Selling, General, and Administrative Cost Asymmetry in Hypergrowth Private Fintech Firms

Authors

  • Chawanakorn Thienboonlertrat Chulalongkorn University.
  • Thanyaluk Vichitsarawong Chulalongkorn University.

Keywords:

Cost Asymmetry, Fintech, Hypergrowth, Scale-up, Financial Services

Abstract

This research investigates the cost asymmetry between hypergrowth and non-hypergrowth firms by using private fintech firms in the United Kingdom (U.K.) as a sample. Examining cost growth elasticity and cost multiplier elasticity, the findings indicate that hypergrowth firms’ cost growth elasticity and cost multiplier elasticity are significantly lower than those of non-hypergrowth firms. The results show that, in private fintech firms, cost asymmetry can occur between non-hypergrowth and hypergrowth stages, which is different from prior asymmetry findings that focused only on the revenue-increasing and revenue-decreasing stages. Our study further provides empirical evidence of the static internal economies of scale from which hypergrowth firms benefit, serving as one of the explanations for cost asymmetry in the hypergrowth stage. Overall, our findings suggest that U.K. private fintech companies gain a cost advantage during the hypergrowth stage by balancing the finding of new opportunities with successfully reaping high-quality revenues while effectively dealing with managerial inefficiency.

Author Biographies

Chawanakorn Thienboonlertrat, Chulalongkorn University.

Chulalongkorn Business School

Thanyaluk Vichitsarawong, Chulalongkorn University.

Chulalongkorn Business School

 

References

Adams, J., Hayunga, D., & Mansi, S. (2022). Index fund trading costs are inversely related to fund and family size. Journal of Banking and Finance, 140, 106527. https://doi.org/10.1016/j.jbankfin.2022.106527

Adams, J., Hayunga, D., Mansi, S., Reeb, D., & Verardi, V. (2019). Identifying and treating outliers in finance. Financial Management, 48(2), 345-384.

Anderson, M. C., Banker, R. D., & Janakiraman, S. N. (2003). Are selling, general, and administrative costs “sticky”?. Journal of Accounting Research, 41(1), 47-63.

Anderson, S. W., & Lanen, W. N. (2007). Understanding cost management: what can we learn from the evidence on 'sticky costs'?. Available at SSRN, 975135.

Anthony, J. H., & Ramesh, K. (1992). Association between accounting performance measures and stock prices. A test of the life cycle hypothesis. Journal of Accounting and Economics, 15(2-3), 203-227. https://doi.org/10.1016/0165-4101(92)90018-W

Arthur, W. B. (1996). Increasing returns and the new world of business. Harvard Business Review, 74(4), 100-109.

Balakrishnan, R., Labro, E., & Soderstrom, N. S. (2014). Cost structure and sticky costs. Journal of Management Accounting Research, 26(2), 91-116.

Ball, R., & Shivakumar, L. (2005). Earnings quality in UK private firms: Comparative loss recognition timeliness. Journal of Accounting and Economics, 39(1), 83-128.

Banalieva, E. R., & Dhanaraj, C. (2019). Internalization theory for the digital economy. Journal of International Business Studies, 50, 1372-1387.

Banker, R. D., & Byzalov, D. (2014). Asymmetric cost behavior. Journal of Management Accounting Research, 26(2), 43-79.

Belsley, D. A., Kuh, E., & Welsch, R. E. (2005). Regression diagnostics: Identifying influential data and sources of collinearity. John Wiley & Sons.

Benston, G. J. (1972). Economies of scale of financial institutions. Journal of Money, Credit and Banking, 4(2), 312-341.

Berger, A. N., & Udell, G. F. (1998). The economics of small business finance: The roles of private equity and debt markets in the financial growth cycle. Journal of Banking & Finance, 22(6-8), 613-673.

Bingham, C. B., & Davis, J. P. (2012). Learning sequences: Their existence, effect, and evolution. Academy of Management Journal, 55(3), 611-641.

Bohan, S., Tippmann, E., Levie, J., Igoe, J., & Bowers, B. (2024). What is scaling?. Journal of Business Venturing, 39(1), 106355.

Cameron, A. C., & Miller, D. L. (2015). A practitioner’s guide to cluster-robust inference. Journal of Human Resources, 50(2), 317-372.

Chandler, A. D., & Hikino, T. (2009). Scale and scope: The dynamics of industrial capitalism. Harvard University Press.

Chen, C. L., Huang, S. H., & Fan, H. S. (2012). Complementary association between real activities and accruals-based manipulation in earnings reporting. Journal of Economic Policy Reform, 15(2), 93-108.

Chen, C. X., Lu, H., & Sougiannis, T. (2012). The agency problem, corporate governance, and the asymmetrical behavior of selling, general, and administrative costs. Contemporary Accounting Research, 29(1), 252-282.

Chen, Y., & Ma, Y. (2021). Financing constraints, internal control quality and cost stickiness. Journal of Business Economics and Management, 22(5), 1231-1251.

Chen, Y., & Xu, J. (2023). Digital transformation and firm cost stickiness: Evidence from China. Finance Research Letters, 52, 103510.

Cheng, S., Jiang, W., & Zeng, Y. (2018). Does access to capital affect cost stickiness? Evidence from China. Asia-Pacific Journal of Accounting & Economics, 25(1-2), 177-198.

Cho, Y. J., Tsui, D., & Yang, H. I. (2021). The role of convex equity incentives in managers' forecasting decisions. Journal of Financial Reporting, 6(2), 19-44.

Coad, A., & Rao, R. (2008). Innovation and firm growth in high-tech sectors: A quantile regression approach. Research Policy, 37(4), 633-648.

Coad, A., Segarra, A., & Teruel, M. (2013). Like milk or wine: Does firm performance improve with age?. Structural Change and Economic Dynamics, 24, 173-189.

Cohen, D. A., & Zarowin, P. (2010). Accrual-based and real earnings management activities around seasoned equity offerings. Journal of Accounting and Economics, 50(1), 2-19.

Cooper, R., & Kaplan, R. S. (1998). The promise-and peril-of integrated cost systems. Harvard Business Review, 76(4), 109-120.

Cornelli, G., Doerr, S., Franco, L., & Frost, J. (2021). Funding for fintechs: Patterns and drivers. BIS Quarterly Review, (20).

D'Avino, M., De Simone, V., Iannucci, M., & Schiraldi, M. M. (2015). Guidelines for e-startup promotion strategy. Journal of Technology Management & Innovation, 10(1), 1-16.

Davidson, R., & MacKinnon, J. G. (1981). Several tests for model specification in the presence of alternative hypotheses. Econometrica: Journal of the Econometric Society, 781-793.

De Loecker, J., & Syverson, C. (2021). An industrial organization perspective on productivity. In K. Ho, A. Hortaçsu, & A. Lizzeri (Eds.), Handbook of industrial organization (Vol. 4, pp. 141-223). Elsevier.

Dehon, C., Gassner, M., & Verardi, V. (2012). Extending the Hausman test to check for the presence of outliers. In B. H. Baltagi, R. Carter Hill, W. K. Newey, & H. L. White (Eds.), Essays in Honor of Jerry Hausman (pp. 435-453). Emerald Group Publishing Limited.

DeSantola, A., & Gulati, R. (2017). Scaling: Organizing and growth in entrepreneurial ventures. Academy of Management Annals, 11(2), 640-668.

Dierickx, I., & Cool, K. (1989). Asset stock accumulation and sustainability of competitive advantage. Management Science, 35(12), 1504-1511.

Dorfleitner, G., Hornuf, L., Schmitt, M., & Weber, M. (2017). The fintech market in Germany. In G. Dorfleitner, L. Hornuf, M. Schmitt, & M. Weber (Eds.), FinTech in Germany (pp. 13-46). Springer.

Financial Conduct Authority. (2015). Regulatory sandbox. Financial Conduct Authority, 11, 30.

Francis, J. R., & Wang, D. (2008). The joint effect of investor protection and Big 4 audits on earnings quality around the world. Contemporary Accounting Research, 25(1), 157-191.

Geroski, P., & Machin, S. (1992). Do Innovating Firms Outperform Non-Innovators?. Business Strategy Review, 3(2), 79-90. https://doi.org/https://doi.org/10.1111/j.1467-8616.1992.tb00030.x

Giustiziero, G., Kretschmer, T., Somaya, D., & Wu, B. (2023). Hyperspecialization and hyperscaling: A resource‐based theory of the digital firm. Strategic Management Journal, 44(6), 1391-1424.

Gnanasambandam, C., Miller, A., & Sprague, K. (2017). Grow fast or die slow: The role of profitability in sustainable growth. Mckinsey&Company. https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/grow-fast-or-die-slow-the-role-of-profitability-in-sustainable-growth#/

Goldberg, L. G., Hanweck, G. A., Keenan, M., & Young, A. (1991). Economies of scale and scope in the securities industry. Journal of Banking & Finance, 15(1), 91-107.

Gregory, B. T., Rutherford, M. W., Oswald, S., & Gardiner, L. (2005). An empirical investigation of the growth cycle theory of small firm financing. Journal of Small Business Management, 43(4), 382-392.

Hall, C. M. (2016). Does ownership structure affect labor decisions?. The Accounting Review, 91(6), 1671-1696.

Hausman, J. A. (1978). Specification tests in econometrics. Econometrica: Journal of the Econometric Society, 1251-1271.

Heckman, J. J. (1979). Sample selection bias as a specification error. Econometrica: Journal of the Econometric Society, 153-161.

HM Revenue & Customs. (2007). Claiming Research and Development (R&D) tax reliefs. https://www.gov.uk/guidance/corporation-tax-research-and-development-rd-relief

Hoffman, R., & Yeh, C. (2018). Blitzscaling: The lightning-fast path to building massively valuable companies. Currency.

Hui, L., Xie, H., & Chen, X. (2024). Digital technology, the industrial internet, and cost stickiness. China Journal of Accounting Research, 100339.

Ibrahim, A. E. A., Ali, H., & Aboelkheir, H. (2022). Cost stickiness: A systematic literature review of 27 years of research and a future research agenda. Journal of International Accounting, Auditing and Taxation, 46, 100439.

Jansen, J. J., Heavey, C., Mom, T. J., Simsek, Z., & Zahra, S. A. (2023). Scaling‐up: Building, leading and sustaining rapid growth over time. Journal of Management Studies, 60(3), 581-604.

Junius, K. (1997). Economies of scale: A survey of the empirical literature, Kiel Working Paper, No. 813. Kiel Institute of World Economics (IfW).

Kalnins, A. (2018). Multicollinearity: How common factors cause Type 1 errors in multivariate regression. Strategic Management Journal, 39(8), 2362-2385.

Kirschenheiter, M., & Melumad, N. D. (2002). Can “big bath” and earnings smoothing co‐exist as equilibrium financial reporting strategies?. Journal of Accounting Research, 40(3), 761-796.

KPMG, & CBINSIGHTS. (2016). The Pulse of Fintech Q2 2016. https://assets.kpmg/content/dam/kpmg/xx/pdf/2016/08/the-pulse-of-fintech-q2-report.pdf

Kuratko, D. F., Holt, H. L., & Neubert, E. (2020). Blitzscaling: The good, the bad, and the ugly. Business Horizons, 63(1), 109-119. https://doi.org/https://doi.org/10.1016/j.bushor.2019.10.002

Latzko, D. A. (1999). Economies of scale in mutual fund administration. Journal of Financial Research, 22(3), 331-339.

Lazere, C. (1996). Holding the line on SG&A. CFO, 12, 28-37.

Lev, B., Radhakrishnan, S., & Zhang, W. (2009). Organization capital. Abacus, 45(3), 275-298.

Lévesque, M., Joglekar, N., & Davies, J. (2012). A comparison of revenue growth at recent-IPO and established firms: The influence of SG&A, R&D and COGS. Journal of Business Venturing, 27(1), 47-61.

Loebbecke, C., & Picot, A. (2015). Reflections on societal and business model transformation arising from digitization and big data analytics: A research agenda. The Journal of Strategic Information Systems, 24(3), 149-157.

Loy, T. R., & Hartlieb, S. (2018). Have estimates of cost stickiness changed across listing cohorts?. Journal of Management Control, 29, 161-181.

Martín-de-Castro, G., Delgado-Verde, M., López-Sáez, P., & Navas-López, J. E. (2011). Towards ‘an intellectual capital-based view of the firm’: Origins and nature. Journal of Business Ethics, 98(4), 649-662. https://doi.org/10.1007/s10551-010-0644-5

Mithani, M. A. (2023). Scaling digital and non-digital business models in foreign markets: The case of financial advice industry in the United States. Journal of World Business, 58(4), 101457.

Nambisan, S., Wright, M., & Feldman, M. (2019). The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes. Research Policy, 48(8). https://doi. org/10.1016/j.respol.2019.03.018

Noreen, E. (1991). Conditions under which activity-based cost systems provide relevant costs. Journal of Management Accounting Research, 3(4), 159-168.

Penrose, E. T. (2009). The theory of the growth of the firm. Oxford University Press.

Petersen, M. A. (2009). Estimating standard errors in finance panel data sets: Comparing approaches. The Review of Financial Studies, 22(1), 435-480.

Piaskowska, D., Tippmann, E., & Monaghan, S. (2021). Scale-up modes: Profiling activity configurations in scaling strategies. Long Range Planning, 54(6), 102101.

Pozzolo, A. F. (2017). Fintech and banking. Friends or foes. European Economy Banks, Regulation, and the Real Sector, 3, 9-12.

Rayport, J. F., Sola, D., & Kupp, M. (2023). The overlooked key to a successful scale-up. Harvard Business Review, 101(1), 56-65.

Sallehu, M. M., Chiou, I., & Liu, Y. (2023). The effect of intangible resources on selling, general, and administrative cost behavior of young and established firms. The North American Accounting Studies, 6(1), 1-25.

Schaffer, M., & Stillman, S. (2006). XTOVERID: Stata module to calculate tests of overidentifying restrictions after xtreg, xtivreg, xtivreg2, xthtaylor. Statistical Software Components. https://ideas.repec.org/c/boc/bocode/s456779.html

Sheen, A. (2020). Do public and private firms behave differently? An examination of investment in the chemical industry. Journal of Financial and Quantitative Analysis, 55(8), 2530-2554.

Shepherd, D. A., Ettenson, R., & Crouch, A. (2000). New venture strategy and profitability: A venture capitalist's assessment. Journal of Business Venturing, 15(5-6), 449-467.

Silberston, A. (1972). Economies of scale in theory and practice. The Economic Journal, 82(325s), 369-391.

Silge, L., & Wöhrmann, A. (2021). Market reaction to asymmetric cost behavior: The impact of long-term growth expectations. Review of Managerial Science, 15(2), 309-347.

Stigler, G. J. (1958). The economies of scale. The Journal of Law and Economics, 1, 54-71.

Subramaniam, C., & Watson, M. W. (2016). Additional evidence on the sticky behavior of costs. In M. J. Epstein & M. A. Malina (Eds.), Advances in Management Accounting (Vol. 26, pp. 275-305). Emerald Group Publishing Limited.

Sullivan, T. (2016). Blitzscaling. Harvard Business Review, 94(4), 44-50.

Venieris, G., Naoum, V. C., & Vlismas, O. (2015). Organisation capital and sticky behaviour of selling, general and administrative expenses. Management Accounting Research, 26, 54-82.

Verhoef, P. C., Broekhuizen, T., Bart, Y., Bhattacharya, A., Dong, J. Q., Fabian, N., & Haenlein, M. (2021). Digital transformation: A multidisciplinary reflection and research agenda. Journal of Business Research, 122, 889-901.

World Economic Forum. (2016). Mastering hypergrowth. https://www.weforum.org/reports/mastering-hypergrowth/

Yan, Y., & Qi, S. (2021). Childhood matters: Family education and financial inclusion. Pacific-Basin Finance Journal, 65. https://doi.org/10.1016/j.pacfin.2020.101489

Zang, A. Y. (2012). Evidence on the trade-off between real activities manipulation and accrual-based earnings management. The Accounting Review, 87(2), 675-703.

Zisis, V., & Naoum, V.-C. (2023). Sticky cost theory and firm’s evolution. Applied Economics Letters, 30(3), 379-383.

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Published

2024-06-24

How to Cite

Thienboonlertrat, C., & Vichitsarawong, T. (2024). Selling, General, and Administrative Cost Asymmetry in Hypergrowth Private Fintech Firms. Creative Business and Sustainability Journal, 46(1), 37–65. Retrieved from https://so01.tci-thaijo.org/index.php/CBSReview/article/view/272513

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Research Articles