Levels of analysis and sources of data in sales research: a multilevel-multisource review

Sales researchers are increasingly adopting a multilevel-multisource (MLMS) approach to answer many key questions involving sales managers, salespeople and customers. MLMS research involves the acquisition and analysis of data collected from two or more sources pertaining to multiple hierarchical levels and presents a number of opportunities and challenges for sales researchers to consider. The authors highlight the benefits and the drawbacks of MLMS research and describe various approaches for implementing an MLMS collection and analysis. Additionally, a review of the MLMS studies conducted in the sales domain is provided which summarizes and delineates relationships tested in the extant literature. Based on this review, the authors advance a number of underdeveloped areas of research where MLMS approaches can be applied to further the understanding of the dynamic conditions that typify sales research.     

Creating research collaboration among the global community of sales scholars: key takeaways from the 2013 AMA faculty consortium

Within the contemporary business milieu, the discipline of selling and sales management has taken on a more prominent role in recent years. Myriad factors have contributed to the rise of interest in sales including globalization, technology, more sophisticated analytical approaches and new opportunities for co-creation of value between organizations and their customers. Over the past three decades, seven faculty consortia in sales have served as milestones to document the progress of the field, particularly the evolution of academic research. This article provides key takeaways from the most recent American Marketing Association (AMA) Faculty Consortium in Selling and Sales Management, which had the overarching goal of fostering new opportunities for building intercontinental research teams to effectively address the substantive issues for the future of the field.     

The sales manager as a unit of analysis: a review and directions for future research

This article analyzes empirical research in which the sales manager is the unit of analysis to determine what knowledge has been generated by sales scholars about sales managers and sales management practice. It examines what we have learned from sales managers about their jobs and themselves with particular emphasis on the managerial relevance of the work. While the sales literature is vast and despite the importance of sales managers being widely recognized and accepted, an extensive search of the sales literature identified only 163 articles in which the sales manager was the focus of empirical research about what they do. To help better understand what has been discovered, these articles are examined and categorized according to the main focus of each article's research. The results show that with respect to sales managers, our knowledge is limited and substantial opportunities exist for additional research to expand our understanding of the nature, roles, and impact of sales managers as well as providing usable advice for the practice of sales management.     

Macro sales force research

The call for more macro sales force research where the sales force as a whole is the unit of analysis, which was raised in “The Strategic Role of the Sales Force,” is revisited in this article. Technology, consolidation, government policies, the evolution of organizational strategy are dramatically changing the role of the sales force and the daily lives of salespeople. Yet, it is estimated that no more than 5%, and probably less, of sales and sales management research examines these developments. To shine a light on this, a case study of a health-care company that has changed its strategic focus from a product to a solutions provider is presented. Changes in the role of the sales force are examined within the five sales force capabilities identified in the “The Strategic Role” article. Research questions are raised about sales force capabilities.     

Improving online panel data usage in sales research

The exponential expansion of the Internet has fundamentally altered the nature of personal selling and sales management. The Internet has also created significant change for sales researchers and proffered a bevy of new means of conducting research. Online panel data collection is one such means that has recently proliferated. Online panel data collection imbues a host of advantages sales researchers may reap. However, there are a proportionate number of disadvantages and concerns with collecting and using this type of data. This article delineates said benefits and drawbacks and also provides a review of recent sales-related examples employing this method of data collection. Furthermore, key considerations in utilizing online panel data are advanced. Importantly, several ways to maximize the benefits and minimize the drawbacks inherent to online panel data are provided. This article aims to provide a resource for sales scholars in optimizing their usage of online panel data.     

Broadening the application of mixed methods in sales research

Mixed method research designs can be extremely useful in extending knowledge in the sales domain. A bevy of mixed method designs are at the disposal of sales researchers seeking to reap the benefits of this combination of research approaches. However, application of mixed methods in sales research has been rather limited, focusing primarily on exploratory sequential designs. The purpose of this article is to provide an exposition of mixed method research in the sales domain and offer avenues of extension that employ underutilized mixed methodological approaches. Accordingly, a definition of mixed methods along with its benefits and drawbacks is espoused followed by guidance in conducting mixed method research. A review of sales-related mixed method studies is then provided and articles containing both quantitative and qualitative methods are analyzed to glean insight on the state of mixed methods research in sales. Future avenues for mixed method research are then provided focusing on best practices and techniques that have yet to be embraced by sales researchers. This article aims to be a resource for sales scholars in expanding the mixed method research paradigm.     

Qualitative sales research: an exposition of grounded theory

The dominant research paradigm in sales research involves testing theory through empirical research. Nascent or underdeveloped research areas, however, may lack or have inadequate existing theories to explain sales-related phenomena. In these cases, sales researchers require a theory-generating methodological approach. Qualitative research designs are useful in this pursuit. The purpose of this article is to provide an exposition of one such qualitative research design – grounded theory. To this end, the foundational processes of grounded theory methodology are discussed. The results of a review of grounded theory examinations conducted in sales research are also provided, and current practices utilized by sales grounded theorists are discussed. Based on this review, future directions in substantive areas and methodological practices are provided. This article aims to serve as a resource for sales scholars wishing to know what grounded theory examinations have been conducted, how to implement grounded theory research and what avenues are available for future grounded theory sales research.     

Meta-analyses in sales research

Meta-analytic inquiries enable researchers to synthesize empirical findings obtained over the evolution of a topic area and identify boundary conditions affecting the associations of key variables. Sales researchers can employ meta-analytic techniques to amalgamate empirical work conducted in a given topic area, and several sales researchers have effectively used meta-analyses to advance our understanding of the field. This article provides an exposition of this research design by analyzing its application in sales research. The authors review the meta-analytic studies in sales research and advance key considerations in topical foci, article selection, data coding and evaluation, and analytic approaches. An empirical example is provided to illustrate the power of meta-analysis in substantiating or refuting findings that diverge from accumulated insight in sales research. Results provide support for a positive effort–job satisfaction association in contrast to findings evidencing a negative association between these variables. A second empirical example is used to evaluate the nomological and discriminant validity of two related constructs: job involvement and organizational commitment. Results suggest that these two constructs may be empirically redundant. The authors also provide guidance for the future in regard to new substantive research areas, construct assessment, and additional types of meta-analytic approaches.     

Nonlinear analyses in sales research: theoretical bases and analytical considerations for polynomial models

Despite theoretical bases that may support nonlinear relationships, there is a relative paucity of studies testing these effects in organisational and behavioural research. Theories hypothesising linear associations among variables in sales research found to have low predictive validity are prime candidates for re-conceptualisation with theories predicting nonlinear relationships. In the sales domain, while nonlinear-oriented theories have been advanced and many nonlinear associations have been explored, myriad additional variables may possess theoretically-based nonlinear relationships with key sales-related outcomes. Further, nonlinear integration can be useful in improving linear analyses involving moderation. The purpose of this article is to expound upon and promote the utilisation of theoretically-driven nonlinear analyses in sales research. In this pursuit, the article delineates the rationale for nonlinear examinations and provides an extensive review of nonlinear research conducted in the extant sales literature. Based on this review, theoretical bases used to support nonlinear hypotheses are advanced and types of polynomial tests are identified. Additionally, guidelines in conducting and interpreting main effect and moderated polynomial analyses are provided along with future research opportunities for nonlinear analyses in sales research.     

An assessment of needed sales management skills

The skills required of sales managers are vitally important to the success of the firm's selling effort; however, there has not been a recent review that identifies these needed skills. Based on a survey of sales executives from 145 companies, this research develops a taxonomy of key sales management skills. The perceived importance of these skills is reported based on the level of management, gender and the performance level of the firm. In addition to identifying the relative importance of the various sales management skills, they were found to group into three conceptual dimensions relating to interpersonal, technical and strategic skills. The results also indicate that significant differences in the perceived level of skill importance exist based on level of management, years managing salespeople, gender and on three dimensions of the respondent's firm performance.     

Trends in optimization models of sales force management

In the last half-century, significant advances have been made in directing sales force behavior with the use of optimization and decision models. The present paper both presents the current state-of-the art in sales force decision modeling, and also discusses key issues and trends in contemporary modeling of relevance to sales force researchers. The paper begins by exploring critical concepts regarding the estimation of the sales response function, and then discusses critical problems of endogeneity, heterogeneity, and temporal variation that are faced by modelers in this task. Modern approaches to dealing with these issues are presented. We then discuss areas of importance concerning finding model solutions, including closed form versus simulation, and optimization versus heuristic solutions. The paper next moves to areas of practical importance where models can help, including call planning, sales force size, territory allocation, and compensation design. Finally, we discuss trends that will likely impact on sales force modeling in coming years, including the use of big data and data mining, the possible breakdown of rationality, the rise of the Internet and social media, and the potential of agent-based modeling.     

Hybrid sales structures in the age of e-commerce

Sales organizations continue to exhibit meaningful changes in their structures during the e-commerce era. This article examines the impact of Internet technology on the evolution of sales organizations and identifies key components underpinning a successful hybrid sales structure. A comprehensive review of sales organization studies leads to the derivation of a hybrid sales structure model, as well as a series of key recommendations pertaining to the organization and sales performance. These findings establish a platform for further research into the hybrid sales structure. The transition from a reliance on traditional, outside sales forces to a concomitant use of inside sales personnel produces hybrid sales structures that can accommodate online buyer–seller interactions and also leverage technological advances in sales automation and business intelligence to boost sales performance.     

Towards international comparative research on the professionalisation of Religious Education

This article calls for international comparative research on the professionalisation of Religious Education (RE). To this end, it provides a rationale for focusing upon the concept of professionalisation and a theoretical justification for international comparative research, particularly identifying its significance in terms of the development of RE in England and Germany. The article outlines a methodology for exploring the concepts of professional knowledge, professional self-organisation and politics and professional development. The proposed methodology involves a systematic analysis of primary documentary sources including: (1) academic and professional journal articles and textbooks; (2) the archives of relevant institutions and organisations; and (3) external evidence, such as inspection and research reports. An analytical case study of two leading journals in each national context, Religion in Education in England and Der Evangelische Erzieher in Germany, in the immediate post-war era is appended to illustrate the benefits of implementing such a methodology across national boundaries.     

Familiarity breeds contempt: perceived service and sales complacency in business-to-business relationships

Relationship marketing and its strategic focus on long-term exchanges is an engrained practice in today’s business-to-business (B2B) environment. B2B relationships are important given the reciprocating benefits they offer to offset the resource-intensive investments necessary for relationship initiation and maintenance. However, the reality of the marketplace shows customer defection rates remain a concern, dark side relationship mechanisms emerge as exchanges persist, and suppliers shirk on investing the effort necessary to service their customers. Research is needed to better understand customer defections and the nuanced assessment of perceived supplier complacency in B2B service relationships. To inform this research agenda, the authors assess depth interviews with 56 executive participants across 35 post-mortem customer defection cases. Findings identify thematic representations of perceived supplier complacency within the customer-supplier service provision (i.e. service complacency), as well as during the sales renewal process (i.e. sales complacency).