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研究生:劉育陞
研究生(外文):Yu-Sheng Liu
論文名稱:網路科技對廠商績效的影響 - 台灣製造業的實證
指導教授:鄒孟文鄒孟文引用關係
指導教授(外文):Meng-Wen Tsou
學位類別:碩士
校院名稱:國立中央大學
系所名稱:產業經濟研究所
學門:社會及行為科學學門
學類:經濟學類
論文種類:學術論文
論文出版年:2017
畢業學年度:105
語文別:中文
論文頁數:76
中文關鍵詞:網路科技網路採購廠商績效生產力傾向分數配對法
外文關鍵詞:ICTInternet technologyProductivityPSMTFP
相關次數:
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本研究採用台灣製造業100年廠商普查與95年和100年廠商追蹤資料,探討網路科技與使用變化對廠商績效之影響。100年橫斷面估計的結果發現,採用網路採購、網路銷售、電腦內部管理和架設網頁的廠商,其勞動生產力和總要素生產力(TFP)皆較高。此外,網路科技的使用也能全面地提高廠商創新產品、三角貿易、技術銷售以及跨國服務銷售的機率。在各項科技中,網路採購與網路銷售對規模較小的廠商生產力的提升效果較大;而在第20百分位的勞動生產力以下的廠商,相對於生產力較高的廠商,則是採用電腦做內部管理的效果相對較為明顯。本研究最後採用傾向分數配對法解決內生性問題,配對後的實證結果發現,廠商轉而開始使用網路採購會顯著提高廠商績效,尤其在外銷比例成長率和創新產品之機率上升幅度最高,分別提升了26%和15%。而一旦持續採用此項網路科技,則其效果會趨緩;相反地,轉而停止網路採購對勞動生產力成長率、銷貨收入成長率、利潤率成長率與自有品牌收入成長率等績效皆有明顯負面影響。本文首度證實了網路採購這項通訊科技是影響廠商績效的重要因素。
The purpose of this study is to investigate the relationship between ICTs and firm performance. Using the Census data in 2011 and panel data for 2006 and 2011 censes, we find strong evidence of positive association between ICTs and labor productivity. Additionally, using ICTs increases TFP, enhancing the probability of having own-brand, offshoring and technology sales as well as undertaking service trade. We find that ICTs exhibit larger effects for small firms. Results from quantile regressions also show that firms with labor productivity below the 20thpercentile benefit more. Finally, to mitigate the endogeneity problem of ICTs adoption, we use PSM method. We conclude that firms starting to use Internet purchase significantly improve firm performance, including increasing the growth rate of sales, labor productivity, and export intensity.
摘要 i
Abstract ii
誌謝辭 iii
目錄 iv
圖目錄 vi
表目錄 vii
第一章 緒論 1
1.1研究背景與動機 1
1.2製造業網路銷售概況分析 2
1.3 製造業勞動生產力趨勢分析 5
1.4 研究目的 7
1.5 研究架構 7
第二章 文獻回顧 8
2.1 ICT與網路科技對廠商績效之影響 8
2.2 ICT的其他影響與外溢效果 11
第三章 資料來源與實證模型 13
3.1 資料來源 13
3.2 實證模型 17
3.3 變數定義與基本統計量 22
3.4 樣本基本分析 29
第四章 實證結果 33
4.1 網路科技與廠商績效之實證結果 33
4.1.1 普通最小平方法估計結果 33
4.1.2 Probit Model估計結果 38
4.1.3 網路科技與廠商績效-區分廠商規模 43
4.1.4 網路科技在各分量下對廠商績效之影響 47
4.2 95年和100年廠商追蹤資料的實證結果 49
4.2.1 ICT採用變化與廠商績效之實證結果 49
4.2.2 傾向分數配對法(PSM)之實證結果 57
第五章 結論與建議 63
5.1 結論 63
5.2 研究限制與建議 64
參考文獻 65
中文文獻
王敏潔(2004),「自動化與資訊化對製造業生產力的影響—生產力矛盾說的檢定」,國立政治大學財政研究所碩士論文。

忻維毅(2005),「信用違約機率之預測-Binary Regression Quantiles的應用」,國立政治大學經濟研究所碩士論文。

蔡蕙安與楊佳勳(2009),「在動態調整下重新驗證資訊科技生產力逆說」,
經濟論文叢刊;37卷4期 (2009 / 12 / 01),455 – 481。

劉定焜、陳忠榮與黃盈棠(2009),「採用電子商務對台灣製造業總要素生產力的影響」,經濟論文叢刊;37卷3期 (2009 / 09 / 01),269 – 300。

英文文獻
Acharya, R. (2015) “ ICT use and total factor productivity growth: intangible capital or productive externalities?,” Oxford Economic Papers, 68(1), 16-39.

Arrow,K. (1962)“Economic welfare and the allocation of resources for invention,” The rate and direction of inventive activity: Economic and social factors, 609-626.

Arvanitis, S. and Loukis, E. (2009)” Information and communication technologies, human capital, workplace organization and labour productivity: A comparative study based on firm-level data for Greece and Switzerland,” Information Economics And Policy, 21(1), 43-61.

Badescu, M. and Garcés-Ayerbe, C. (2009)”The impact of information technologies on firm productivity: Empirical evidence from Spain,” Technovation, 29(2), 122-129.

Bloom,N.Schankerman,M. and Reenen,J.V.(2013) “Identifying Technology Spillovers and Product Market Rivalry,”Econometrica : Journal of the Econometric Society, Volume 81, Issue 4, 1347–1393.

Bloom, N., Sadun, R. and Reenen, J. (2012),“Americans Do IT Better: US Multinationals and the Productivity Miracle,“American Economic Review, 102(1), 167-201.

Commander, S., Harrison, R. and Menezes-Filho, N. (2011) ”ICT and Productivity in Developing Countries: New Firm-Level Evidence from Brazil and India,” Review Of Economics And Statistics, 93(2), 528-541.

Clarke, G. R., Qiang, C. Z. and XU, L. C. (2015) ,“The Internet As A General-Purpose Technology: Firm-Level Evidence From Around The World,” Economics Letters 135: 24-27.

Commander, S., Harrison, R. and Menezes-Filho, N. (2011),”ICT and Productivity in Developing Countries: New Firm-Level Evidence from Brazil and India,” Review Of Economics And Statistics, 93(2), 528-541.

Grimes, A., Ren, C. and Stevens,P. (2011)” The Need for Speed: Impacts of Internet Connectivity on Firm Productivity,”Journal of Productivity Analysis,Volume 37, Issue 2, pp 187–201

Gallego, J., Gutierrez, L. and Lee, S.(2016)” A Firm-Level Analysis of ICT Adoption in an Emerging Economy: Evidence from the Colombian Manufacturing Industries,” Industrial and Corporate, Change, 23. ISSN 1464-3650.

Hall, B., Lotti, F. and Mairesse, J. (2013)” Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms,” Economics Of Innovation And New Technology, 22(3), 300-328.

Kuan, C. M. (2007), “An Introduction to Quantile Regression,”Lecture Notes, Institute of Economics, Academia Sinica.

Kılıçaslan, Y., Sickles, R., Atay Kayış, A.,and Üçdoğruk Gürel, Y. (2017)”Impact of ICT on the productivity of the firm: evidence from Turkish manufacturing, “Journal Of Productivity Analysis, 47(3), 277-289.

Lee, J., and Wie, D. (2015).”Technological Change, Skill Demand, and Wage Inequality: Evidence from Indonesia,” World Development, 67, 238-250.
Mariela Badescua, Concepción Garcés-Ayerbeb and McElheran, K. S. (2012) “Do Market Leaders Lead in Business Process Innovation? The Case(s) of E-Business Adoption,” Boston: Harvard Business School.

Mueller, H., Ouimet, P., and Simintzi, E. (2015)”Wage Inequality and Firm Growth,” LIS Working Paper 632.

Panuov,C. and Rollo,V. (2015), “Has the Internet Fostered Inclusive Innovation in the Developing World?,” World Development,Volume 78, 587–609.

Paunov, C. and Rollo, V. (2015),” Overcoming Obstacles: The Internet's Contribution to Firm Development, “The World Bank Economic Review, 29(suppl 1), 192-204.

Reenen,J.V., Bloom,N.,Draca,M. and Kretschmer,T. (2010)”Economic impact of ICT,” SMART N. 2007/0020, Enterprise LSE.

Rincon,A., Vecchi,M. and Venturini,F,(2008) “ICT as a General purpose technology: Spillovers, absorptive capacity and productivity performance,” National Institute of Economic and Social Research, London, 2013.

Strioh,K.J.(2002),” Are ICT spillover driving the new economy,” Review of Income and Wealth 48(1): 33-58.

Spiezia, V. (2011) “ Are ICT Users More Innovative?,” OECD Journal: Economic Studies, 2011(1), 1-21.

Tsou,M.W.,Liu,J.T.,James,K.H. and Wang,K.H.(2007) “Exporting and Productivity Growth: Evidence from the Taiwan Electronics Plants," Scottish Journal of Political Economy, Vol. 55, Issue 2, 190-209.

Van Ark B. and Inklaar R. (2005), “Catching up or getting stuck? Europe’s troubles to exploite ICT’s productivity potential, “Groningen Growth and Development Centre Research Memorandum GD-79.

Venturini, F. (2015),”The modern drivers of productivity,” Research Policy, 44(2), 357-369.
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