An integrated artificial intelligence framework for knowledge creation and B2B marketing rational decision making for improving firm performance

This study examines the effect of big data powered artificial intelligence on customer knowledge creation, user knowledge creation and external market knowledge creation to better understand its impact on B2B marketing rational decision making to influence firm performance. The theoretical model is grounded in Knowledge Management Theory (KMT) and the primary data was collected from B2B companies functioning in the South African mining industry. Findings point out that big data powered artificial intelligence and the path customer knowledge creation is significant. Secondly, big data powered artificial intelligence and the path user knowledge creation is significant. Thirdly, big data powered artificial intelligence and the path external market knowledge creation is significant. It was observed that customer knowledge creation, user knowledge creation and external market knowledge creation have significant effect on the B2B marketing-rational decision making. Finally, the path B2B marketing rational decision making has a significant effect on firm performance.     

Well Known or Well Liked? The Effects of Corporate Reputation on Firm Value at the Onset of a Corporate Crisis

Research summary : We study how two dimensions of reputation (i.e., generalized favorability and being known) and attribution of crisis responsibility affect firm value at the onset of a crisis. Analyzing 126 corporate crises befalling publicly listed firms in China from 2008 to 2014, we find that generalized favorability serves as a buffer, while being known can be a burden, in influencing firm value. We also find that the buffering effect of generalized favorability is stronger when the attribution of crisis responsibility is low (vs. high). In addition, there is a negative interaction effect between the two dimensions of reputation such that the buffering effect of generalized favorability weakens when firms are better known. We discuss our contributions to research on corporate reputation and crisis management. Managerial summary : Corporate reputation is an intangible asset, especially at the onset of a corporate crisis. This research sheds light on the “double‐edged sword” of corporate reputation by examining the effects of two reputation dimensions (i.e., being liked and being known) on firm value. Our results suggest that well‐liked firms can leverage their generalized favorability among stakeholders to assuage firm value loss, whereas well‐known firms may have to better communicate with stakeholders to overcome the burden of stakeholders' attention that escalates firm value loss. To better cope with the onset of a crisis, firms should therefore enhance their generalized favorability and simultaneously avert stakeholders' excessive attention. In addition, well‐liked firms can further buffer against the loss in firm value by reducing the perceived intentionality of a crisis. Copyright © 2017 John Wiley & Sons, Ltd.     

SMEs and artificial intelligence (AI): Antecedents and consequences of AI-based B2B practices

Development of small and medium enterprises (SMEs) is a key approach to achieving economic growth in the Middle East and successful adoption of technology is vital for SMEs' success and continuity. Artificial intelligence (AI) is part of a new generation of technologies that can facilitate competitive advantage but currently there is a lack of evidence regarding AI applications in relation to B2B SMEs in Middle East countries. Therefore, this study empirically examines antecedents to, and consequences of, successful acceptance of AI practices by B2B SMEs in Saudi Arabia. A conceptual model based on the technology-organisation-environment framework is developed which considers the impact of AI enablers and AI readiness on the acceptance of AI practices, and the impact of this on relational governance, performance, and SMEs' AI-based business customer interaction. The conceptual model was tested using structural equation modelling of survey data collected from B2B SMEs (n = 392). The results showed that, of the AI enablers, acceptance of AI practices was significantly influenced by both technology roadmapping and attitude but not professional expertise. Of the AI readiness variables, acceptance of AI practices was significantly influenced by infrastructure and awareness but not technicality. The acceptance of AI practices was found to significantly affect AI-enabled relational governance and performance, and SME's business customer AI-based interaction. This study provides a broader base for theoretical and practical understanding of issues related to AI practices in SMEs and the B2B sector in general.     

From Corporate Crisis to Turnaround in East Asia: A Study of China Huajing Electronics Group Corporation

In this article, we investigated some of the pre-conditions of crisis faced by technology-focused firms, as a group, in the emerging markets facing globalization and looked at the modalities for turnaround. We applied the “entrepreneurial leadership” model recently proposed by Gupta, Macmillan and Surie (2004) for defining the processes needed for adapting to the globalization-induced crisis. Our context for the globalization-induced crisis was the 1997 East Asian crisis, and we studied how the crisis galvanized a leading Chinese electronics firm—Huajing—to develop and execute a turnaround strategy for recovering from a near bankruptcy state. We discussed how organizational and other factors conjoined to create crisis at Huajing in the midst of globalization and trace the process through which entrepreneurial leadership was implemented. We distil various insights into a prototypical, unified model that underscores the significance of entrepreneurial leadership in developing and applying the different strategic flexibility platforms embedded in the resources and capabilities of the firms and in generating a relationship-anchored market position. The findings suggest that in situations where the crisis occurs at the level of organizational field, firms need turnaround strategies that help strengthen not only their organizational field but also their own value generation capabilities.     

Market Orientation and Innovativeness in Supply Chains: Supplier's Impact on Customer Satisfaction

As today's firms increasingly outsource their noncore activities, they not only have to manage their own resources and capabilities, but they are ever more dependent on the resources and capabilities of supplying firms to respond to customer needs. This paper explicitly examines whether and how firms and suppliers, who are both oriented to the same customer market, enable innovativeness in their supply chains and deliver value to their joint customer. We will call this customer of the focal firm the “end user.” The authors take a resource‐dependence perspective to hypothesize how suppliers' end‐user orientation and innovativeness influence downstream activities at the focal firm and end‐user satisfaction. The resource dependence theory looks typically beyond the boundaries of an individual firm for explaining firm success: firms need to satisfy customer demands to survive and depend on other parties such as their suppliers to achieve customer satisfaction. Accordingly, the research design focuses on three parties along a supply chain: the focal firm, a supplier, and a customer of the focal firm (end user). The results drawn from a survey of 88 matched chains suggest the following. First, customer satisfaction is driven by focal firms' innovativeness. A focal firm's innovativeness depends, on the one hand, on a focal firm's market orientation and, on the other hand, on its suppliers’ innovativeness. Second, no relationship could be established between a focal firm's market orientation and a supplier's end‐user orientation. Market orientation typically has within‐firm effects, while innovativeness has impact beyond the boundaries of the firm. These results suggest that firms create value for their customer through internal market orientation efforts and external suppliers' innovativeness.     

Strategic orientations,marketing proactivity and firm market performance

Guided by strategic orientations, firms must continuously deliver superior value in order to maintain a strong position in the market over the long-term. This study explores how two prominent strategic orientations (i.e., market and technological orientations) influence a firm's marketing proactivity and performance, with marketing proactivity being the key to delivering continuously superior value. Specifically, we examine how the cultural (i.e., a proactive market orientation) and the behavioral (i.e., market pioneering) dimensions of marketing proactivity, and the interaction between them, affects a firm's market performance. A structural equation modeling analysis of survey data from 109 firms shows that a proactive market orientation and market pioneering have a significant positive impact on the sales per employee and the growth rate of a firm. Our findings suggest that market pioneering strengthens the positive relationship between proactive market orientation and sales per employee and growth rate. A firm's technological orientation is positively related to both its proactive market orientation and market pioneering. However, the responsive market orientation of a firm only has a significant positive effect on proactive market orientation, and not on market pioneering. We discuss the theoretical and managerial implications of these findings.     

Payment choice of M&As: Financial crisis and social innovation

The payment choice of mergers and acquisitions (M&As) influences firm performance and facilitates wealth transfer to shareholders and realises synergy through stakeholders' implicit contract. This study examines the choice of payment methods and firm-level characteristics of UK M&As during the financial crisis referring to the business-to-business (B2B) market in a broader sense. Further, conceptualising social innovation as a process-outcome-value construct, this study evaluates the choice of payment methods and firm-level characteristics of M&As through the lens of corporate social responsibility (CSR). The findings suggest that a stock payment method is favoured well over a cash payment method by the acquirers of M&A firms and firms that are pursuing social innovation through CSR activities. The results further document that a volatile market affected by the financial crisis reacts to the financing choice of M&As, making a sizable impact on firms' capital structure, ownership concentration, and asymmetric information. Acquiring firms that opt for stock payment methods register a significant increase in their firm-level characteristics, such as market-to-book-value, deal value, growth, and CARs compared to the cash payment method deals.     

Facilitating artificial intelligence powered supply chain analytics through alliance management during the pandemic crises in the B2B context

The COVID-19 pandemic has disrupted global supply chains and exposed weak links in the chains far beyond what most people have witnessed in their living memory. The scale of disruption affects every nation and industry, and the sudden and dramatic changes in demand and supply that have occurred during the pandemic crisis clearly differentiate its impact from other crises. Using the dynamic capabilities view, we studied alliance management capability (AMC) and artificial intelligence (AI) driven supply chain analytics capability (AI-SCAC) as dynamic capabilities, under the moderating effect of environmental dynamism. We tested our four research hypotheses using survey data collected from the Indian auto components manufacturing industry. For data analysis we used Warp PLS 7.0 (a variance-based structural equation modelling tool). We found that alliance management capability under the mediating effect of artificial intelligence-powered supply chain analytics capability enhances the operational and financial performance of the organization. Moreover, we also observed that the alliance management capability has a significant effect on artificial intelligence-powered supply chain analytics capability under the moderating effect of environmental dynamism. The results of our study provide a nuanced understanding of the dynamic capabilities and the relational view of organization. Finally, we noted the limitations of our study and provide numerous research directions that may help answer some of the questions that arise from our study.     

Do We Have to Get Along to Innovate? The Influence of Multilevel Social Cohesion on New Product and New Service Development

In this study, based on the Comparative Performance Assessment Study survey conducted by the Product Development Management Association, the authors develop and test a model which considers the antecedents and performance outcomes of social cohesion, a seemingly critical organizational factor in new product development (NPD). Using a sample of over 450 innovation and product development professionals from North America, Europe, and Asia, social cohesion is conceptualized and tested across three levels—within team cohesion, between team cohesion, and between firm cohesion. The results of a structural equation model indicate several differences between the antecedents of the varying forms of social cohesion. A post hoc exploration of the difference between goods‐ versus service‐dominant firms provides a clearer picture of cohesion's influence on innovation outcomes. Specifically, within team and between team cohesion are positively associated with new services performance, while for traditional goods‐based NPD, within team, between team, and between firm cohesion all appear to be positively related to performance. The findings suggest that high social cohesion is not always optimal and that managers should focus on specific types or levels of social cohesion as opposed to thinking about social cohesion as a one‐dimensional construct. The findings also suggest that goods‐ and service‐centric firms can use different tactics or strategies to drive social cohesion and, ultimately, new product performance, and that innovation managers may need to allocate resources differently depending on the nature of the market offering being developed. The paper also presents several implications for theory and practice, as well as future research directions related to the various levels of social cohesion and their influence on new product and new service performance.     

Emerging Market Firms' Internationalization: How Do Firms' Inward Activities Affect Their Outward Activities?

Research summary : In this study we examine how an emerging market firm's inward international activities (“inward activities”) are related to its outward international activities (“outward activities”) by focusing on the role of the firm's gain from its inward activities. On the one hand, drawing upon the organizational learning perspective, we propose that a firm's gain from inward activities may facilitate its outward activities through improving its resource fungibility. On the other hand, we draw upon the prospect theory to propose that a firm's gain from inward activities may hinder its outward activities by discouraging the firm's top managers from taking risks that are inherent in outward activities. With detailed data from a sample of manufacturing firms in China, we find empirical support for both lines of arguments . Managerial summary : Are emerging market firms with higher inward gain more likely to engage in outward internationalization activities? We argue that it depends upon how a firm uses its gain from inward activities. If the firm can improve its resource fungibility (particularly organizational resource fungibility) from its inward gain, it is more likely to engage in outward activities. If the firm cannot improve its resource fungiblity, the answer is no. Our findings suggest that for emerging market firms, internationalization is not just a path toward new markets; instead, it reflects how these firms exploit and explore what they have learned from their interactions with foreign firms at home in foreign markets. Therefore, managers must think more strategically on developing (organizational) resource fungibility from their inward activities . Copyright © 2017 John Wiley & Sons, Ltd.     

Supportiveness of Organizational Climate, Market Orientation, and New Product Performance in Chinese Firms

Most knowledge development efforts in new product development have focused on Western economies and companies. However, due to its size, rapid growth rate, and market reforms, China has emerged as an important new context for new product development. Unfortunately, current understanding of the factors associated with new product success in China remains limited. We address this knowledge gap using mixed methods. First, we conducted 19 in‐depth interviews with managers involved in new product development in 11 different Chinese firms. The qualitative fieldwork indicated that firm behaviors and employee perceptions consistent with the phenomena of market orientation and the supportiveness of organizational climate both are viewed as important drivers of the new product performance of Chinese firms. Drawing on the marketing, management, and new product development literature this study develops a hypothetical model linking market orientation, supportiveness of organizational climate, and firms' new product performance. Direct relationships are hypothesized between both market orientation and supportiveness of organizational climate and firms' new product performance, as well as a relationship between supportiveness of organizational climate and market orientation. Data to test the hypothetical model were collected via an on‐site administered questionnaire from 110 manufacturing firms in China. The hypothesized relationships are tested using structural equation modeling. Results indicate a positive direct relationship of market orientation on firms' new product performance, with an indirect positive effect of supportiveness of organizational climate via its impact on market orientation. However, no support is found for a direct relationship between the supportiveness of a firm's organizational climate and its new product performance. These findings are consistent with resource‐based view theory propositions in the marketing literature indicating that market orientation is a valuable, nonsubstitutable, and inimitable resource and with similar propositions in the management literature concerning organizational culture. However, this study's findings also indicate that in contrast to a number of organizational culture theory propositions and empirical findings in some consumer service industries, the impact of organizational climate on firm performance in a new product context is indirect via the firm's generation, dissemination, and responsiveness to market intelligence. These results suggest that an effort to improve firms' new product performance by enhancing the flow and utilization of market intelligence is an appropriate allocation of resources. Further, this study's findings indicate that managers should direct at least some of their efforts to enhance a firm's market orientation at improving employee perceptions of the supportiveness of the firm's management and of their peers. This study indicates a need for further research concerning the role of different dimensions of organizational climate in firms' new product processes.     

Product Innovation Processes in Small Firms: Combining Entrepreneurial Effectuation and Managerial Causation

This article reports a multimethod study of product innovation processes in small manufacturing firms. Prior studies found that small firms do not deploy the formalized processes identified as best practice for the management of new product development (NPD) in large firms. To explicate small firms' product innovation, this study uses effectuation theory, which emerged from entrepreneurship research. Effectuation theory discerns two logics of decision‐making: causation, assuming that means are selected to attain goals; and effectuation, assuming that goals are created based upon available means. The study used a process research approach, investigating product innovation trajectories in five small firms across 352 total events. Quantitative analyses revealed early effectuation logic, which increasingly turned toward causation logic over time. Further qualitative analyses confirmed the use of both logics, with effectual logic rendering product innovation resource‐driven, stepwise, and open‐ended, and with causal logic used especially in later stages to set objectives and to plan activities and invest resources to attain objectives. Because the application of effectuation logic differentiates the small firm approaches from mainstream NPD best practices, this study examined how small firms' product innovation processes deployed effectuation logic in further detail. The small firms: (1) made creative use of existing resources; (2) scoped innovations to be realizable with available resources; (3) used external resources whenever and wherever these became available; (4) prioritized existing business over product innovation projects; (5) used loose project planning; (6) worked in steps toward tangible outcomes; (7) iterated the generation, selection, and modification of goals and ideas; and (8) relied on their own customer knowledge and market probing, rather than early market research. Using effectuation theory thus helps us understand how small firm product innovation both resembles and differs from NPD best practices observed in larger firms. Because the combination of effectual and causal principles leverages small firm characteristics and resources, this article concludes that product innovation research should more explicitly differentiate between firms of different sizes, rather than prescribing large firm best practices to small firms.     

A diagnostic tool to determine a strategic improvisation Readiness Index Score (IRIS) to survive,adapt, and thrive in a crisis

Crises for business-to-business (B2B) firms are characterized by unexpected or unanticipated severe threats that are highly uncertain where strategic response times are low in which executives are victim of overwhelming time pressures to action fast strategic responses to these events—as the threats bring to question the viability and survivability of the firm. Consequently, crises provoke a profound impact on executives' sensemaking, as they attempt strategically navigate these events. We bridge thinking around crisis management with theories of strategic decision-making and conclude that strategic improvisation is a vital mechanism that enables effective management interventions to be executed as a means of surviving, adapting, or potentially thriving under challenging circumstances. We derive a theoretically grounded framework of five strategic imperatives underlying our 10C Strategic Imperative Framework for improvisation readiness. First, we develop the Improvisation Readiness Index Score (IRIS) as a means for executives to diagnose their organization's improvisation readiness according to the requisite strategic imperatives. Second, we present a three-step guide for executives to consider for managing through crisis with improvisation and the strategic imperatives at its heart. Third, we illustrate the strategy improvisation challenges. This allows executives to close the strategic improvisation gaps between their ‘actual’ and ‘preferred’ readiness.     

Should Firms Consider Employee Input in Reward System Design? The Effect of Participation on Market Orientation and New Product Performance

Will increasing employee participation in reward decisions increase new product performance by first increasing a firm's level of market orientation? Literature offers limited insight to the effects of listening to employees regarding reward system design and whether this may influence market orientation implementation and new product performance. This paper provides research to fill the gap by examining the relationship between participation‐based reward systems, market orientation, and new product performance. Based on expectancy theory, a conceptual model was developed suggesting that participation‐based rewards will increase market orientation by considering employees' desires regarding performance rewards. To test the model, a mixed method was used to collect data. First, in‐depth interviews were conducted with managers from 11 different firms to verify the proposed model. Then a multi‐industry sample of managers from 290 firms was surveyed to maximize generalizability of the results. Data were analyzed using structural equation modeling techniques to simultaneously fit the measurement and structural models. The findings show that market orientation significantly impacts objective new product performance and mediates the relationship between participation‐based rewards and objective new product performance. Participation‐based rewards positively affect market orientation but surprisingly affect new product performance negatively, while positively moderating the relationship between market orientation and new product performance. The results suggest that managers should include employee input in designing reward systems. However, managers should also be careful of how much input they allow employees in determining their rewards and goals as more input will improve market orientation or responding to information collected by, and disseminated throughout the firm, and that, in turn, will improve some types of new product performance. However, the direct effect of employee input can decrease new product performance suggesting that there may be a trade‐off between various success measures of new products developed and introduced by the firm.     

Effective forms of market orientation across the business cycle: A longitudinal analysis of business-to-business firms

Macroeconomic developments, such as the business cycle, have a remarkable influence on firms and their performance. In business-to-business (B-to-B) markets characterized by a strong emphasis on long-term customer relationships, market orientation (MO) provides a particularly important safeguard for firms against fluctuating market forces. Using panel data from an economic upturn and downturn, we examine the effectiveness of different forms of MO (i.e., customer orientation, competitor orientation, interfunctional coordination, and their combinations) on firm performance in B-to-B firms. Our findings suggest that the impact of MO increases especially during a downturn, with interfunctional coordination clearly boosting firm performance and, conversely, competitor orientation becoming even detrimental. The findings further indicate that both the role of MO and its most effective forms vary across industry sectors, MO having a particularly strong impact on performance among B-to-B service firms. The findings of our study provide guidelines for executives to better manage performance across the business cycle and tailor their investments in MO more effectively, according to the firm's specific industry sector.     

Market orientation,marketing capabilities,and firm performance

Drawing on traditional resource‐based theory and its recent dynamic capabilities theory extensions, we examine both the possession of a market orientation and the marketing capabilities through which resources are deployed into the marketplace as drivers of firm performance in a cross‐industry sample. Our findings indicate that market orientation and marketing capabilities are complementary assets that contribute to superior firm performance. We also find that market orientation has a direct effect on firms' return on assets (ROA), and that marketing capabilities directly impact both ROA and perceived firm performance. Copyright © 2009 John Wiley & Sons, Ltd.     

How Do Interaction Activities among Customers and between Customers and Firms Influence Market Performance and Continuous Product Innovation? An Empirical Investigation of the Mobile Application Market

Mobile application markets (MAMs) significantly differ from other existing marketplaces at least in two aspects. First, customers (app users) and firms (app providers) frequently interact with each other in real time, which is not common in the conventional marketplaces. Second, many app providers incorporate customers’ opinions or suggestions into their software upgrades, representing one of the most unique and interesting aspects of MAMs. Therefore, it has become critical to understand the impact of interaction activities not only among customers, but also between customers and firms on the market performances of new products in MAMs. One of the most significant issues firms face is whether firms reflect on customers’ postpurchase interaction activities, and the next interesting question is how firms respond to them. This study explores the effects of customer‐to‐customer (C2C), customer‐to‐firm, and firm‐to‐customer interaction activities on market performance. In addition, this study investigates how communication activities influence a firm's tendency to pursue continuous product innovation through research and development (R&D). Using data obtained from a major MAM, T store, three models that are respectively related to product sales, product lifetime, and a firm's R&D activity for product upgrades, are applied to empirically test hypotheses concerning the effects of interaction activities. In our analyses of market performance, a hierarchical log regression model with 10,840 weekly transactions data set related to product sales (model A) and 291 aggregate transactions related to product lifetime (model B) is used. Results indicate that C2C and customer‐to‐firm communication activities have a positive impact on sales, but little relationship with product lifetime. However, a firm's continuous product R&D has a positive impact on both sales and lifetime performance. Our analysis of a firm's R&D (model C) shows that C2C and customer–firm communication increases a firm's R&D activity. Taken together, these results have important implications for customer–firm interactions, market performance, and R&D strategies.     

The impact of industry environment on early market entry decisions by B2B managers in the U.S. and Japan

Managers form simplified mental models to cope with market environment uncertainties and to process information. A critical decision is whether to enter a high-potential market early. Large innovation and development investments involved in this decision increase uncertainty. We examine the importance ascribed by U.S. and Japanese managers to competitive forces when making early market entry decisions. We expect that the competitive forces will have different effects on the likelihood of early market entry in the U.S. versus Japan due to cultural and business environment differences, and we thereby develop several propositions. We develop a decision-making exercise simulating early market entry decisions, and tested our propositions with managers in medium to large business-to-business (B2B) firms from both countries. We assessed impacts of the competitive market forces on entry strategy selection via relative weights, repeated-measures analysis of variance, and frequency analysis. Our findings revealed differences in the mental models of Japanese and U.S. managers. Buyer power had a larger effect on the decision to make an early market entry for Japanese managers, while threat of new firm entry had a larger effect for U.S. managers; these findings were consistent with our propositions. We also found several areas of agreement between U.S. and Japanese managers. We conclude with theoretical implications and recommendations to B2B management.     

Market microstructure in a global B2B network

On‐line marketplaces raise several interesting issues, among them the relevance of location when content is digitized, and the assessment of a supplier's capabilities when buyers worldwide only have electronic contact with sellers. In global B2B on‐line marketplaces, market microstructures, i.e. which firms compete for the same customers, are thus likely to be influenced by how customers value location and firm capabilities in their decisions to do business with different suppliers on‐line. We suggest that both these sets of attributes will continue to matter on‐line—firms possessing similar capabilities, as well as firms that are similar in location by country, time zones or clusters, will compete for business from the same customers. We model the similarity in competitive positions between pairs of firms based on the overlap in their customer networks, using data on actual interactions between supplier and customer banks on an electronic trading system. Using QAP network regression techniques on the 100 largest banks in this industry, we find that similarity in capabilities influences who competes with whom, and that location still matters in a global B2B exchange. Interestingly, location influences who a firm's competitors are, but not where its customers are from. Copyright © 2001 John Wiley & Sons, Ltd.     

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.