Complexity of sales situation and sales lead performance: An empirical study in business-to-business company

Close collaboration in business-to-business relationships has been an interest of both researchers and managers; however, companies are often struggling to obtain the benefits of close collaboration with their customers. Our study examines the complexity of the sales situation from three perspectives 1) relational complexity, 2) complexity of internal sales tasks, and 3) vendor's cross-business unit collaboration, and its effect on the sales lead performance in a business-to-business context. We adopted a mixed methods approach; our data consists of interviews with sales personnel and a Customer Relationship Management (CRM) system data of 4000 sales leads from a large IT company that sells integrated solutions. Sales leads are classified into three categories: win, lost, and canceled. Based on multinomial logistic regression analysis, the results show that close collaboration with customers increases the probability of sales leads to be canceled. Our findings suggest that the selling approach focusing on close collaboration with the customers may not be a method to increase hit rates, due to possible high amount of canceled sales leads. This should be considered when salespeople's performance is measured in highly collaborative business-to-business environment. We conclude our paper with managerial and theoretical implications, and avenues for the further research.     

The role of sales representatives in cross-cultural business-to-business relationships

This study responds to the call for the “internationalization of sales research” by collecting data from 160 international buyers spanning 33 countries and regions. Based on survey data, archival sales records and cultural-distance indices, this research examines the performance-enhancing effect of sales rep-owned commitment as well as its antecedents under varying degrees of cultural distance. Our results show a strong and direct impact of rep-owned commitment, independent of the effect of firm-owned commitment, on enhancing performance indicators including sales volume, importers' purchase share, and importers' future purchase intentions. Moreover, we find two important antecedents to rep-owned commitment: benevolence trust and capability trust. Interestingly, cultural distance moderates the effects of benevolence and capability trust on rep-owned commitment: the larger the cultural distance, the stronger the effect of benevolence trust but the weaker the effect of capability trust. We conclude with theoretical and managerial implications to international marketing research and practice.     

Search algorithm,repetitive information,and sales on online platforms

A prominent feature of online sales is that buyers rely on the search tools offered by platforms to process information when searching for products. We develop a model that captures how the search algorithm affects buyers’ search processes, which further influences market equilibrium and welfare. If a platform adopts a highly unequal search algorithm, buyers are likely to obtain repetitive information about a small group of sellers, which causes buyers to consider fewer options and suppresses competition. By using data from food delivery platforms, we provide empirical evidence that markets with less equal distributions of store rankings in search results have higher average prices and more concentrated sales. We suggest that regulators should restrict search algorithms from showing repetitive information.     

Non-linear relationship between industrial service offering and sales growth: The moderating role of network capabilities

In an effort to approach the mixed findings regarding the relationship between a firm's industrial service offering and its performance, this study analyzes the impact of the industrial service offering on sales growth and the moderating role of network capabilities. The proposed research model is tested based on data from 91 Finnish manufacturing firms. Our results demonstrate a non-linear effect of the service offering on sales growth. We also find that network capabilities enhance the effect of the service offering on sales growth. For managers of manufacturing firms, the results imply that the active development of a comprehensive service offering should be implemented in conjunction with the development of organizational capabilities, such as network capabilities, to create value and promote improved performance.     

Do supplier perceptions of buyer fairness lead to supplier sales growth?

Despite the growing number of studies focusing on fairness perceptions in buyer–supplier relationships, the pertinent literature mostly focuses on understanding the buyers' perceptions of fairness. In this study, we argue that sellers' perceptions of the fairness of the buyer are equally important but often overlooked. Moreover, existing research fails to provide empirical evidence for examining the long-term effects of fairness on sales growth. We address these gaps by reporting the results of a longitudinal study based on both primary data collected from automotive suppliers in 2009, and objective sales data for these suppliers from an automotive manufacturer over a three-year period after 2009. We employ a latent growth curve model, which reveals that only interactional and distributive fairness have a positive and significant effect on both trust and commitment. Our analysis further reveals that the positive effect of trust and commitment on sales growth is smaller as the supplier's level of dependency on the car manufacturer increases. When the buyer's perception of dependence is considered, these effects are reversed. Several managerial implications of these findings are provided.     

Fostering B2B sales with customer big data analytics

This study focuses on the use of big data analytics in managing B2B customer relationships and examines the effects of big data analytics on customer relationship performance and sales growth using a multi-industry dataset from 417 B2B firms. The study also examines whether analytics culture within a firm moderates these effects. The study finds that the use of customer big data significantly fosters sales growth (i.e. monetary performance outcomes) and enhances the customer relationship performance (non-monetary performance outcomes). However, the latter effect is stronger for firms which have an analytics culture which supports marketing analytics, whereas the former effect remains unchanged regardless of the analytics culture. The study empirically confirms that customer big data analytics improves customer relationship performance and sales growth in B2B firms.     

Why are you really losing sales opportunities? A buyers' perspective on the determinants of key account sales failures

Key account sales are important for business organizations. Understanding why some of these sales proposals fail from the buyer's perspective has organization-wide implications for improving firm performance. Extant literature lacks a clear understanding of the process-based determinants of sales failure within a key account context. Another problem with this research stream is its reliance on data from the salesperson, sales manager, and/or selling firm, which can introduce attribution biases. Our research overcomes sales failure attribution biases by collecting data from the industrial buying center's perspective. Thirty-five semi-structured interview cases were conducted with buying decision makers following failed key account sales proposals. The result of this inquiry is a model which outlines the determinants of sales failures. We identify three common drivers of sales failure: adaptability, relationship-potential, and cost considerations. Results indicate that these established constructs are more complex than previously specified, each having multiple attributes as defined by key account buyers.     

基于Stacking模型融合的店铺销量预测

为了实现企业产品销量预估,提高生产供应的准确性与效率,提出了基于Stacking模型的融合算法进行销量预测。算法设计了两层堆叠的模型结构,初级学习器采用随机森林、支持向量回归、差分整合移动平均自回归、轻量级梯度提升机器和门控循环单元5种单模型,将分类与回归树作为次级学习器构成Stacking融合模型,并对数据进行了预测。预测结果显示,使用Stacking模型融合后得到了较好的预测结果,比单模型中效果最好的模型的均方根误差更小,平均绝对误差更小,决定系数值更大,表明Stacking融合模型的预测准确率更高。所设计模型可用于对企业店铺的产品销量进行预测,帮助企业更好地安排生产、营销活动,为减少库存、缩短生产销售周期提供数据支持,对企业生产决策有一定的参考价值。     

Adoption of digital sales force automation tools in supply chain: Customers' acceptance of sales configurators

Digitalization changes both buying processes and sales processes and, consequently, the dynamics and division of work between buyers and suppliers in the supply chain. This has major implications for industrial marketing and supply chain management. In this study, we analyze the impact of sales configurators, which are used to create valid configurations of market offerings that fulfill customer requirements. The usefulness of sales configurators can be investigated from both the sellers' and buyers' perspectives. In this research, we focus on the latter, and we specifically investigate the antecedents of customers' acceptance of sales configurators in a supply chain. In our analysis, we concentrate on system-level antecedents, which have been neglected by the existing literature. Our research yields better knowledge of how digital sales technologies can be used by customers for improved effectiveness and perceived value. The results demonstrate that ease of use and system adaptability contribute strongly to the perceived effectiveness, and eventually to the perceived usefulness, of sales configurators. Yet, surprisingly, perceived enjoyment is identified as having the most significant effect on perceived usefulness.     

Advancing social media driven sales research: Establishing conceptual foundations for B-to-B social selling

Business markets are facing major changes due to an increasing digitalization trend and consequent changes in buying behaviors. Practitioners and academics alike have started to emphasize social selling as a novel way to tackle these emerging opportunities and challenges at the sales force level. Since research in this area remains embryonic and fragmented, we adopt a discovery-oriented research approach and conceptualize social selling and its key facets based on a systematic literature review and a field study involving thought leading social selling professionals. The findings indicate a need to extend the research focus from social media usage into a concept which comprehends social selling as a broader application of digital marketing principles at the individual salesperson level. Social selling leverages social and digital channels for understanding, connecting with, and engaging influencers, prospects and existing customers at relevant customer purchasing journey touchpoints for building valuable business relationships. We relate the construct to other close selling approaches and explicate its organizational strategy components as well as performance outcomes. The findings advance current understanding of the role of sales in contemporary business markets and have implications for sales and marketing theory and practice.     

电子商务网站在线评论对手机销量影响的实证研究

采用数据抓取方法获取京东商城在线评论数据,使用SPSS软件对数据进行多元回归,通过评论数量、负面评论、评论长度和评论时效性4个维度,研究了在线评论对电子商务网站产品销量的影响,并按照品牌的热门程度将产品分类,进一步分析了品牌对负面评论和评论时效性是否具有调节作用。研究发现,评论长度、评论时效性对销量具有显著的正向影响,而评论数量、负面评论和产品价格对销量具有显著的负向影响。在品牌的调节作用下,评论时效性的影响力减弱,而负面评论对销量的影响则增强。根据研究结果,提出改善电子商务网站在线评论机制的针对性建议。     

New product adoption and sales performance from the importer perspective

From an international business setting, this paper investigates how importers determine new product adoptions and how exporters diffuse new products to offshore markets through importers. Using the technology–environment–organization framework, we examine the effect of innovative characteristics of selected new products, importer-specific organizational capability, and exporter-specific environmental factors, on the adoption of new products by importers. Our sample included 585 new products from 152 local import firms nested in 34 foreign export firms. The results indicate that product meaningfulness, product superiority, and customer familiarity facilitate importer success in new product adoption. Importer host-market experience enhances new product adoption and moderates the relationship between adoption and sales performance. Exporter influence of market reputation in the host market and product-innovation capability is beneficial in promoting new products for enhanced sales performance. Instead of a single focus on new product adoption, we used a cross-level model to test the factors that foster new product adoption by importers.     

The impact of innovation intensity,scope, and spillovers on sales growth in Chinese firms

We investigate the relationship between innovation and sales growth of firms in China. Innovation theories suggest firms create the technological knowledge needed to have market impact with their products and drive sales growth in different ways. These include: (1) through firms’ overall innovation intensity, (2) through decisions on innovation scope (depth vs. diversity), and (3) through knowledge spillovers from technological neighbors. Little research exists on how effective these approaches are for emerging market firms in pursuit of growth. To address this, we integrate and test the effects of these different knowledge creation mechanisms using data from Chinese firms over a five-year period. Findings show that innovation intensity and knowledge spillovers positively impact sales growth. We also develop and test a model capturing the non-linear impact of innovation scope. As predicted, we find a U-shaped relationship for depth of innovation and an inverted U-shaped relationship for diversity of innovation.     

Creating value in business relationships: The role of sales

Understanding the creation of value in business relationships has been a long-standing goal of researchers and managers alike. By adopting a relational perspective, recent research on business relationships has made much progress in understanding value-creating processes. As the sales function is thought to be a pivotal part of the value-creating processes in business relationships, the evolving view on creating relationship value clearly has implications for our understanding of the role of sales in these processes. In contrast to its importance, the question of how the sales function contributes to creating value in business relationships has been largely neglected in extant literature. The objective of our paper is to answer this question by systematically linking the relational value creating process to the sales function's content. Interpreting value creation as interaction process, we identify four features of value-creating processes in business relationships suggested in recent research (i.e., jointness, balanced initiative, interacted value, and socio-cognitive construction) and, based on these, outline a framework that is used to define a set of tasks that are key to creating value in business relationships and hence become critical for sales in its hitherto neglected role as co-creator of relationship value. We illustrate the various tasks of this new role of sales with data from 43 interviews with sales managers and salespeople. Along with related normative recommendations in extant literature, the interviews provide support for the validity and relevance of our framework for understanding the role of sales in creating relationship value. This framework puts forward a much-needed first effort towards a theory of sales' role in creating relationship value and offers several opportunities for future research.     

Industrial sales management: A case for MBO

The system of management by objectives (MBO) is a process whereby the superior and subordinate managers of an organization jointly identify its common goals, define each individual's major area of responsibility in terms of the results expected of him, and use these measures as guides for operating the firm and assessing the contribution of each of its members (Odiorine, 1965; Mali, 1972; Reddin, 1971; and Carroll and Tosi, 1973). Those who manage by objectives place primary emphasis on direction of efforts, and the evaluation of results (Varney, 1972).Etzel and Ivancevich (1974) have indicated several areas in marketing which can benefit from the MBO procedure, including sales management, advertising, market research, new product development, and physical distribution. This article focuses on one of these areas-sales management. The unique characteristics and activities of salesmen and sales managers demand a flexible tool of evaluation; one that can operate within a system that does not permit close “on the job” supervision. The procedures of MBO offer an evaluation blend that is well tailored to this type of situation.This article has three objectives. First, some of the specific problems and needs of industrial sales management are examined. Second, suggested MBO procedures for industrial sales management are outlined. Finally, a discussion on how MBO can operationally deal with the problems and needs of industrial sales management are presented.     

Joint marketing and sales appointment: Uncertainty from intertwining of marketing and sales in one position

The integration of diverging thought worlds of marketing and sales can have many synergistic benefits for industrial firms. However, intertwining marketing and sales in one position introduces coordination costs—costs that have, for the most part, been ignored by the existing B2B literature. The authors argue that appointment announcements of new executives to joint marketing and sales positions (M&S) puts these costs in stark relief, especially relative to new marketing-only (M) or sales-only (S) appointments' announcements. Leveraging event-study methodology and latent instruments, this research examines secondary data on over 800 executive appointment announcements, 436 of which are related to marketing and sales. The authors find that new appointments to joint M&S positions introduce hard to simultaneously balance change across diverging thought worlds that results in uncertainty and hurt firm value. Drawing on structural-contingency framework, this study finds that less formalization of tasks, represented by insider status of an appointee, can mitigate this disruption, by stabilizing structures during change. Furthermore, specialization in B2B marketing technology weakens the negative effect of announcements of joint M&S appointments, because such positions lean heavily towards sales and thus require less coordination between the two functions. However, specialization with respect to industry environment, represented by market concentration, exacerbates the disruptive effect of appointing new executives to joint M&S positions.     

Consolidating distribution centers can reduce lost sales

In many industries, products are sold out of inventory. When inventory shortages are possible, expected product sales will fall short of expected product demand. We find that this shortfall is proportional to the standard deviation of demand. As we show, this implies that consolidating retailer units – which leads to a lower standard deviation for the aggregate demand – can increase sales.     

Outsourcing the sales process: Hiring a mercenary sales force

In today's highly competitive environment, many firms make the decision to outsource a business process on the well-established idea that it is better to contract for services that are not within the scope of a company's core set of competencies. While outsourcing was once limited to peripheral firm activities such as advertising, firms are expanding the types of functions they outsource. For instance, many firms have begun to outsource their sales force, or at a minimum, have begun to consider ‘renting’ a sales force rather than ‘owning’ their own sales force. Being a recent trend, very little is known about what prompts firms to outsource their sales forces, nor the consequences of doing so. As such, this research explores the factors associated with determining whether a firm should outsource their sales force as well as the value to be had by engaging in such a decision. Most importantly, we offer that beyond the standard cost-based analysis, there are numerous issues that deserve consideration and examination before a firm elects to outsource its sales force.     

Global perspectives of sales enablement: Constituents,services, and goals

Over the past decade there has been rapid growth in sales enablement in the marketplace due to numerous changes affecting the buyer-seller interface. Despite this growth, little is known regarding the magnitude of its presence, what assistance is being offered and to whom, and what metrics are found to be valuable. In an exploratory study, the results from 561 responses across 3 regions of the world (Asia Pacific, Europe, and North America) suggest that several significant differences exist as it pertains to sales enablement. Findings indicate that salespeople and account managers are the primary focus of sales enablement initiatives, but significantly different stakeholders also exist across the regions of the world. Moreover, the specific services offered by sales enablement (e.g., training, content, tools, processes, onboarding, coaching) are shown to vary widely across the globe. Even productivity goals are not uniform within sales enablement initiatives. This study contributes to the marketing capabilities theory by extending its application into a new paradigm of sales enablement. We summarize the findings and the managerial implications of this global inquiry.