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이중 부트스트랩 DEA 활용한 미국항만 효율성 분석
Analysis of U.S. Port Efficiency Using Double-Bootstrapped DEA 원문보기

한국항만경제학회지 = Journal of Korea Port Economic Association, v.37 no.3, 2021년, pp.75 - 91  

이용주 (Central Washington University, Dept. of Finance & Supply Chain Management) ,  박홍균 (Sunchon National University, Dept. of International Trade) ,  이광배 (Sunchon National University, Dept. of Logistics)

초록
AI-Helper 아이콘AI-Helper

최근 제4차산업 혁명의 적용으로 물류비 절감을 위한 공급사슬 측면의 경쟁이 더욱 치열해지면서 항만전문가들은 효율적인 항만운영 비즈니스모델을 개발에 관심이 집중되어 있다. 본 연구는 세계 여러 항만 중 미국 항만 물류량이 많은 항만을 분석하여 적용 모델을 구성하고자 한다. 본 연구는 주로 미국 항만의 생산성을 연구하기 위해 DEA(Data Enclapment Analysis) 기법을 사용하였으며 미국 항만 운영의 성장 동력을 추가 조사하기 위해 Simar & Wilson(2007)이 제안한 이중 부트스트래핑 DEA 알고리즘을 적용했다. 본 연구에 사용된 외부 변수는 항만의 길이, 항만의 심도, 위치, 면적, 에이커, 외화 비율 및 TEUChange에 포함되며, 이 중 항만의 길이, 에이커, 외화 비율 및 TEUChange에 유의했다. 최적 방법론 선택의 효과를 평가하기 위해 관측 중단 모형(Tobit)을 적용하여 동일한 분석을 수행하고 서로 다른 두 기법에서 도출된 결과를 대조하였다. 본 연구에서 얻은 결과를 바탕으로 경영상의 시사점을 제안하고 결론을 도출하였다.

Abstract ▼ AI-Helper 아이콘AI-Helper

Due to increased competition in supply side to reduce operational costs, port professionals have experienced extreme pressure, which demanded academicians to develop the model for efficient port operations from the industry perspective. Among many ports in the world, U.S. ports are our primary inter...

주제어

#DEA알고리즘   #토빗모형 분석   #미국항만생산성  

참고문헌 (53)

  1. Al-Eraqi, A.S., Mustafa, A., Khader, A.T., and Barros, C.P., (2008) "Efficiency of Middle Eastern and East African Seaports: Application of DEA Using Window Analysis," European Journal of Scientific Research, Vol. 23, No. 4, pp. 597-612 

  2. Alexander, W.R.J., Haug, A.A., and Jaforullah, M., (2010), "A two-stage double-bootstrap data envelopment analysis of efficiency differnces of New Zealand secondary schools," Journal of productive analysis, Vol. 34, No. 2, pp. 99-110. 

  3. Aigner, D., Lovell, K., and Schmidt, P. (1977). "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Vol. 6, No.1. pp. 21-37 

    상세보기

  4. Assaf, A. G., and Agbola, F. W. (2011), "Modelling the Performance of Australian Hotels: A DEA Double Bootstrap Approach," Tourism Economics, Vol. 17, No. 1. pp. 73-89 

    상세보기

  5. Assaf, A. G., and Josiassen, A. (2011),"The operational performance of UK airlines: 2002-2007," Journal of Economic Studies, Vol. 38 No. 1, 2011 pp. 5-16 

    상세보기

  6. Battese, G. E., and Coelli, T. J. (1995), "A model for technical inefficiency effects in a stochastic frontier production function for panel data," Empirical Economics, Vol. 20, No. 2, pp. 325-332 

    상세보기

  7. Balcombe, K., Fraser, I., Latruffe, L., Rahman, M., and Smith, L, (2008), "An Application of the DEA Double Bootstrap to Examine Sources of Efficiency in Bangladesh Rice Farming," Applied economics, Vol. 40, No. 15, pp. 1919-1925 

    상세보기

  8. Bang, H.S., Kang, H.W., Martin, J., and Woo, S.H. (2012), "The impact of operational and strategic management of linear shipping efficiency: a two-stage DEA approach", Maritime Policy & Management, Vol. 39, No, 7, 653-672 

  9. Banker, R.D., and Natarajan, R. (2008). "Evaluating contextual variables affecting productivity using data envelopment analysis," Operations Research, Vol. 56, No.1, pp. 48-5 

    상세보기

  10. Barros, C.P., and Assaf, A. (2009), "Bootstrapped efficiency measures of oil blocks in Angola," Energy Policy, Vol. 37, No. 10, pp. 4098-4103. 

    상세보기

  11. Barros, C.P., Assaf, A., and Sa-Earp, F. (2010), "Brazilian Football League Technical Efficiency: A Simar and Wilson Approach", Journal of Sports Economics, Vol. 11, No. 6, pp. 641-651. 

    상세보기

  12. Barros, C.P., and Dieke, U.C, (2008), "Measuring the economic efficiency of airports: A Simar-Wilson methodology analysis," Transportation Research Part E: Logistics and Transportation Review, Vol. 44, No. 6, pp. 1039-1051 

  13. Barrosa, C.P., and Managi, S., (2008), "Productivity drivers in Japanese seaports," manuscript. 

  14. Bjurek, H., Kjulin, U., and Gustafsson, B, (1992), "Efficiency, productivity and determinants of inefficiency at public day care centers in Sweden," Scandinavian Journal of Economics, Vol. 94, No. 2, pp. 173-187. 

  15. Bradley, E., and Tibshirani, R. J. (1994), "An introduction to the bootstrap," CRC press. 

  16. Bravo-Ureta, B.E., Solis, D., Lopez, V.H.M., Maripani, J.F., Thiam, A., and Rivas, T. (2007), "Technical efficiency in farming-a meta-regression analysis," Journal of Productivity Analysis, Vol. 27, No, 1, pp 57-72. 

    상세보기

  17. Cullinane, K., Song, D.W, Ji, P, and Wang, T.F. (2004). "An Application of DEA Windows Analysis to Container Port Production Efficiency," The Review of Network Economics, Vol. 3, No. 2, pp.184-206. 

  18. Charnes, A., Cooper, W.W., and Rhodes, E. (1978), "Measuring the efficiency of decision Making units", European Journal Operational Research, Vol. 2, No. 4, pp. 429-444 

  19. Chilingerian, J.A., (1995). "Evaluating physician efficiency in hospitals: A multivariate analysis of best practices," European Journal of Operational Research, Vol. 80, No, 3, pp. 548-574. 

    상세보기

  20. Cooper, W. W., Tone, K., and Seiford, L. M. (2007). "Data Envelopment Analysis: A Comprehensive Text with Models, Applications, References and DEA-Solver Software," 2nd ed. New York: Springer. 

  21. Chen,J.H., Wan, Z. Zhang,F.W., Park, N.K., He, X.H. and Yin, W.Y. (2016) "Operational Efficiency Evaluation of Iron Ore Logistics at the Ports of Bohai Bay in China: Based on the PCA-DEA Model," Mathematical Problems in Engineering, Vol. 2016, pp. 13 

  22. Ding, Z.Y., Jo, G.S., WANG, Y., and Yeo, G.T. (2015) "The Relative Efficiency of Container Terminals in Small and Medium-Sized Ports in China," Asian Journal of Shipping and Logistics, Vol, 31, No.2, pp. 231-251 

    상세보기

  23. Fethi, M.D., Jackson P.M., and Weyman-Jones, T.G., (2000), "Measuring the efficiency of European airlines: an application of DEA and Tobit analysis", Manuscript. 

  24. Green, A., and Mayes, D. G. (1991), "Technical efficiency in manufacturing industries," The Economic Journal, Vol. 101, No. 406. pp. 523-538 

  25. Halkos, G.E., and Tzeremes, N. G., (2013), "A Two-Stage Double Bootstrap DEA: The Case of the Top 25 European Football Clubs' Efficiency Levels", Managerial decision and economics, Vol.34, No. 2, pp. 108-115 

  26. Jackson P.M., Fethi, M.D. (2000), "Evaluating the efficiency of Turkish commercial banks: An application of DEA and Tobit analysis," Manuscript 

  27. Kirjavainen T., and Loikkanen, H. A. (1998), "Efficiency differences of Finnish senior secondary schools: an application of DEA andTobit analysis," Economics of Education Review, Vol. 17, No, 4, pp.377-394 

    상세보기

  28. Kutlar A, Kabasakal, A, and Sarikaya, M. (2013), "Determination of the efficiency of the world railway companies by method of DEA and comparison of their efficiency by Tobit analysis," Quality & Quantity, Vol. 47, No, 6, pp.3575-3602 

    상세보기

  29. Lee, B. L., (2011), "Efficiency of Research Performance of Australian Universities: A Reappraisal using a Bootstrap Truncated Regression Approach," Economic Analysis & Policy, Vol. 41 No. 3, pp. 195-203 

  30. Lee, B.L., and Worthington, A.C., (2014), "Technical efficiency of mainstream airlines and low-cost carriers: New evidence using bootstrap data envelopment analysis truncated regression," Journal of air transportation management, Vol. 38, No. 6, pp 15-20 

  31. Loikkanen, H.A., and Susiluoto, I. (2002) "An evaluation of economic efficiency of Finnish regions by DEA and Tobit models," Econstor 

  32. Marlow, P. B., and Paixao, A. C., (2002), "Measuring Lean Ports Performance," International Journal of Transport Management, Vol.1, No. 4, pp. 189-202. 

  33. Mo, Y.K., Zhao, Y., Li, S., and Liu, X. (2018), "Evaluation of Port Logistics Competitiveness Based on DEA," International Conference on Civil and Hydraulic Engineering Earth and Environmental Science 189. 

  34. Nguyen, H.O., Nguyen, H.V., Chang, Y.T., Chin, A. T. H. and Tongzon, J. (2016), "Measuring port efficiency using bootstrapped DEA: the case of Vietnamese ports," Maritime Policy & Management, Vol 43, No. 5, pp. 644-659 

    상세보기

  35. Oum T.H., and Yu, C. (1994). "Economic efficiency of railways and implications for public policy. A comparative Study of the OECD countries' railways," Journal of Transport Economics and Policy. Vol. 28, No. 2, pp 121-138. 

    상세보기

  36. Pjevcevic, D., Radonjic, A., Hrle, Z., and Colic, V. (2012), "DEA window analysis for measuring port efficiencies in Serbia," Traffic Management Review, Vol. 24, No.3, pp. 63-72 

  37. Robert, W., Alexander, J., Haug, A.A, and Jaforullah, M. (2010), "A two-stage double-bootstrap data envelopment analysis of efficiency differences of New Zealand secondary schools", Journal of Productivity Analysis, Vol.34, No. 2, pp 99-110 

    상세보기

  38. Rodrigue, J., Slack, Comtois. C., and Slack, B. (2017), The Geography of Transport Systems, 4th edition. 

  39. Ruggiero, J., Vitaliano, D.F. (1999), "Assessing the efficiency of public schools using data envelopment analysis and frontier regression," Contemporary Economic Policy, Vol. 17, No, 3, pp. 321-331. 

    상세보기

  40. Simar, L., and Wilson, P.W. (1998), "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models." Management Science, Vol. 44, No.1, pp. 49-61. 

    상세보기

  41. Simar, L., and Wilson, P.W. (2000), "A General Methodology for Bootstrapping in Non-Parametric Frontier Models." Journal of Applied Statistics, Vol. 27, No. 6, pp 779-802. 

    상세보기

  42. Simar, L. and Wilson, P.W. (2000), "Statistical Inference in Nonparametric Frontier Models: The State of the Art." Journal of Productivity Analysis, Vol. 13, No, 1, pp. 49-78. 

    상세보기

  43. Simar, L. (2007), "How to Improve the Performances of DEA/FDH Estimators in the Presence of Noise?," Journal of Productivity Analysis, Vol. 28, No.3, pp. 183-201. 

    상세보기

  44. Simar, L. and Wilson, P.W. (2007), "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Vol. 136, No. 1, pp 31-64 

    상세보기

  45. Stewart, C., Matousek, R, Nguyen, T.N. (2016), "Efficiency in the Vietnamese banking system", A DEA double bootstrap approach, Vol. 36, No, 1, pp 96-111. 

  46. Tongzon, J. L. (1995), "Determinants of Port Performance and Efficiency," Transport Research A, Vol. 29, No. 3, pp. 245-252. 

  47. Vestergaard, N., Hoff, A., Andersen, J.L., Lindebo, E., and Gronbaek, L. (2002), "Measuring capacity in fishing industries using the data envelopment (DEA) approach. Final Country Report: Denmark," EU-Study 99/005. 

  48. WorldAtlas, https://www.worldatlas.com/articles/the-busiest-cargo-ports-in-north-america.html__Accessed on August 20, 2019. 

  49. Wanke,P.F., and Barros, C.P. (2015), "Public private partnership and scale efficiency in Brazilian port: Evidence from two-stage DEA analysis," Socio Econ omic Planning Science, Vol. 51, pp 13-22 

  50. Wanke,P.F., and Barros, C.P. (2016), "New evidence on the determinants of efficiency at Brazilian ports: a bootstrapped DEA analysis," International Journal of Shipping and Transport Logistics, Vol. 8, No. 3, pp.250-272 

  51. Wijesiri, M., Vigano, A., and Meoli, M. (2015), "Efficiency of microfinance institutions in Sri Lanka: a two-stage double bootstrap DEA approach," Economic Modelling Volume 47, pp. 74-83 

    상세보기

  52. Woo, S.-H., Pettit, S., and Beresford, A. K. C. (2011), "Port Evolution and Performance in Changing Logistics Environments." Maritime Economics & Logistics, Vol. 13, No, 3, pp 250-277. 

    상세보기

  53. Zheng, X.B. and Park, N.K. (2016) "A study on the efficiency of container terminals in Korea and China," The Asian Journal of Shipping and Logistics, Vol. 32, No 4, pp. 213-220 

    상세보기

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