IDEAS home Printed from https://ideas.repec.org/a/wly/mgtdec/v45y2024i2p952-974.html
   My bibliography  Save this article

Non‐performance loans, operation, and recycle efficiency analysis—Dynamic Two‐stage Directional Distance Function Recycle with Assurance Regions model

Author

Listed:
  • Su‐Chuan Liao
  • Tai‐Yu Lin
  • Tzu‐Han Chang
  • Yung‐ho Chiu

Abstract

Previous studies have failed to analyze a bank's operation performance and non‐performing loans at the same time. Therefore, this research uses the Dynamic Two‐stage directional distance function (DDF) Recycle with Assurance Regions (ARs) model to explore the efficiency of Taiwanese banks in their operation stage and recycling stage. The research results are as follows. (1) The six‐year overall average efficiency is .7966. Taipei Star Bank has the best efficiency, and Fubon, Bank SinoPac, and Union Bank have the worst efficiency rankings. (2) Most banks have good efficiency in the operation stage, while efficiency in the recovery cycle stage fluctuates.

Suggested Citation

  • Su‐Chuan Liao & Tai‐Yu Lin & Tzu‐Han Chang & Yung‐ho Chiu, 2024. "Non‐performance loans, operation, and recycle efficiency analysis—Dynamic Two‐stage Directional Distance Function Recycle with Assurance Regions model," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 45(2), pages 952-974, March.
  • Handle: RePEc:wly:mgtdec:v:45:y:2024:i:2:p:952-974
    DOI: 10.1002/mde.4049
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/mde.4049
    Download Restriction: no

    File URL: https://libkey.io/10.1002/mde.4049?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Kao, Chiang, 2009. "Efficiency decomposition in network data envelopment analysis: A relational model," European Journal of Operational Research, Elsevier, vol. 192(3), pages 949-962, February.
    2. Kao, Chiang, 2013. "Dynamic data envelopment analysis: A relational analysis," European Journal of Operational Research, Elsevier, vol. 227(2), pages 325-330.
    3. Fare, Rolf & Grosskopf, Shawna, 1996. "Productivity and intermediate products: A frontier approach," Economics Letters, Elsevier, vol. 50(1), pages 65-70, January.
    4. Färe, Rolf & Grosskopf, Shawna, 2010. "Directional distance functions and slacks-based measures of efficiency: Some clarifications," European Journal of Operational Research, Elsevier, vol. 206(3), pages 702-702, November.
    5. Sobarsyah, Muhammad & Soedarmono, Wahyoe & Yudhi, Wahdi Salasi Apri & Trinugroho, Irwan & Warokka, Ari & Pramono, Sigid Eko, 2020. "Loan growth, capitalization, and credit risk in Islamic banking," International Economics, Elsevier, vol. 163(C), pages 155-162.
    6. Chiu, Ching-Ren & Chiu, Yung-Ho & Chen, Yu-Chuan & Fang, Chen-Ling, 2016. "Exploring the source of metafrontier inefficiency for various bank types in the two-stage network system with undesirable output," Pacific-Basin Finance Journal, Elsevier, vol. 36(C), pages 1-13.
    7. Chen, Xiaowei & Wang, Gang & Zhang, Xiangting, 2019. "Modeling recovery rate for leveraged loans," Economic Modelling, Elsevier, vol. 81(C), pages 231-241.
    8. DeYoung, Robert & Glennon, Dennis & Nigro, Peter, 2008. "Borrower-lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 113-143, January.
    9. Tone, Kaoru & Tsutsui, Miki, 2009. "Network DEA: A slacks-based measure approach," European Journal of Operational Research, Elsevier, vol. 197(1), pages 243-252, August.
    10. Yong Geng & Joseph Sarkis & Raimund Bleischwitz, 2019. "How to globalize the circular economy," Nature, Nature, vol. 565(7738), pages 153-155, January.
    11. Aristei, David & Gallo, Manuela, 2019. "Loan loss provisioning by Italian banks: Managerial discretion, relationship banking, functional distance and bank risk," International Review of Economics & Finance, Elsevier, vol. 60(C), pages 238-256.
    12. Xiao Shi & Yongjun Li & Ali Emrouznejad & Jianhui Xie & Liang Liang, 2017. "Erratum to: Estimation of potential gains from bank mergers: A novel two-stage cost efficiency DEA model," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(8), pages 983-983, August.
    13. Kao, Chiang & Hwang, Shiuh-Nan, 2008. "Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan," European Journal of Operational Research, Elsevier, vol. 185(1), pages 418-429, February.
    14. Fare, Rolf & Shawna Grosskopf & Mary Norris & Zhongyang Zhang, 1994. "Productivity Growth, Technical Progress, and Efficiency Change in Industrialized Countries," American Economic Review, American Economic Association, vol. 84(1), pages 66-83, March.
    15. Raéf Bahrini, 2017. "Efficiency Analysis of Islamic Banks in the Middle East and North Africa Region: A Bootstrap DEA Approach," IJFS, MDPI, vol. 5(1), pages 1-13, February.
    16. Sok-Gee Chan & Mohd Zaini Abd Karim, 2016. "Financial market regulation, country governance, and bank efficiency: Evidence from East Asian countries," Contemporary Economics, University of Economics and Human Sciences in Warsaw., vol. 10(1), March.
    17. Serge Ky & Clovis Rugemintwari & Alain Sauviat, 2019. "Is fintech good for bank performance? The case of mobile money in the East African Community," Working Papers hal-02155077, HAL.
    18. Lafuente, Esteban & Vaillant, Yancy & Vendrell-Herrero, Ferran, 2019. "Conformance and performance roles of bank boards: The connection between non-performing loans and non-performing directorships," European Management Journal, Elsevier, vol. 37(5), pages 664-673.
    19. Boussemart, Jean-Philippe & Leleu, Hervé & Shen, Zhiyang & Vardanyan, Michael & Zhu, Ning, 2019. "Decomposing banking performance into economic and credit risk efficiencies," European Journal of Operational Research, Elsevier, vol. 277(2), pages 719-726.
    20. Duran, Miguel A., 2017. "Pricing and usage: An empirical analysis of lines of credit," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 50(C), pages 219-234.
    21. Armstrong, Shiro & Dearden, Lorraine & Kobayashi, Masayuki & Nagase, Nobuko, 2019. "Student loans in Japan: Current problems and possible solutions," Economics of Education Review, Elsevier, vol. 71(C), pages 120-134.
    22. Liang Liang & Feng Yang & Wade Cook & Joe Zhu, 2006. "DEA models for supply chain efficiency evaluation," Annals of Operations Research, Springer, vol. 145(1), pages 35-49, July.
    23. Lawrence M. Seiford & Joe Zhu, 1999. "Profitability and Marketability of the Top 55 U.S. Commercial Banks," Management Science, INFORMS, vol. 45(9), pages 1270-1288, September.
    24. Kouretas, Georgios P. & Pawłowska, Małgorzata & Szafrański, Grzegorz, 2020. "Market structure and credit procyclicality: Lessons from loan markets in the European Union banking sectors," Economic Modelling, Elsevier, vol. 93(C), pages 27-50.
    25. Xiao Shi & Yongjun Li & Ali Emrouznejad & Jianhui Xie & Liang Liang, 2017. "Estimation of potential gains from bank mergers: A novel two-stage cost efficiency DEA model," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(9), pages 1045-1055, September.
    26. DeYoung, Robert & Hasan, Iftekhar, 1998. "The performance of de novo commercial banks: A profit efficiency approach," Journal of Banking & Finance, Elsevier, vol. 22(5), pages 565-587, May.
    27. Ferrier, Gary D. & Lovell, C. A. Knox, 1990. "Measuring cost efficiency in banking : Econometric and linear programming evidence," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 229-245.
    28. Chen, Yao & Du, Juan & David Sherman, H. & Zhu, Joe, 2010. "DEA model with shared resources and efficiency decomposition," European Journal of Operational Research, Elsevier, vol. 207(1), pages 339-349, November.
    29. Raveendranathan, Gajendran, 2020. "Revolving credit lines and targeted search," Journal of Economic Dynamics and Control, Elsevier, vol. 118(C).
    30. Berger, Allen N. & Hanweck, Gerald A. & Humphrey, David B., 1987. "Competitive viability in banking : Scale, scope, and product mix economies," Journal of Monetary Economics, Elsevier, vol. 20(3), pages 501-520, December.
    31. Tone, Kaoru & Tsutsui, Miki, 2010. "Dynamic DEA: A slacks-based measure approach," Omega, Elsevier, vol. 38(3-4), pages 145-156, June.
    32. Kim, Hyeongjun & Cho, Hoon & Ryu, Doojin, 2018. "An empirical study on credit card loan delinquency," Economic Systems, Elsevier, vol. 42(3), pages 437-449.
    33. Chiu, Yung-ho & Luo, Zhengying & Chen, Yu-Chuan & Wang, Zebin & Tsai, Min-Pei, 2013. "A comparison of operating performance management between Taiwan banks and foreign banks based on the Meta-Hybrid DEA model," Economic Modelling, Elsevier, vol. 33(C), pages 433-439.
    34. Chen, Anlin & Kao, Lanfeng, 2011. "Effect of collateral characteristics on bank performance: Evidence from collateralized stocks in Taiwan," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 300-309, February.
    35. Wang, Chih-Wei & Chiu, Wan-Chien & King, Tao-Hsien Dolly, 2020. "Debt maturity and the cost of bank loans," Journal of Banking & Finance, Elsevier, vol. 112(C).
    36. Abdus Samad & Vaughn S. Armstrong, 2022. "Bootstrap-DEA management efficiency and early prediction of bank failure: Evidence from 2008-2009 U.S. bank failures," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 22(3), pages 119-127.
    37. Dia, Enzo & VanHoose, David, 2018. "Fixed costs and capital regulation: Impacts on the structure of banking markets and aggregate loan quality," Journal of Financial Stability, Elsevier, vol. 36(C), pages 53-65.
    38. Färe, Rolf & Grosskopf, Shawna, 2010. "Directional distance functions and slacks-based measures of efficiency," European Journal of Operational Research, Elsevier, vol. 200(1), pages 320-322, January.
    39. Xing, Chao & Zhang, Yuming & Wang, Yuan, 2020. "Do Banks Value Green Management in China? The Perspective of the Green Credit Policy," Finance Research Letters, Elsevier, vol. 35(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sin Lee & Tzu‐Han Chang & Yung‐ho Chiu, 2024. "Exploring the influence of fintech patents on operation efficiency and market efficiency in Taiwan's commercial banking sector‐meta entropy dynamic two‐stage DDF model," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 45(6), pages 4276-4291, September.
    2. Kao, Chiang, 2014. "Network data envelopment analysis: A review," European Journal of Operational Research, Elsevier, vol. 239(1), pages 1-16.
    3. Yung‐ho Chiu & Tai‐Yu Lin & Tzu‐Han Chang & Yi‐Nuo Lin & Shih‐Yung Chiu, 2021. "Prevaluating efficiency gains from potential mergers and acquisitions in the financial industry with the Resample Past–Present–Future data envelopment analysis approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(2), pages 369-384, March.
    4. Kao, Chiang, 2014. "Efficiency decomposition for general multi-stage systems in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 232(1), pages 117-124.
    5. Xiaohong Liu & Feng Yang & Jie Wu, 2020. "DEA considering technological heterogeneity and intermediate output target setting: the performance analysis of Chinese commercial banks," Annals of Operations Research, Springer, vol. 291(1), pages 605-626, August.
    6. Fukuyama, Hirofumi & Mirdehghan, S.M., 2012. "Identifying the efficiency status in network DEA," European Journal of Operational Research, Elsevier, vol. 220(1), pages 85-92.
    7. Sahoo, Biresh K. & Zhu, Joe & Tone, Kaoru & Klemen, Bernhard M., 2014. "Decomposing technical efficiency and scale elasticity in two-stage network DEA," European Journal of Operational Research, Elsevier, vol. 233(3), pages 584-594.
    8. Zhong Fang & Yung-ho Chiu & Tai-Yu Lin & Tzu-Han Chang & Yi-Nuo Lin, 2024. "Analysis of natural disasters and energy efficiency in China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(5), pages 10999-11026, May.
    9. Yongqi Feng & Haolin Zhang & Yung-ho Chiu & Tzu-Han Chang, 2021. "Innovation efficiency and the impact of the institutional quality: a cross-country analysis using the two-stage meta-frontier dynamic network DEA model," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(4), pages 3091-3129, April.
    10. Yu-Chuan Chen & Yung-Ho Chiu & Tzu-Han Chang & Tai-Yu Lin, 2023. "Sustainable Development, Government Efficiency, and People’s Happiness," Journal of Happiness Studies, Springer, vol. 24(4), pages 1549-1578, April.
    11. Xiao, Huijuan & Wang, Daoping & Qi, Yu & Shao, Shuai & Zhou, Ya & Shan, Yuli, 2021. "The governance-production nexus of eco-efficiency in Chinese resource-based cities: A two-stage network DEA approach," Energy Economics, Elsevier, vol. 101(C).
    12. AGRELL, Per & HATAMI-MARBINI, Adel, 2011. "Frontier-based performance analysis models for supply chain management; state of the art and research directions," LIDAM Discussion Papers CORE 2011069, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    13. Tatiana Bencova & Andrea Bohacikova, 2022. "DEA in Performance Measurement of Two-Stage Processes: Comparative Overview of the Literature," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 5, pages 111-129.
    14. Cook, Wade D. & Liang, Liang & Zhu, Joe, 2010. "Measuring performance of two-stage network structures by DEA: A review and future perspective," Omega, Elsevier, vol. 38(6), pages 423-430, December.
    15. Zhen Shi & Yingju Wu & Yung-ho Chiu & Fengping Wu & Changfeng Shi, 2020. "Dynamic Linkages among Mining Production and Land Rehabilitation Efficiency in China," Land, MDPI, vol. 9(3), pages 1-25, March.
    16. Yu‐Chuan Chen & Tai‐Yu Lin & Yung‐ho Chiu & Ching‐I Yang, 2024. "An exploration of operational efficiency, market efficiency, and sustainable development in the banking industry," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(5), pages 4819-4848, September.
    17. Wanke, Peter F., 2013. "Physical infrastructure and shipment consolidation efficiency drivers in Brazilian ports: A two-stage network-DEA approach," Transport Policy, Elsevier, vol. 29(C), pages 145-153.
    18. Lim, Dong-Joon & Kim, Moon-Su, 2022. "Measuring dynamic efficiency with variable time lag effects," Omega, Elsevier, vol. 108(C).
    19. Bai, Xue-Jie & Yan, Wen-Kai & Chiu, Yung-Ho, 2015. "Performance evaluation of China's Hi-tech zones in the post financial crisis era — Analysis based on the dynamic network SBM model," China Economic Review, Elsevier, vol. 34(C), pages 122-134.
    20. Qian Wang & Zhuoya Du & Boyu Wang & Yung‐ho Chiu & Tzu‐Han Chang, 2022. "Environmental regulation and foreign direct investment attractiveness: Evidence from China provinces," Review of Development Economics, Wiley Blackwell, vol. 26(2), pages 899-917, May.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:mgtdec:v:45:y:2024:i:2:p:952-974. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/7976 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.