人力資本與技術效率：臺灣製造業之實證研究

The Impact of Human Capital on Technical Efficiency: Evidence from Taiwan's Manufacturing Industry

張景褔(Ching-Fu Chang) ； 劉錦添(Jin-Tan Liu)

《人文及社會科學集刊》 25卷2期 (2013/06) Pp. 307-344

摘要

本文係以1998至2003年的臺灣製造業廠商與勞工合併資料做為實證基礎，利用Battese and Coelli（1995）所提出的隨機邊界模型，估計製造業23個二欄位產業的生產函數與技術效率，並進一步探討人力資本對技術效率的影響。實證結果發現：1.各產業的平均技術效率約介於0.59～0.83之間。當中，以皮革、毛皮及其製品製造業最高，化學製品製造業最低。2.大部分產業之廠商規模擴張，將有助於技術效率的提升。3.受僱員工之平均教育程度對廠商的技術效率有顯著的正向效果，尤以資訊及電子產業的效果更為強烈，但該效果將隨著員工平均教育程度的增加而遞減。此外，外籍勞工的僱用對所有產業廠商的技術效率有所助益。

關鍵字

技術效率 ； 廠商與員工合併資料 ； 人力資本 ； 外籍勞工

並列摘要

This paper investigates the relationship between human capital and technical efficiency using a unique employer-employee matched data set of Taiwan's manufacturing plants during 1998 to 2003. Specifically, we apply the stochastic frontier production function proposed by Battese and Coelli (1995) to estimate the level of technical efficiency and examine the determinants of technical efficiency simultaneously for 23 two-digit industries. Our results suggest that the estimates of average technical efficiency are distributed from 0.59 to 0.83, with the highest in the leather products industry and the lowest in the chemical product industry. Moreover, technical efficiency increases with the human capital index (measured by the education composition of the workforce) at a diminishing rate, especially for the electronics industry, which suggests there is a positive concave relationship between technical efficiency and human capital. Finally, for most industries in our sample, increases in plant size and employing foreign workers would both help to improve the technical efficiency.

並列關鍵字

technical efficiency ； employer-employee matched data ； human capital ； foreign worker

參考文獻

蔡蕙安、陳致綱(2002)。研究發展外溢之產出成長效果與動態調整過程─台灣電力電子業之實證研究。人文及社會科學集刊。14(3)，289-327。

林灼榮、蔡榮德、邱敬貿、康家維(2007)。研發投入與人力資本對台灣紡織業與通訊產業生產效率攸關性之研究。東吳經濟商學學報。58，89-120。

Batra, Geeta and Hong Tan 2003 “SME Technical Efficiency and Its Correlates: Cross-National Evidence and Policy Implications,” Working Paper, World Bank Institute

Mastromarco, Camilla and Angelo Zago 2009 “Technology Shape, Distance to Frontier, or Frontier Shift? Modeling the Determinants of TFP Growth,＂ Working Paper Series, No. 57, University of Verona

Abowd, John M.,Kramarz, Francis,Margolis, David N.(1999).High Wage Workers and High Wage Firms.Econometrica.67(2),251-333.