Assessing the Impact of Chokepoints in a Customer Onboarding Process

IF 0.5 Q4 HOSPITALITY, LEISURE, SPORT & TOURISM Journal of Tourism Management Research Pub Date : 2023-08-15 DOI:10.5296/jmr.v15i2.21163
Armando Emilio Rodriguez, J. Rosen
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Abstract

Customer onboarding processes have become dysfunctional, especially with regards to the increasing number, complexity, and often, competing demands, of regulatory and law enforcement bodies with oversight over a firm’s practices. Prospective customers are screened across any number of considerations ranging from conventional ones such as financial considerations (i. e., “Does this customer have an acceptable balance sheet?”) to the more recent socio-cultural ones (i. e. “Does this customer have an effective diversity program?” “Has this customer expressed a commitment to environmentally sustainable business practices?”). A compromised sales pipeline resulting from an impaired customer vetting process may diminish economic returns, reduce profitability, and erode market share. Does repairing customer intake processes by rescinding or reducing extant customer acceptance thresholds enhance firm performance? In this paper, an onboarding process simulation is used to isolate the effect of changes in established acceptance thresholds on customer’s likelihood of success. When only One Class (“Successful” or “Performing”) customers are available, One-Class algorithms can be used for resolving the matter. Results show that there exists a tradeoff between reductions in customer thresholds and the firm’s commitment to ensuring customer success.
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评估客户入职过程中瓶颈的影响
客户入职流程已经变得不正常,特别是在数量增加、复杂性增加,以及监管机构和法律执行机构监督公司实践的竞争需求方面。筛选潜在客户的考虑因素有很多,从传统的财务考虑因素(即“该客户是否有可接受的资产负债表?”)到最近的社会文化考虑因素(即“该客户是否有有效的多元化计划?”)“这位客户是否表示过对环境可持续发展的商业实践的承诺?”)。由于客户审查过程受损而导致的销售渠道受损可能会减少经济回报,降低盈利能力,并侵蚀市场份额。通过取消或降低现有的客户接受门槛来修复客户吸收流程是否能提高公司绩效?在本文中,一个入职过程模拟被用来隔离在建立的接受阈值的变化对客户成功的可能性的影响。当只有一个类(“成功”或“执行”)客户可用时,可以使用One-Class算法来解决问题。结果表明,在降低客户门槛和公司承诺确保客户成功之间存在权衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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