic growth and recession, although some differences arise. Interestingly, we find evidence supporting a positive role of spillovers during the last recession period.     

Do domestic firms learn to export from multinationals?

Attracting inward investment is a major preoccupation of policymakers worldwide, and a wide range of instruments, including direct subventions, are deployed to attract multinational enterprises (MNEs). Intervention is predicated on the assumption that there are direct productivity spillovers associated with the presence of MNEs and the policy of attracting them is targeted at capturing these externalities. Yet robust evidence on direct spillovers is hard to find. An underexplored indirect channel for productivity spillovers is via exports. Exporting firms are more productive than nonexporting firms. Thus, if the presence of MNEs results in more indigenous firms exporting, an indirect productivity spillover will result. In this paper, we identify possible transmission mechanisms for export spillovers and test for their existence on a large panel of firms in the UK. Our results confirm positive spillover effects from MNEs on the decision to export of UK-owned firms as well as on their export propensity.     

SOUTHERN INNOVATION AND REVERSE KNOWLEDGE SPILLOVERS: A DYNAMIC FDI MODEL*

We develop a general equilibrium model of endogenous innovation and foreign direct investment (FDI). In the benchmark model, Northern firms innovate with the help of localized spillovers, and a share of new products is transferred to Southern production via FDI. An increase in Southern imitation risk reduces this share. In the extended model, we permit higher‐cost Southern innovation, which yields inefficient specialization in both regions and reduces global growth. However, it generates a U‐shaped relationship between FDI and local imitation. We also allow for “reverse” spillovers in knowledge to Northern innovation, which partially restore global efficiency and growth.     

Regional foreign direct investment and technology spillover: evidence across different clusters in India

This paper examines whether there exist productivity spillovers from foreign direct investment (FDI) to domestic firms at the regional level, using firm-level panel dataset covering 22 manufacturing industries in India from 2000 to 2012. In order to estimate the productivity spillovers from FDI at the regional level, we select 10 industrial clusters across 4 regions in India. In estimating productivity, we control for a possible simultaneity bias by using semi-parametric estimation techniques. We find that local firms benefit from horizontal and vertical FDI, but the benefits from the latter are found to be substantially stronger. The absorptive capacity of domestic firms is highly relevant to harvest the spilled technology from foreign-owned firms. Furthermore, we find that domestic firms belonging to high-technology industries benefit more from FDI at the regional level. We also find that market concentration is a crucial conduit for firm innovation, technological upgradation, and having a direct effect on local firm total factor productivity.     

R&D and foreign direct investment with asymmetric spillovers

This paper analyzes how firms’ R&D investment decisions are affected by asymmetries in knowledge transmission, considering different sources of asymmetry such as unequal know-how management capabilities and spillovers localization within an international oligopoly. We show that a better ability to manage knowledge flows incentivizes the firm to invest more in R&D. By introducing geographically bounded spillovers, we also find that one-way foreign direct investment (FDI) stimulates the multinational enterprise to raise its own R&D and that an FDI equilibrium is more likely to occur. Finally, spillovers localization leading to two-way FDI is welfare improving when compared with non-localized spillovers.