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Syndicated loans: mapping the trends, sources and intellectual evolution

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Abstract

This study conducts a citation-based comprehensive systematic literature review (SLR) of the syndicated loan market by identifying and recognizing the sources of knowledge-producing leading articles, journals and authors in this area. In total, we present a citation analysis of 374 articles from the Scopus database using a comprehensive list of keyword searches. We find that the importance of research using syndicated loan data has increased after the global financial crisis (GFC). It is perhaps due to the reason that the GFC was mainly a credit crisis that sparked the interest of research in this area. We identify the Journal of Financial Economics as the leading journal in terms of citation and the Journal of Banking and Finance in terms of publication count. Victoria Ivashina comes out as the leading author in terms of the citation count and Anthony Saunders in terms of publication count. We also perform a content analysis of the top 100 most cited papers and identify data characteristics, major themes, estimation techniques and empirical approaches. Our SLR provides a macro picture of research on syndicated loan studies. Finally, we provide an overview of the direction for future research.

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Notes

  1. Search key in SCOPUS database TITLE-ABS-KEY (( "syndicat* loan*" OR "project finance" OR "corporate loan*") OR (syndicat* AND ( loan* OR bank*)) OR (dealscan OR loanware OR dealogic OR "Thomson One").

  2. Although the first paper on the mathematical theory of banking was published in 1888, the research on banking started picking from the 1970s. Another earlier paper on the theory of banking is by Klein (1971).

  3. We consider all the dependent variables if a paper uses multiple dependent variables.

References

  • Acharya VV, Eisert T, Eufinger C, Hirsch C (2018) Real effects of the sovereign debt crisis in Europe: evidence from syndicated loans. Rev Financ Stud 31(8):2855–2896

    Article  Google Scholar 

  • Ahmad N, Bibi A (2023) Responsible management education: mapping the trends, influential sources and research themes. Manage Sustain Arab Rev 2(1):6–24

    Google Scholar 

  • Ahmad N, Menegaki AN, Al-Muharrami S (2020) Systematic literature review of tourism growth nexus: an overview of the literature and a content analysis of 100 most influential papers. J Econ Surv 34(5):1068–1110

    Article  Google Scholar 

  • Amiraslani H, Donovan J, Phillips MA, Wittenberg-Moerman R (2023) Contracting in the dark: the rise of public-side lenders in the syndicated loan market. J Account Econ 76(1):101586

    Article  Google Scholar 

  • Anwar J, Bibi A, Ahmad N (2021) Behavioral strategy: mapping the trends, sources and intellectual evolution. J Strateg Manag 15(1):140–168

    Article  Google Scholar 

  • Asatullaeva Z, Aghdam RFZ, Ahmad N, Tashpulatova L (2021) The impact of foreign aid on economic development: a systematic literature review and content analysis of the top 50 most influential papers. J Int Dev 33(4):717–751

    Article  Google Scholar 

  • Bae K, Goyal VK (2009) Creditor rights, enforcement, and bank loans. J Financ 64(2):823–860

    Article  Google Scholar 

  • Ball R, Bushman RM, Vasvari FP (2008) The debt-contracting value of accounting information and loan syndicate structure. J Account Res 46(2):247–287

    Article  Google Scholar 

  • Becker B, Ivashina V (2018) Financial repression in the European sovereign debt crisis. Rev Financ 22(1):83–115

    Article  Google Scholar 

  • Berg T, Saunders A, Steffen S (2016) The total cost of corporate borrowing in the loan market: don’t ignore the fees. J Financ 71(3):1357–1392

    Article  Google Scholar 

  • Berlin M et al (2020) Concentration of control rights in leveraged loan syndicates. J Financ Econ 137(1):249–271

    Article  Google Scholar 

  • Bermpei T, Degl’Innocenti, M., Kalyva, A.N., & Zhou, S. (2023) Lender indvidualism and monitoring: evidence from syndicated loans. J Financ Stab 66:101123

    Article  Google Scholar 

  • Bharath S, Dahiya S, Saunders A, Srinivasan Al (2007) So what do I get? The bank’s view of lending relationships. J Financ Econ 85(2):368–419

    Article  Google Scholar 

  • Bharath ST, Dahiya S, Saunders A, Srinivasan A (2011) Lending relationships and loan contract terms. Rev Financ Stud 24(4):1141–1203

    Article  Google Scholar 

  • Botsch M, Vanasco V (2019) Learning by lending. J Financ Int 37(C):1–14

    Google Scholar 

  • Bradley M, Roberts MR (2015) The structure and pricing of corporate debt covenants. Quart J Financ 5(2):1550001

    Article  Google Scholar 

  • Calem P, Correa R, Lee SJ (2020) Prudential policies and their impact on credit in the United States. J Financ Intermed 42:100826

    Article  Google Scholar 

  • Chava S (2014) Environmental externalities and cost of capital. Manage Sci 60(9):2223–2247

    Article  Google Scholar 

  • Cumming D, Lopez-de-Silanes F, McCahery JA (2020) Tranching in the syndicated loan market around the world. J Int Bus Stud 51:95–120

    Article  Google Scholar 

  • Dennis SA, Mullineaux DJ (2000) Syndicated loans. J Financ Intermed 9(4):404–426

    Article  Google Scholar 

  • Dichev ID, Skinner DJ (2002) Large–sample evidence on the debt covenant hypothesis. J Account Res 40(4):1091–1123

    Article  Google Scholar 

  • Drucker S, Puri M (2005) Banks and capital markets: a survey. In: Eckbo BE (ed) Amsterdam: empirical corporate finance. Elsevier/North-Holland Publishers, Amsterdam

    Google Scholar 

  • Drucker S, Puri M (2005) On the benefits of concurrent lending and underwriting. J Financ Forthcom 60(6):2763–2799

    Article  Google Scholar 

  • Edgeworth F (1888) A mathematical theory of banking. J Roy Stat Soc 51(1):113–127

    Google Scholar 

  • Esty BC, Megginson WL (2003) Creditor rights, enforcement, and debt ownership structure: evidence from the global syndicated loan market. J Financ Quant Anal 38(1):37–59

    Article  Google Scholar 

  • Fang X, Li Y, Xin B, Zhang W (2016) Financial statement comparability and debt contracting: evidence from the syndicated loan market. Account Horiz 30(2):277–303

    Article  Google Scholar 

  • Fiaz A, Ahmad N, Al-Abri A, Khurshid N, Menegaki A (2023) Exchange rate misalignment: a systematic literature review based on citation and content analysis. OPEC Energy Rev. https://doi.org/10.1111/opec.12278

    Article  Google Scholar 

  • Giannetti M, Laeven L (2012) The flight home effect: evidence from the syndicated loan market during financial crises. J Financ Econ 104(1):23–43

    Article  Google Scholar 

  • Giannetti M, Yafeh Y (2012) Do cultural differences between contracting parties matter? Evidence from syndicated bank loans. Manage Sci 58(2):365–383

    Article  Google Scholar 

  • Gong D, Xu J, Yan J (2023) National development banks and lona contract terms: evidence from syndicated loans. J Financ Stab 130:102763

    Google Scholar 

  • Harvey CR, Lins KV, Roper AH (2004) The effect of capital structure when expected agency costs are extreme. J Financ Econ 74(1):3–30

    Article  Google Scholar 

  • Haselmann R, Wachtel P (2011) Foreign banks in syndicated loan markets. J Bank Finance 35(10):2679–2689

    Article  Google Scholar 

  • Ho K, Wong A (2023) Effect of cliamte-related risk on the costs of bank loans: evidence from syndicated loan markets in emerging economies. Emerg Mark Rev 55:100977

    Article  Google Scholar 

  • Hussain SM, Ahmad N, Ahmed S (2023) Applications of high-frequency data in finance: a bibliometric literature review. Int Rev Financ Anal 89:102790

    Article  Google Scholar 

  • Hussain SM, Ahmad N, Fazal F, Menegaki AN (2023) The impact of female directorship on firm performance: a systematic literature review. Rev Manage Sci. https://doi.org/10.1007/s11846-023-00677-2

    Article  Google Scholar 

  • Ivashina V (2009) Asymmetric information effects on loan spreads. J Financ Econ 92(2):300–319

    Article  Google Scholar 

  • Ivashina V, Scharfstein D (2010) Bank lending during the financial crisis of 2008. J Financ Econ 97(3):319–338

    Article  Google Scholar 

  • Jiang W, Li K, Shao P (2010) When shareholders are creditors: effects of the simultaneous holding of equity and debt by non-commercial banking institutions. Rev Financ Stud 23(10):3595–3637

    Article  Google Scholar 

  • Kitchenham B, Brereton OP, Budgen D, Turner M, Bailey J, Linkman S (2009) Systematic literature reviews in software engineering–A systematic literature review. Inf Softw Technol 51:7–15

    Article  Google Scholar 

  • Li SX, Rowley TJ (2002) Inertia and evaluation mechanisms in interorganizational partner selection: syndicate formation among U.S. investment banks. Acad Manage J 45(6):1104–1119

    Article  Google Scholar 

  • Li C, Luo Y, Vita GD (2023) Civil conflicta and cross-border lending; a sectoral, micro lender-level analysis of syndicated loans. Defense Peace Econ. https://doi.org/10.1080/10242694.2023.2205311

    Article  Google Scholar 

  • Liu C, Xu L, Yang H, Zhang W (2023) Prosocial CEOs and the cost of debt: evidence from syndicated loan contracts. J Corp Finan 78:102316

    Article  Google Scholar 

  • Maskara PK (2010) Economic value in tranching of syndicated loans. J Bank Financ 34(5):946–955

    Article  Google Scholar 

  • Massoud N, Nandy D, Saunders A, Song K (2011) Do hedge funds trade on private information? Evidence from syndicated lending and short-selling. J Financ Econ 99(3):477–499

    Article  Google Scholar 

  • Menegaki AN, Ahmad N, Aghdam RF, Naz A (2021) The convergence in various dimensions of energy-economy-environment linkages: a comprehensive citation-based systematic literature review. Energy Econ 104:105653

    Article  Google Scholar 

  • Qian J, Strahan PE (2007) How laws and institutions shape financial contracts: the case of bank loans. J Financ 62(6):2803–2834

    Article  Google Scholar 

  • Santos JAC (2011) Bank corporate loan pricing following the subprime crisis. Rev Financ Stud 24(6):1916–1943

    Article  Google Scholar 

  • Schenone C (2010) Lending relationships and information rents: do banks exploit their information advantages? Rev Financ Stud 23(3):1149–1199

    Article  Google Scholar 

  • Shen Y-P, Wu C-Y, Lu C (2023) U.S. REIT banking relationships and syndicated loan pricing. Rev Quant Financ Acc 61:447–479

    Article  Google Scholar 

  • Siegel JI, Licht AN, Schwartz SH (2011) Egalitarianism and international investment. J Financ Econ 102(3):621–642

    Article  Google Scholar 

  • Smajić H, Palalić R, Ahmad N (2022) Future perspective of socioemotional wealth (SEW) in family businesses. J Family Bus Manage 13(4):923–954

    Article  Google Scholar 

  • Sufi A (2007) Information asymmetry and financing arrangements: evidence from syndicated loans. J Financ 62(2):629–668

    Article  Google Scholar 

  • Sufi A (2009) The real effects of debt certification: evidence from the introduction of bank loan ratings. Rev Financ Stud 22(4):1659–1691

    Article  Google Scholar 

  • Wakefield A (2014) Searching and critiquing the research literature. Nurs Stand 28(39):49–57

    Article  Google Scholar 

  • Weidner D (2000) Syndicated lending closes out ’90s on a tear. Am Bank 165(6):1

    Google Scholar 

  • Wittenberg-Moerman R (2008) The role of information asymmetry and financial reporting quality in debt trading: evidence from the secondary loan market. J Account Econ 46(2–3):240–260

    Article  Google Scholar 

  • Zhang D, Zhang Y, Zhao Y (2023) Lending relationships and the pricing of syndicated loans. Manage Sci. https://doi.org/10.1287/mnsc.2023.4730

    Article  Google Scholar 

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Correspondence to Nisar Ahmad.

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Saharti, M., Chaudhry, S.M., Ahmad, N. et al. Syndicated loans: mapping the trends, sources and intellectual evolution. Rev Quant Finan Acc 62, 1569–1592 (2024). https://doi.org/10.1007/s11156-024-01243-x

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