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Firm-Level Productivity Spillovers in China's Chemical Industry: A Spatial Hausman-Taylor Approach

Badi Baltagi and Peter Egger

No 173, Center for Policy Research Working Papers from Center for Policy Research, Maxwell School, Syracuse University

Abstract: This paper assesses the role of intra-sectoral spillovers in total factor productivity across Chinese producers in the chemical industry. We use a rich panel data-set of 12,552 firms observed over the period 2004-2006 and model output by the firm as a function of skilled and unskilled labor, capital, materials, and total factor productivity, which is broadly defined. The latter is a composite of observable factors such as export market participation, foreign as well as public ownership, the extent of accumulated intangible assets, and unobservable total factor productivity. Despite the richness of our data-set, it suffers from the lack of time variation in the number of skilled workers as well as in the variable indicating public ownership. We introduce spatial spillovers in total factor productivity through contextual effects of observable variables as well as spatial dependence of the disturbances. We extend the Hausman and Taylor (1981) estimator to account for spatial correlation in the error term. This approach permits estimating the effect of time-invariant variables which are wiped out by the fixed effects estimator. While the original Hausman and Taylor (1981) estimator assumes homoskedastic error components, we provide spatial variants that allow for both homoskedasticity and heteroskedasticity. Monte Carlo results show, that our estimation procedure performs well in small samples. We find evidence of positive spillovers across chemical manufacturers and a large and significant detrimental effect of public ownership on total factor productivity.

Keywords: Technology Spillovers; Spatial econometrics; Panel data econometrics; Firm-level productivity; Chinese firms (search for similar items in EconPapers)
JEL-codes: C23 C31 D24 L65 (search for similar items in EconPapers)
Pages: 39 pages
Date: 2014-12
New Economics Papers: this item is included in nep-cna, nep-ecm, nep-eff, nep-geo, nep-sbm, nep-tra and nep-ure
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (4)

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https://surface.syr.edu/cpr/205/ (application/pdf)

Related works:
Journal Article: Firm‐Level Productivity Spillovers in China's Chemical Industry: A Spatial Hausman‐Taylor Approach (2016) Downloads
Working Paper: Firm-level Productivity Spillovers in China's Chemical Industry: A Spatial Hausman-Taylor Approach (2014) Downloads
Working Paper: Firm-level Productivity Spillovers in China's Chemical Industry: A Spatial Hausman-Taylor Approach (2014) Downloads
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