Credit Ratings, Payment Method, and Group Affiliation as Determinants of Acquisition Performance in India

Authors

DOI:

https://doi.org/10.17010/pijom/2026/v19i9/174708

Keywords:

credit ratings, mergers and acquisitions, payment mode, business groups, announcement returns, signaling theory, emerging markets, India.
JEL Classification Codes :G14, G24, G32, G34
Publishing Chronology: Paper Submission Date : October 15, 2025 ; Paper sent back for Revision : May 22, 2026 ; Paper Acceptance Date : August 14, 2026 ; Paper Published Online : September 15, 2026.

Abstract

Purpose : This study examined the combined and interactive effects of credit ratings, payment mode, and group affiliation on merger and acquisition (M&A) announcement returns in India. While prior research studied these factors independently, this study provided the first evidence on how these three critical signaling mechanisms interact to influence investor perception in an emerging market context.

Design/Methodology/Approach : We analyzed 860 domestic acquisitions by listed Indian firms from 2011 – 2020, employing event study methodology (Borusyak et al., 2024) to measure cumulative abnormal announcement returns (CAARs). We tested main effects and two- and three-way interactions among credit ratings, payment mode (cash vs. stock), and group affiliation using regression analysis.

Findings : Rated acquirers earned significantly higher CAARs than non-rated acquirers. Credit ratings moderated the payment mode effect—high ratings neutralized the negative signaling traditionally associated with stock-financed acquisitions. Ratings provided greater incremental value for group-affiliated firms, where pyramidal ownership structures created additional information asymmetry. Announcement returns increased continuously with rating quality across 20 rating levels, demonstrating a granular relationship between credit quality and market response.

Practical Implications : The findings suggested that acquirers in emerging markets should consider credit ratings as a strategic tool to enhance deal credibility, particularly when using stock payment or operating within complex ownership structures. Independent certification complements rather than substitutes for group reputation signals.

Originality/Value : This study contributed to signaling theory by demonstrating that credit ratings, payment mode, and group affiliation functioned as complementary rather than substitutive signals. It provided novel evidence that multiple signals interacted in complex ways, with important implications for acquisition financing strategy and corporate disclosure policy in emerging markets.

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Published

2026-09-15

How to Cite

Jain, H., & Nayyar, R. (2026). Credit Ratings, Payment Method, and Group Affiliation as Determinants of Acquisition Performance in India. Prabandhan: Indian Journal of Management, 19(9), 27–44. https://doi.org/10.17010/pijom/2026/v19i9/174708

References

1) Aktas, N., Petmezas, D., Servaes, H., & Karampatsas, N. (2021). Credit ratings and acquisitions. Journal of Corporate Finance, 69, Article ID 101986. https://doi.org/10.1016/j.jcorpfin.2021.101986

2) Alexandridis, G., Huang, Z., & Oikonomou, I. (2026). On the importance of credit rating distance: Evidence from mergers and acquisitions. Review of Quantitative Finance and Accounting, 1–41. https://doi.org/10.1007/s11156-026-01512-x

3) Almeida, H., Kim, C. S., & Kim, H. B. (2015). Internal capital markets in business groups: Evidence from the Asian financial crisis. The Journal of Finance, 70(6), 2539–2586. https://doi.org/10.1111/jofi.12309

4) Altaf, N., & Shah, F. (2017). Working capital management, firm performance, and financial constraints: Empirical evidence from India. Asia-Pacific Journal of Business Administration, 9(3), 206–219. https://doi.org/10.1108/APJBA-06-2017-0057

5) Annapurna, R., & Basri, S. (2024). Role of emotions in stock investment decisions: A critical review of the literature. Indian Journal of Finance, 18(5), 50–65. https://doi.org/10.17010/ijf/2024/v18i5/173842

6) Barber, B. M., & Lyon, J. D. (1997). Detecting long-run abnormal stock returns: The empirical power and specification of test statistics. Journal of Financial Economics, 43(3), 341–372. https://doi.org/10.1016/S0304-405X(96)00890-2

7) Bertrand, M., Mehta, P., & Mullainathan, S. (2002). Ferreting out tunneling: An application to Indian business groups. The Quarterly Journal of Economics, 117(1), 121–148. https://doi.org/10.1162/003355302753399463

8) Bhatia, S., Singh, N., & Jain, H. (2021). What explains millennials' intention to invest in the stock market? An extension to the theory of planned behavior. The Journal of Wealth Management, 24(2), 25–47. https://doi.org/10.3905/jwm.2021.1.141

9) Boot, A. W., Milbourn, T. T., & Schmeits, A. (2006). Credit ratings as coordination mechanisms. The Review of Financial Studies, 19(1), 81–118. https://doi.org/10.1093/rfs/hhj009

10) Borusyak, K., Jaravel, X., & Spiess, J. (2024). Revisiting event-study designs: Robust and efficient estimation. Review of Economic Studies, 91(6), 3253–3285. https://doi.org/10.1093/restud/rdae007

11) Borusyak, K., & Hull, P. (2024). Negative weights are no concern in design-based specifications. AEA Papers and Proceedings, 114, 597–600. https://doi.org/10.1257/pandp.20241114

12) Chakraborty, B. (2024). Analysis of risk, size, and performance of the banking industry: A South Asian perspective. Indian Journal of Finance, 18(4), 44–59. https://doi.org/10.17010/ijf/2024/v18i4/173726

13) Chipeta, C., & Nkiwane, P. (2020). Financial slack, method of payment, and acquirer performance: The case of cross-border acquisitions into Africa. Investment Analysts Journal, 49(2), 92–104. https://doi.org/10.1080/10293523.2020.1755817

14) Chou, T. K., & Cheng, J. C. (2012). Credit ratings and excess value of diversification. Journal of Empirical Finance, 19(2), 266–281. https://doi.org/10.1016/j.jempfin.2011.12.003

15) Emery, G. W., & Switzer, J. A. (1999). Expected market reaction and the choice of method of payment for acquisitions. Financial Management, 28(4), 73–86. https://doi.org/10.2307/3666304

16) Faniband, M., & Jadhav, P. (2024). Reactions of large, mid, and small stocks to macroeconomic and non-macroeconomic factors: Similar or different? Indian Journal of Finance, 18(4), 60–71. https://doi.org/10.17010/ijf/2024/v18i4/173727

17) Ferreira, M. P., Santos, J. C., de Almeida, M. I. R., & Reis, N. R. (2014). Mergers & acquisitions research: A bibliometric study of top strategy and international business journals, 1980–2010. Journal of Business Research, 67(12), 2550–2558. https://doi.org/10.1016/j.jbusres.2014.03.015

18) Gopalan, R., Song, F., & Yerramilli, V. (2014). Debt maturity structure and credit quality. Journal of Financial and Quantitative Analysis, 49(4), 817–842. https://doi.org/10.1017/S0022109014000520

19) Gropp, R., Hirsch, C. W., & Krahnen, J. P. (2011). Is rated debt arm's length? Evidence from mergers and acquisitions (CFS Working Paper No. 2011/10). SSRN. https://doi.org/10.2139/ssrn.1785679

20) Guariglia, A. (2008). Internal financial constraints, external financial constraints, and investment choice: Evidence from a panel of UK firms. Journal of Banking & Finance, 32(9), 1795–1809. https://doi.org/10.1016/j.jbankfin.2007.12.008

21) Hu, X., Huang, H., Pan, Z., & Shi, J. (2019). Information asymmetry and credit rating: A quasi-natural experiment from China. Journal of Banking & Finance, 106, 132–152. https://doi.org/10.1016/j.jbankfin.2019.06.003

22) Jain, H., & Nayyar, R. (2023a). Analyzing the impact of financial constraints and group affiliation on the mode of payment and announcement returns of the Indian acquiring companies. Global Business and Economics Review, 29(4), 429–451. https://doi.org/10.1504/GBER.2023.134363

23) Jain, H., & Nayyar, R. (2023b). Bibliometric review of research in mergers and acquisitions in business finance. International Journal of Indian Culture and Business Management, 30(3), 398–415. https://doi.org/10.1504/IJICBM.2023.135320

24) Jain, H., & Nayyar, R. (2024). Analyzing the impact of credit ratings on the mode of financing employed by Indian acquiring companies. Global Business Review, 0971509241269384. https://doi.org/10.1177/0971509241269384

25) Jindal, V., & Seth, R. (2019). A new order of financing investments: Evidence from acquisitions by India's listed firms. Journal of Corporate Finance, 58, 307–328. https://doi.org/10.1016/j.jcorpfin.2019.04.007

26) Karampatsas, N., Petmezas, D., & Travlos, N. (2014). Credit ratings and the choice of payment method in mergers and acquisitions. Journal of Corporate Finance, 25, 474–493. https://doi.org/10.1016/j.jcorpfin.2014.01.008

27) Khanna, T., & Palepu, K. (2000). Is group affiliation profitable in emerging markets? An analysis of diversified Indian business groups. The Journal of Finance, 55(2), 867–891. https://doi.org/10.1111/0022-1082.00229

28) Kim, E. H., & Lu, Y. (2011). CEO ownership, external governance, and risk-taking. Journal of Financial Economics, 102(2), 272–292. https://doi.org/10.1016/j.jfineco.2011.07.002

29) Kisgen, D. J. (2009). Do firms target credit ratings or leverage levels? Journal of Financial and Quantitative Analysis, 44(6), 1323–1344. https://doi.org/10.1017/S002210900999007X

30) Kothari, S. P., & Warner, J. B. (2007). Econometrics of event studies. In Handbook of empirical corporate finance (pp. 3–36). Elsevier. https://doi.org/10.1016/S1873-1503(06)01001-4

31) Kumar, A., Dash, M., Kumar, A., Hota, S. L., Mohanty, D., & Vasudevan, A. (2024). Path to green prosperity: Evaluating the interconnected factors of industry, finance, and energy in developing economies. Prabandhan: Indian Journal of Management, 17(12), 46–63. https://doi.org/10.17010/pijom/2024/v17i12/174056

32) Ladkani, R. M., & Banerjee, A. (2018). Emerging market bidder returns and the choice of payment method in mergers and acquisitions: Evidence from India. Journal of Emerging Market Finance, 17(3), 386–411. https://doi.org/10.1177/0972652718797817

33) Lim, H. J., & Mali, D. (2021). Do credit ratings influence the demand/supply of audit effort? Journal of Applied Accounting Research, 22(1), 72–92. https://doi.org/10.1108/JAAR-02-2020-0028

34) Loughran, T., & Vijh, A. M. (1997). Do long-term shareholders benefit from corporate acquisitions? The Journal of Finance, 52(5), 1765–1790. https://doi.org/10.1111/j.1540-6261.1997.tb02741.x

35) Lyon, J. D., Barber, B. M., & Tsai, C. L. (1999). Improved methods for tests of long-run abnormal stock returns. The Journal of Finance, 54(1), 165–201. https://doi.org/10.1111/0022-1082.00105

36) Mann, S., & Kohli, R. (2009). Target CEO turnover and retention in mergers and acquisitions. Strategic Management Journal, 30(5), 495–522. https://doi.org/10.1002/smj.751

37) Minimol, M. C., Akhila, K. V., & Kavya, N. P. (2025). Firm performance in India: Does sustainability reporting matter? Indian Journal of Finance, 19(3), 8–25. https://doi.org/10.17010/ijf/2025/v19i3/174847

38) Myers, S. C., & Majluf, N. S. (1984). Corporate financing and investment decisions when firms have information that investors do not have. Journal of Financial Economics, 13(2), 187–221. https://doi.org/10.1016/0304-405X(84)90023-0

39) Nachane, D. M., & Ghosh, S. (2004). Credit rating and bank behavior in India: Possible implications of the new Basel accord. Singapore Economic Review, 49, 37–54. https://doi.org/10.1142/S0217590804001270

40) Riyazahmed, K., & Sriram, M. (2024). Do cash holdings impact the financials of companies? Evidence from India. Indian Journal of Finance, 18(3), 8–24. https://doi.org/10.17010/ijf/2024/v18i3/173614

41) Saidani, W., Msolli, B., & Ajina, A. (2017). Research and development investment and financing constraints: The case of Japan. Research in International Business and Finance, 42, 1336–1342. https://doi.org/10.1016/j.ribaf.2017.07.070

42) Sardana, V., Mohapatra, A. K., Singhania, S., & Chakrabarti, D. (2024). Changing dynamics of banking landscape: What do we know and what lies ahead? Prabandhan: Indian Journal of Management, 17(1), 8–23. https://doi.org/10.17010/pijom/2024/v17i1/173288

43) Shin, H. H., & Park, Y. S. (1999). Financing constraints and internal capital markets: Evidence from Korean 'chaebols'. Journal of Corporate Finance, 5(2), 169–191. https://doi.org/10.1016/S0929-1199(99)00002-4

44) Singh, A. K., Bansal, P., & Latha, K. (2025). Changing dynamics of leverage determinants: A comprehensive study of firms listed in India. Indian Journal of Finance, 19(2), 8–26. https://doi.org/10.17010/ijf/2025/v19i2/174768

45) Singh, A. K., Jain, S., & Goel, R. (2026). Climate consciousness vs. profit chase: Asset behavior in a sustainable era. Indian Journal of Finance, 20(1), 8–23. https://doi.org/10.17010/ijf/2026/v20i1/175251

46) Singh, A. K., Shrivastav, R. K., & Chapagain, R. (2024). Sustainable financing initiatives and bank performance: A bibliometric analysis. Indian Journal of Finance, 18(8), 22–43. https://doi.org/10.17010/ijf/2024/v18i8/174241

47) Suresh, G., & Loang, O. K. (2024). The rationality conundrum: Exploring herd mentality among individual investors in the Indian stock market. Indian Journal of Finance, 18(6), 26–45. https://doi.org/10.17010/ijf/2024/v18i6/173967

48) Tang, T. T. (2009). Information asymmetry and firms' credit-market access: Evidence from Moody's credit-rating format refinement. Journal of Financial Economics, 93(2), 325–351. https://doi.org/10.1016/j.jfineco.2008.07.007

49) Travlos, N. G. (1987). Corporate takeover bids, methods of payment, and bidding firms' stock returns. The Journal of Finance, 42(4), 943–963. https://doi.org/10.1111/j.1540-6261.1987.tb03921.x

50) Vodwal, S., & Negi, V. (2023). Applications of machine learning and determinants of dividend decision: Evidence from Indian firms. Indian Journal of Finance, 17(5), 8–24. https://doi.org/10.17010/ijf/2023/v17i5/171154