Formative vs. reflective measures: Facets of variation

Research that treats observed measures of a business construct as a function of a latent true score plus random error is making two strong assumptions. The first, the assumed direction of causality, has generated the burgeoning formative measurement literature to which Cadogan and Lee (2013) contribute. The second is overlooked. Classical test theory assumes there is only one legitimate source of variance. Academics validating measures of business constructs invariably assume that this source is their respondents, who can be managers, employees, or customers, depending on the context (i.e. business discipline). The invoked causality accounts for covariance at the respondent level, ignoring whether it also applies to other sources of variance—such facets as brands, companies, departments, locations, service providers or work groups. Researchers need to be clear about a business construct's conceptual domain, about the sources of variance that are focal to the theoretical relationships being investigated, and whether the construct's relationship with its indicators is formative or reflective for each facet.     

Questions about formative measurement

A growing body of literature addresses the issue of formative measurement. However, questions remain regarding the nature of formative measures, their properties, and their usefulness, especially in the context of theory testing and structural equations modeling. This paper poses an incomplete list of questions and suggests possible answers to them, and concludes that the use of formative measurement remains problematic in theory testing research.     

Advancing formative measurement models

Formative measurement models were first introduced in the literature more than forty years ago and the discussion about their methodological contribution has been increasing since the 1990s. However, the use of formative indicators for construct measurement in empirical studies is still scarce. This paper seeks to encourage the thoughtful application of formative models by (a) highlighting the potential consequences of measurement model misspecification, and (b) providing a state-of-the art review of key issues in the formative measurement literature. For the former purpose, this paper summarizes findings of empirical studies investigating the effects of measurement misspecification. For the latter purpose, the article merges contributions in the psychology, management, and marketing literatures to examine a variety of issues concerning the conceptualization, estimation, and validation of formative measurement models. Finally, the article offers some suggestions for future research on formative measurement.     

The quality of market-oriented behaviors: Formative index construction

Current measures of market orientation do not systematically capture the quality of market-oriented behaviors [MOBs] (Jaworski BJ, Kohli AK. Market orientation: review, refinement, roadmap. Journal of Market Focused Management 1996;1[2]:119-135). In a bid to address this issue, the authors develop formative indices of the key factors underlying market-oriented behavior quality, and empirically validate the indices using survey data from a sample of 253 marketing managers. Findings suggest that optimal market-oriented behavior involves many distinct activities, such as speed and formalization of information generation, dissemination and response, quantity of information generated, comprehensive information dissemination, and extent of information use, to name a few. For researchers, the findings expand the platform from which to generate fresh understanding of MOBs' antecedents and consequences. The indices also have diagnostic capabilities which can help managers understand how to improve the quality of market orientation within the firm.     

Reflective and formative metrics of relationship value: Response to Baxter's commentary essay

This article responds to some of the issues Baxter [Baxter R., Reflective and formative metrics of relationship value: a commentary essay. Journal of Business Research; 62: 2009.] raises in his recent commentary essay on the special issue of Journal of Business Research (61/12”) on formative indicators. This response shows that poor construct definitions underlie the apparent formative versus reflective controversy and that sound model specifications rest on sound conceptual definitions of the focal construct.     

Reflective and formative metrics of relationship value: A commentary essay

The Journal of Business Research special issue (61/12) covers controversy about formative versus reflective model specification. This essay comments on that special issue and illustrates specific points relating to the controversy by discussing recent studies of business-to-business relationship value, comparing their differing specifications, and noting that the variations of specification result from quite distinct conceptualizations. The essay makes the more substantive conclusion that the differences in conceptualization result from more than one underlying streams of research and that each stream is conceptually quite distinct and needs to follow its own direction for future research. The specific case of relationship value illustrates the broad necessity for researchers to consider in-depth how they conceptualize models. Other research areas have distinct research streams that lie behind different conceptualizations and specifications that researchers must nurture explicitly if useful ontology is to develop effectively.     

Comment on “Improper use of endogenous formative variables”

Cadogan and Lee's point can be made simpler by referring to the basic math underlying these relationships. The larger problem with this paper, as with the bulk of the formative measurement literature, is a failure of imagination, which is holding back progress in a variety of fields.     

Definition and psychometric validation of a measurement index common to website and store images

To mesh together their channels and better handle their multichannel management, retailers must better evaluate and coordinate their various channels. They need more precise and more complete measurement instruments to compare the channels in terms of characteristics perceived by their customers. Using the procedure specific to formative variables, this research results in a particularly comprehensive measurement index that culls 10 channel image dimensions (offering, price, layout, accessibility, promotions, customer service, advice, reputation, institution, connections with other channels) from the 40 strictly identical items for the website and the stores. Various qualitative and quantitative surveys examine across several samples of customers of a major French multichannel retailer, including one sample of 1,478 respondents. This study delineates the scope of website and store images and defines reliable scales for evaluating each image dimension of the channels, including those totally missing from the literature. This measurement tool harnesses website and store characteristics that are very operational and easily actionable. This study demonstrates that a website can be described and analyzed along the same lines as a store, and shows the relevance of incorporating connections with other channels, particularly into the scope of website image.     

The effects of entrepreneurial orientation, market orientation, and marketing subunit influence on firm performance

The study investigates how an organization’s entrepreneurial orientation moderates the interplay between market orientation and marketing subunit influence on firm performance. The hypothesized model predicts that the positive interaction between market orientation and marketing subunit influence has a weaker effect on firm performance under conditions of high entrepreneurial orientation. The regression and supplementary analyses provide support for most predictions and, most importantly, for a negative three-way interaction effect: At higher levels of entrepreneurial orientation, the positive moderating effect of marketing subunit influence on the market orientation–business performance relationship is reduced. The authors discuss the managerial and theoretical implications of their findings and provide a number of directions for further research.

Network development in international project marketing and the impact of external facilitation

This article reports on an experiment in external facilitation of international project marketing activity. The case involved a large, World Bank funded project in China aimed at upgrading grain storage and handling facilities. An organization was established in Australia to bring together and support efforts by Australian firms to win a share of this project. Network-building, at a number of levels both in China and Australia, emerged from the qualitative study as a critical factor in effective project marketing. External facilitation played a positive role in the network-building process.     

Market orientation in the context of SMEs: A conceptual framework

A number of studies in the marketing literature have examined the construct of market orientation (MO). These studies generally show a positive link between MO and organizational performance. This paper examines MO specifically in the context of small and medium sized enterprises (SMEs). An in-depth review of the extant literature is used to develop a conceptual framework by exploring the major antecedents of MO, the MO–Performance relationship, and the key mediators and environmental moderators of this relationship. This paper also examines several studies on SMEs with respect to various aspects of this framework and offers suggestions for future research in order to understand more thoroughly how MO influences SME performance.     

New entrepreneurial ventures in a globalized world: The role of market orientation

The present study examines the performance consequences of a market orientation for new entrepreneurial ventures in a globalized world. We show that market orientation indeed positively impacts the performance of new entrepreneurial ventures, regardless of their geographical setting. While market orientation turns out to be a general success factor in a globalized world, the strength of the performance relationship however is contingent to the national culture as one major differentiator between geographical settings. The effect turns out to be stronger in collectivist and high uncertainty avoidance cultures. Findings are derived based on large samples with German and Thai new entrepreneurial ventures. Partial least square is applied as the method of analysis.

Triad lessons: Generalizing results on high performance firms in five business-to-business markets

Significant differences are known to exist among organizations operating in different countries due to different national and organizational cultures, strategic orientations, and management styles. Less clear, however, is whether there are significant patterns of differences in how marketing-related factors drive performance in the most successful firms regardless of country. Building on a previous study of major Japanese firms [Deshpandé et al., 1993. Journal of Marketing 57, 22–27], an exploratory study compared samples of business-to-business relationships of Japanese, English, French, German, and US companies. We found the expected significant differences in organizational cultures, but found no country-specific slopes or intercepts in regressions relating factors such as innovativeness, organizational climate and culture, and market orientation to business performance. Successful firms appear to transcend differences in national culture and develop a common pattern of drivers of success which include primary focus on organizational innovativeness, a participative work climate, and an externally oriented organizational culture.     

The overestimated role of strategic orientations for international performance in smaller firms

This article examines how market orientation (MO) and entrepreneurial orientation (EO) relate to international performance in small firms. Empirically, the article draws on survey data from 188 Swedish SMEs. Results show that strategic orientations have a very limited influence on international performance in these firms. Proactiveness and, to some extent, a market orientation proved positively associated with international performance, while innovativeness and risk taking show no such relationship. Our findings highlight the problems associated with using “traditional” MO and EO constructs in an SME setting and point to the need of developing more appropriate constructs tailored to this context. We also note that the MO construct was developed from a “causal view” of marketing, while successful small international firms rely more on effectuation logic. The article also contributes to the debate between the two dominant perspectives that address firms’ early internationalization processes: the process theory of internationalization and the international new venture perspective, where our results are in favor of the latter.

The impact of internal,external, and competitor factors on marketing strategy performance

ABSTRACT

Strategy formulation is commonly understood as the match between a firm’s internal resources and skills and its external environment. Marketing strategy performance is the function of a dynamic, interactive process incorporating internal firm resources, external environmental factors, and competitive actions. The study aims to assess the impact of competitor actions on marketing strategy performance. We develop a model that accommodates the effects of 29 variables (comprising internal marketing strategy variables, external environmental factors and competitors’ marketing mix variables) on business performance. We empirically test the model using simultaneous equation modelling of time-series data on UK car manufacturers collected from publically available resources and annual reports. The results show that external factors, in particular competitors’ marketing mix elements, have a greater influence on a company’s business performance than internal (marketing and non-marketing) strategy variables. Implications for marketing theory and management are discussed.     

Global marketing strategy modeling of high tech products

This study considers the role of global marketing strategy and its relation to market orientation, international experience, and performance in the high tech products context. Knowledge of this important domain of global marketing strategy and performance remains limited. In this respect, the study raises a number of important questions concerning how market orientation, international experience and global marketing strategy impact performance. The study empirically tests predictions of relationships by using mail survey data from 172 business units of high tech firms. Findings from the research sample support the argument that market orientation, international experience, and global marketing strategy are the key antecedents of organizational performance. Market orientation and international experience influence global marketing. The article concludes with theoretical and managerial implications of the research findings.     

The effects of market orientation on subsidiary performance: Empirical evidence from MNCs in Turkey

Much scholarly work has been devoted to studying the performance implications of market orientation. This study examines the direct and indirect effects of market orientation on financial performance of the subsidiaries of MNCs located in Turkey. The findings indicate that a market orientation affects financial performance of MNC subsidiaries that operate in diverse and complex economic, cultural, and political environments of the Middle East. Moreover, authors demonstrate that the customer-related mechanisms (customer satisfaction and retention) mediate the market orientation–performance relationship. The paper also discusses the theoretical and practical implications of study findings.     

Crafting customer insight: What we can learn from the revival of the vinyl record

The recent resurgence of the vinyl record and the proliferation of so-called craft and artisanal products offer unique opportunities to observe ongoing shifts in the contemporary consumer’s values and attitudes. In this article, we explore such thought-provoking market developments and their implications by contrasting them with the conventional understanding of markets and consumers. This understanding can lead to marketing myopia as it works from the utility-oriented assumption that what ultimately matters for both the company and the customer is cost efficiency and convenience. Against this backdrop, in this article, we discuss how market developments representing the contemporary consumer’s mindset prove valuable in creating customer insight that highlights aspects often obscured by an exaggerated focus on cost efficiency and convenience. We provide an alternative approach to evaluating markets and consumers that encourages companies to build their customer-centric market strategies around questions of context, authenticity, story, and resonance. This will help them narrow the gap between their market offerings and the actual wants and needs of their customer, and consequently allow them to revitalize their market.     

When marketing and innovation interact: The case of born-global firms

Previous research on born-global firms (BGs) has emphasized their strong dependency on establishing a competitive positioning from the early days of their existence. While many researchers emphasized BGs’ innovativeness as a driver of their competitiveness, the capabilities underlying BGs’ innovativeness are still under-researched, specifically, marketing, and innovation-related capabilities. Based on a preliminary stage of in-depth interviews with senior managers, we identified three capabilities, market intelligence generation, marketing adaptability, and team cohesion, that underscore the interaction between innovation and marketing. We then performed a SEM analysis based on data collected from 127 BGs. Our findings indicate that marketing intelligence and team cohesion directly and positively impact BGs’ innovativeness. Marketing adaptability was found to be moderated by environmental conditions—economic development and technological development. When economic development is high, salesforce adaptability enhances BGs’ innovativeness, while product adaptability or communication adaptability decreases BGs’ innovativeness. When technological development is high, product adaptability enhances BGs’ innovativeness, while salesforce adaptability decreases BGs’ innovativeness.