Value co-creation in industrial AI: The interactive role of B2B supplier,customer and technology provider

This research explores the interactive role of supplier, customer and technology company in business-to-business (B2B) marketing when they develop and use industrial artificial intelligence (AI). From a value co-creation perspective and following a service-dominant logic, this study aims to identify essential value types that are created collaboratively by B2B professionals (namely suppliers, customers and AI providers), and critical capabilities that contribute to their value co-creation practices. Nineteen in-depth semi-structured interviews were conducted with three groups of B2B stakeholders in six companies that involved in an industrial AI development and usage project. The data was then analysed using a thematic analysis approach. The results of this research contain a categorisation of four value types and three sets of capabilities, together with the interrelationships between them. This study contributes to the literature of value co-creation, information system and B2B marketing by bridging these three disciplines within the context of industrial AI development and usage.     

Value co-creation practices and capabilities: Sustained purposeful engagement across B2B systems

The paradigm of value co-creation in business markets is now well established in the marketing literature. However, the practices and capabilities for collaborative value co-creation are less understood, particularly in increasingly boundary-less interorganizational, network and ecosystem relationships. This paper describes sets of practices that organizations in business markets adopt to co-create value. We provide a theoretically-grounded, empirically-informed classification of value co-creating practices, identifying the underlying capabilities needed to realize value in B2B systems. We adopt a case study approach utilizing various methods of data collection to explore co-creation practices from four organizations. The analysis reveals that ‘sustained purposeful engagement’ underpins the organizations' ability to co-create and capture value. Implications for organizations willing to develop co-creation capabilities and practices are discussed.     

Setting B2B digital marketing in artificial intelligence-based CRMs: A review and directions for future research

The new business challenges in the B2B sector are determined by connected ecosystems, where data-driven decision making is crucial for successful strategies. At the same time, the use of digital marketing as a communication and sales channel has led to the need and use of Customer Relationship Management (CRM) systems to correctly manage company information. The understanding of B2B traditional Marketing strategies that use CRMs that work with Artificial Intelligence (AI) has been studied, however, research focused on the understanding and application of these technologies in B2B digital marketing is scarce. To cover this gap in the literature, this study develops a literature review on the main academic contributions in this area. To visualize the outcomes of the literature review, the results are then analyzed using a statistical approach known as Multiple Correspondence Analysis (MCA) under the homogeneity analysis of variance by means of alternating least squares (HOMALS) framework programmed in the R language. The research results classify the types of CRMs and their typologies and explore the main techniques and uses of AI-based CRMs in B2B digital marketing. In addition, a discussion, directions and propositions for future research are presented.     

Marketing capabilities and innovation-based strategies for environmental sustainability: An exploratory investigation of B2B firms

While emerging literature on sustainability shows that environmentally responsible strategies can contribute to competitive advantage and enhanced financial performance, little is known about specific marketing capabilities that lead to sustainable consumption behavior, and whether implementing such strategies leads to firm competitive advantage. Using the case method approach, this study explores marketing-related strategies and practices pertaining to sustainable consumption as reported by leading sustainable firms in the B2B context. We examine case studies of forty seven B2B firms and identify key marketing capabilities that tie to innovation-based sustainability strategies, sustainable consumption behavior and firm performance. We use our findings to develop a conceptual framework linking marketing capabilities to innovation strategies for firm sustainability, sustainable consumption behavior and firm competitive advantage, and put forward propositions for future research.     

Toward a theory of outside-in marketing: Past,present, and future

Outside-in marketing is a powerful driver of superior firm performance, especially for firms in dynamic, competitive markets. The use and application of outside-in marketing has flourished in the past four decades, but research that synthesizes and extends understanding of this approach is missing, such that extant literature remains fragmented and scarce. This paper aims to deliver a theoretically grounded, managerially relevant framework to guide outside-in marketing research and business practices. Specifically, it offers an integrative conceptualization of outside-in marketing, examines its evolution over the past four decades, and provides business cases that depict how organizations have implemented outside-in marketing. On the basis of a comprehensive analysis of research domains pertinent to outside-in marketing, combined with business examples, this article establishes an evolving theory of outside-in marketing, comprising four key tenets and seven testable propositions.     

Industrial marketing management digital media optimization for B2B marketing

The role of digital media in B2B marketing has gained traction with academics and practitioners in recent years. However, a comprehensive framework about the use and value of these media has not been developed, leaving B2B experts uncertain about their effectiveness. In fact, whether or not digital media can impact the business development and marketing processes to achieve higher performance remains vague. Additionally, there is a paucity of research related to the impact of different media towards the enhancement of processes and outcome of marketing to generate opportunities. To provide guidance for practitioners, we consider marketing processes in the global software industry by researching practitioner experiences. We develop an assessment tool to identify and align marketing processes and digital media. This research attempts to explore and explain how digital media impacts the B2B business development process cycle at the conjunction of marketing and sales. The research tests a conceptual model by means of a cross-sectional survey of more than 530 practitioners. Our novel framework provides several contributions to knowledge and practice, defining marketing-related processes, and determining a set of digital platforms. By acknowledging the perspectives of vendors, third-parties, and buyers in a simultaneous study, we ensure optimal alignment.     

Role of big data and social media analytics for business to business sustainability: A participatory web context

The digital transformation is an accumulation of various digital advancements, such as the transformation of the web phenomenon. The participatory web that allows for active user engagement and gather intelligence has been widely recognised as a value add tool by organisations of all shapes and sizes to improve business productivity and efficiency. However, its ability to facilitate sustainable business-to-business (B2B) activities has lacked focus in the business and management literature to date. This qualitative research is exploratory in nature and fills this gap through findings arising from interviews of managers and by developing taxonomies that highlight the capability of participatory web over passive web to enable different firms to engage in business operations. For this purpose, two important interrelated functions of business i.e. operations and marketing have been mapped against three dimensions of sustainability. Consequently, this research demonstrates the ability of big data and social media analytics within a participatory web environment to enable B2B organisations to become profitable and remain sustainable through strategic operations and marketing related business activities. The research findings will be useful for both academics and managers who are interested in understanding and further developing the business use of participatory web tools to achieve business sustainability. Hence, this may be considered as a distinct way of attaining sustainability.     

Creating superior customer value for B2B firms through supplier firm capabilities

In a dynamic global business-to-business (B2B) environment, innovation and marketing appear crucial to providing supplier firms' positional advantage through the ability to create value for customers. Our examination is grounded in seeking to address the research question: To what extent is the creation of superior performance, relationship, and co-creation value driven by market orientation, product innovation and marketing capabilities in B2B firms? The results of a survey of 155 large B2B firms show product innovation capability and marketing capability partially mediates the relationship between a firms' market orientation and its ability to create value (performance and co-creation), except for the role of marketing capability which we found acted as a full mediator of the relationship between market orientation and relationship value.     

Return on marketing investments in B2B customer relationships: A decision-making and optimization approach

The basic notion of relationship marketing entails that firms should strive for mutually beneficial customer relationships. By combining relationship marketing theory and operations research methods, this paper aims to develop and demonstrate a managerial decision-making model that business market managers can use to optimize and evaluate marketing investments in both a customer-oriented and economically feasible manner. The intended contributions of our work are as follows. First, we add to the return on marketing literature by providing a first decision-making approach that explicitly assesses the optimization of marketing investments in terms of profitability, effort, and resource allocation. Second, we show how the risk of marketing investments can be assessed using sensitivity analysis. By means of an empirical study the versatility of our decision-making approach is demonstrated by assessing various critical decision making issues for business marketing managers in detail.     

Complementarity versus substitutability of dynamic and operational capabilities in B2B firms: A configurational approach

Despite extensive research into dynamic and operational capabilities, understanding of their interplay is still scant. Both complementary and substitutive roles have been proposed in prior conceptual studies, but only limited systematic empirical investigations into the mutual interdependence of these capabilities have been conducted. Drawing on a sample of 219 Hungarian B2B firms, this study incorporates prior literature on dynamic and operational capabilities and employs a set-theoretical approach to examine whether the capabilities complement or substitute each other in producing high levels of business performance. While evidence for both types of interdependency is provided, the findings generally support the view that dynamic and operational capabilities are complementary rather than substitutive. The two types of capabilities also explain business performance better jointly than in isolation. Several effective capability configurations, associated with high business performance, are identified. The findings paint a detailed picture of the complex interplay between dynamic and operational capabilities, thereby contributing to academic and managerial audiences alike.     

How to design good experiments in marketing: Types,examples, and methods

In this article, we present key tenets of good experimental design and provide some practical considerations for industrial marketing researchers. We first discuss how experiments have the ability to assess causal claims. Next, we provide an experimental taxonomy table, which brings out the value and limitations of different types of experiments and maps the various goals of business marketing research within each category. Here, we pay particular attention to field experiments since they provide experimental realism by measuring respondents' actual behavior. We also provide a thorough discussion on important practical issues such as questions on experimental design, sample size, and how to involve business organizations in the implementing steps. The paper concludes by stressing the importance of combining data types (e.g., field plus laboratory experiments) and by offering methodological advice on how to analyze experimental data in marketing.     

Harnessing marketing automation for B2B content marketing

The growing importance of the Internet to B2B customer purchasing decisions has motivated B2B sellers to create digital content that leads potential buyers to interact with their company. This trend has engendered a new paradigm referred to as ‘content marketing.’ This study investigates the organizational processes for developing valuable and timely content to meet customer needs and for integrating content marketing with B2B selling processes. The results of this single case study demonstrate the use of marketing automation to generate high-quality sales leads through behavioral targeting and content personalization. The study advances understanding of the organizational processes that support content marketing and shows how content marketing can be combined with B2B selling processes via marketing automation in ways that achieve business benefits.     

Marketing capabilities: Antecedents and implications for B2B SME performance

The study provides a new perspective on SME marketing strategies in the B2B context. Using a resource-based view of the firm, the study develops a structural model linking marketing capabilities and marketing performance. A study of 367 SME Australian firms reveals that two key marketing capabilities, namely branding and innovation, have major performance outcomes in the SME B2B context. This is the first SME study to evaluate concurrently the contribution of innovation and branding marketing capabilities, with innovation capability the strongest determinant of SME performance. The study also finds market orientation and management capability act as enabling mechanisms for building marketing capabilities. Disaggregation tests indicate that the same findings apply to three size categories denoting micro firms (less than 20 staff), small firms (20-99 staff) and medium-sized firms (100-499 staff).     

Building B2B relationships via initiation contributors: Three cases from the Norwegian-South Korean international project business

Initiation is still an unclear phase of B2B relationship development. Here, we build on existing theoretical knowledge derived from relationship development, project marketing and international business literature. We use this to analyze three cases of business relationship initiations between Norwegian and South Korean actors in the shipping industry. By piecing together theoretical and empirical insights, we develop a dynamic model of the relationship initiation process that highlights the role of initiation contributors in international project business. The developed model reveals that multiple entities— such as contacts, rituals and standards—serve as initiation contributors. These trigger or facilitate the focal dyadic relationship initiation, while also preparing future initiations in the focal context. Thus, our key contribution is to bring processual and contextual dimensions to business relationship initiation. Our research also suggests practical insights as to which actors and entities suppliers need to mobilize, in order to initiate new business relationships in international project business contexts.     

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.     

Role of quality management capabilities in developing market-based organisational learning capabilities: Case study evidence from four Indian business process outsourcing firms

Business-to-business marketing literature acknowledges the value firms, including business process outsourcing firms, realise through their supplier networks. Such value realisation is often possible through a dynamic exchange of complementary organisational capabilities between a firm and its network partners. However, little is known about how outsourcing firms develop these capabilities and thus realise value. This paper addresses an unexplored theoretical gap of developing market-based organisational learning capabilities in business process outsourcing firms. Using a capabilities lens, this study assesses the impact of quality management capabilities in developing market-based organisational learning capability. Findings from a case study of four business process outsourcing firms in India suggest that effective knowledge transfer, diffusion and the development of market-based organisational learning capabilities are contingent upon the strength of a firm's quality management capabilities. Implications for theory and practice are discussed.     

Value creation in the relationship life cycle: A quasi-longitudinal analysis

Among the growing literature on value creation in collaborative buyer-seller relationships, most researchers examine relationship value at a single point in time. In the present research, we explore whether different stages of the relationship life cycle moderate the relative importance of value-creating dimensions. To shed light on the dynamic nature of value in B2B relationships, we present the results of a survey among purchasing managers using a quasi-longitudinal research design. Our findings confirm the moderating role of the relationship life cycle in value creation. More precisely, our results indicate that a key supplier's potential for value creation in customer's operations increases in relative importance as relationships move through the life cycle. In turn, supplier's capabilities to create superior value at the level of the customer's sourcing process display a decreasing role over the life cycle of a business relationship. No significant link was found in the present study between value creation through a supplier's core offering and different stages of a buyer-seller relationship.     

You have not been archiving emails for no reason! Using big data analytics to cluster B2B interest in products and services and link clusters to financial performance

The potential of big data analytics when it comes to gaining business insights, such as market trends and consumer preferences, has captured the interest of both scholars and business practitioners. However, the extant literature has so far provided limited empirical evidence to demonstrate how big data analytics can create business value. To address this research gap, this paper followed a novel big data analytical approach that involved analysing email archives about product/services demand clusters in a B2B setting. We analysed 621 k emails exchanged between 2009 and 2018. We identified a number of discussion clusters that were considered proxies for the interest buyers expressed in the products/services on offer. These clusters and associated discussion trends were linked to the company's revenues and financial performance, showing good predictive power. In doing this, we have demonstrated how widely available data, such as emails, which all companies have, can be used to underpin new methods for the early identification and monitoring of product demand trends, informing marketing strategies.     

Strategic flexibility, rigidity and barriers to the development of absorptive capacity in business markets: Themes and research perspectives

The marketing and strategy literature hail strategic flexibility as a key success factor in creating continuously customer value and generating competitive advantage. However, empirical evidence indicates that rigidity in market strategies and actions is more the rule than the exception in organizations. The focus of this special issue is on better understanding rigidity and flexibility in business markets. This lead article seeks to elaborate on why companies face rigidity and how they can create flexibility. To do this, we relate rigidity in organizations to the concepts of dominant logic, industry recipe and persistence. The case illustrations highlight barriers to the development of absorptive capacity in business organizations. Identifying such barriers is a first step in better understanding how companies can remain agile and flexible in demanding and fast changing markets. The paper then proceeds with a brief introduction to the other contributions of this special issue and concludes with a research agenda.     

Can cooperation drive the success of suppliers in B2B crowdsourcing innovation projects? A large scale data perspective

Crowdsourcing innovation projects (CIPs), that enterprises outsource the non-core projects to outside individuals or organizations for innovation, are critical forms for business to business (B2B) innovative service collaboration. Based on value network theory, this paper investigates whether cooperation is a critical influencer of supplier performance and examines how suppliers in CIPs can achieve and maximize value capturing under the customer value dominant condition. Large-scale data is collected from >110,000 CIPs suppliers from 2010 to August 2018 on Kaggle, one of the most well-known crowdsourcing platforms. According to econometric calculation results: 1) Suppliers' predominant capabilities and resources contribute to their workforce and financial performance improvement. 2) Excessive competition intensity has a negative impact on suppliers' performance. 3) The cooperation between suppliers is extremely important for their performance. More detailed, the accumulation of cooperation experience, the increase of partners and the heterogeneity of members in the organization have positive impact on suppliers' workforce and financial performance. The results demonstrate that for suppliers in the CIPs platform, cooperative is more optimal than competitive. The cooperation is more significant when the needs of customers are gaining more and more attention. Therefore, suppliers should explore a more flexible way of cooperation to achieve value capture. Subsequently the value balance between demanders and suppliers can be achieved.