Why do users trust algorithms? A review and conceptualization of initial trust and trust over time

Algorithms are increasingly playing a pivotal role in organizations' day-to-day operations; however, a general distrust of artificial intelligence-based algorithms and automated processes persists. This aversion to algorithms raises questions about the drivers that lead managers to trust or reject their use. This conceptual paper aims to provide an integrated review of how users experience the encounter with AI-based algorithms over time. This is important for two reasons: first, their functional activities change over the course of time through machine learning; and second, users' trust develops with their level of knowledge of a particular algorithm. Based on our review, we propose an integrative framework to explain how users’ perceptions of trust change over time. This framework extends current understandings of trust in AI-based algorithms in two areas: First, it distinguishes between the formation of initial trust and trust over time in AI-based algorithms, and specifies the determinants of trust in each phase. Second, it links the transition between initial trust in AI-based algorithms and trust over time to representations of the technology as either human-like or system-like. Finally, it considers the additional determinants that intervene during this transition phase.     

Greenfield Investment versus Akquisition

Based on neo-institutionalism, the present paper examines the moderating impact of perceived institutional uncertainty on the foreign establishment mode choice (i.e. the decision between greenfield versus acquisition) of German SMEs. The empirical findings demonstrate that the extent of perceived institutional uncertainty moderates the relationship between the investment volume, market growth and the decision between greenfield and acquisition. Focusing on the perceived institutional uncertainty, the paper adheres to the fact that due to limited resources of SMEs, SME managers often cannot make their managerial decisions based on profound knowledge from prior market analysis, but they have to follow their own intuition and perception. The key contribution of this paper is hence on the link between frequently studied establishment mode choice predictors and perceived institutional uncertainty of SME managers. This focus contributes to resolving some of the inconsistencies in previous research and to emphasize SMEs which have been largely neglected in prior literature.     

Knowledge management for sustainability in operations

Abstract

The purpose of this paper is to examine the effect of Knowledge Management (KM) as a platform to enable sustainability in firms’ operations and to provide recommendations for managers to integrate sustainable operations into their business strategies. The urgency to create and implement sustainable operations is also argued. The conceptual framework is based on the hypothesis that KM contributes to the achievement of more suitable operations. To test this hypothesis, a model of structural equations was developed with data collected from 345 SMEs. Empirical evidence supported the hypothesis, indicating that KM represents an important alternative to implementing sustainability. The results suggest that managers need to implent KM, as they will enable a better understanding and awareness regarding the global dangerous impacts from unsustainable operations mainly focused on sales and cost reduction. For this reason, this research provides evidence that KM offers an alternative impulse on the quest for more sustainable operations.     

大股东对经理人信任、控制机制与企业新产品开发绩效的实证研究

分析大股东对经理人信任如何影响企业新产品开发绩效,并对比不同控制方式下,信任对新产品开发影响的差异。基于150家制造企业的实证研究表明,大股东对经理人越信任,越有利于企业新产品开发绩效的提高;大股东对经理人信任通过促进企业家导向,间接作用于企业新产品开发绩效;财务控制倒U型调节信任与新产品开发之间的关系;战略控制正向调节信任与企业家导向之间的关系。     

Knowledge management in consultancy-involved process improvement projects: cases from Chinese SMEs

Abstract

Knowledge management (KM) is considered as an effective strategy to improve organizational performance. In its application to small and medium enterprises (SMEs), resource constraints mean that exploitation of knowledge from external sources is often needed. This study explores practical KM issues encountered by Chinese SMEs when working with management consultants to introduce new business improvement practices. A comparative case study is conducted focusing on two consultancy-involved process improvement projects in Chinese manufacturing SMEs. The case results suggest a clear KM strategy is needed at the outset of the project and SME managers and employees need to play a proactive role in the learning and adoption of new knowledge. The research is novel in that it is the first study to explore knowledge management and the notion of liminality within the context of consultancy-involved Chinese SME improvement projects. The paper culminates with two research propositions that require further empirical study.     

Cooperation in the Face of Conflict: Effects of Top Managers’ Trust Beliefs in their Firms’ Major Suppliers

As with any relationships, those between buying firms and their major suppliers are likely to experience situations of conflict. When facing such situations, top managers tend to approach conflict either cooperatively or competitively. However, when and why top managers tend towards cooperation or competition is far from clear. This study proposes a novel link between the theory of cooperation and competition and the discounting principle of attribution theory to argue that it is top managers’ trust beliefs in their firms’ major suppliers that influences their intended approach to conflict. Using survey data from 140 C‐level managers and business owners, the authors develop and test a model that differentiates between two attributional dimensions of trust (competence and goodwill) and the specific relational conditions that influence how these attributions operate. The results indicate that top managers’ trust in their suppliers’ competence and goodwill is, in fact, decisive in determining how they intend to approach conflict. Further, the authors demonstrate that a top manager's trust belief in the supplier's goodwill is of particular relevance in driving the top manager to cooperate in the face of conflict. However, this link seems to be contingent on the specific conditions of the buyer–supplier relationship in question.     

连锁便利商店加盟关系中止倾向之研究

以台湾全家便利连锁店为研究对象,从信任和关系中止的联系出发,采取问卷调查的方法,探讨影响加盟关系中止的主要因素.结果显示:1.加盟者的经济满足和非经济满足与其对加盟总部的信任程度正相关,非经济满足的影响更大.2.总部和加盟者之间的沟通程度与加盟者对加盟总部的信任程度正相关.3.加盟者与总部的非功能性冲突与其对加盟总部的信任程度负相关,功能性冲突与信任程度正相关,且非功能性冲突的影响大于功能性冲突.4.信任是影响加盟关系中止的前因变量,信任在非经济满足和非功能性冲突对关系中止的影响中具有中介效果.     

Character-Based Determinants of Trust in Leaders

Trust is a prominent determinant of effective interpersonal relationships, group process, and organizational development. However, for leaders and managers, trust building is often problematic. The aim of this article is to contribute to a growing understanding of the way in which individual managers can develop trust in organizations, particularly those defined by medium to high risk. The article presents a theoretical and empirical analysis of the nature of trust at work. Building on the results of an earlier study, use is made of the facet-theoretical approach to generate a definitional framework of trust, which focuses on the characteristics of the trusted person that contribute to the development of trust. Using items developed on the basis of a mapping sentence, hypotheses regarding the relations between the definitional framework and empirical observations were tested through smallest space analysis (SSA) of data collected from a sample of 398 bank and hospital employees. The results demonstrate strong support for the definitional system and show a clear association with results of prior research that identify perceptions of ability, integrity, fairness, and openness as key determinants of trust. The empirical structure clearly reflects the attitudinal nature of interpersonal trust at work and the items empirically distinguish distinct character-based components of trust.     

ICT-based solution approach for collaborative delivery of customised products

Growing interest on business collaboration motivates today’s industries, especially small and medium enterprises (SMEs) to establish and manage dynamic and non-hierarchical business networks to respond to market opportunities with added business benefits. This business environment requires concurrent work and real-time information sharing between key business partners in order to design and develop customised products. The use of traditional communication media such as e-mail, phone and fax is not satisfactory to get real-time information and is time-consuming and most often ineffective. In such environments, an Information and Communication Technology (ICT)/Web-based technology supports real-time information sharing among networked SMEs for the collaborative design and manufacturing of customised products. This study proposes an innovative ICT platform supporting SMEs collaboration, through Web and the Internet of Things technologies, which follows the Net-Challenge conceptual approach and methodological guidelines for SMEs to form and operate virtual organisations for the collaborative development and delivery of customised products. The ICT Platform was assessed in three different industry domains, namely the textile and apparel, the footwear and the machine tools, respectively. This ICT solution promotes collaboration, with substantial advantages for SMEs including the reduction of costs and delivery time and improvement of the innovation potential.     

Effects of intellectual capital and university knowledge in indigenous innovation: evidence from Indian SMEs

Abstract

Intellectual capital and collaboration with universities are vital knowledge management practices for small- and medium-sized enterprises (SMEs) to innovate and improve the effectiveness of their operations. This study investigates empirically the impacts of intellectual capital and university knowledge on indigenous innovation and how business and institutional environments affect the relationships. The research model is tested using moderated regression analysis and data collected from 150 SMEs in India. The results show that intellectual capital and university knowledge improve indigenous innovation, both individually and interactively. The effect of intellectual capital in indigenous innovation is amplified by dysfunctional competition whereas the effect of university knowledge in indigenous innovation is attenuated by environmental uncertainty. In addition, we find that indigenous innovation is positively associated with business performance. The impact of indigenous innovation on business performance is enhanced by dysfunctional competition but reduced by environmental uncertainty.     

Foreign market knowledge,entry mode choice and SME international performance in an emerging market

This paper examines the mediating role of equity entry mode choice in the relationship between foreign market knowledge (FMK) and international performance of small and medium-sized enterprises (SMEs) originating from emerging markets. In addition, this paper investigates when FMK enhances firms' equity mode choice by considering financial slack as a moderating variable. Using data obtained from 205 SMEs engaged in cross-border activities in Ghana, the results reveal that FMK and international performance relationship is mediated by foreign market equity entry mode choice. The results also suggest that FMK positively relates to SMEs' preference for equity mode for foreign market entry and this relationship is amplified when slack resource is greater. These findings offer theoretical as well as practical implications for SME managers in developing and emerging markets in terms of entry mode decisions.     

管理者关系特性对海外子公司知识获取及公司绩效的影响研究

基于组织学习理论和社会资本理论,考察了管理者关系特性对海外子公司内外部网络知识获取和企业绩效的影响。研究结果显示,母子公司管理者之间的信任和沟通频率对获取母公司知识有正向影响,海外子公司管理者和本地重要企业管理者之间的信任对获取本地商务知识有正向影响,海外子公司管理者和本地政府主要负责人之间的私人关系对获取本地制度知识有显著影响。此外,本地制度知识在母公司知识对海外子公司绩效的影响中起正向调节作用,本地商务知识起负向调节作用。     

COVID-19 and business failures: The paradoxes of experience,scale, and scope for theory and practice

In light of growing scholarly works on business failure, across the social science domains, it is surprising that past studies have largely overlooked how extreme environmental shocks and ‘black swan’ events such as those caused by the coronavirus (COVID-19) pandemic and other global crises, can precipitate business failures. Drawing insights from the current literature on business failure and the unfolding event of COVID-19, we highlight the paradoxes posed by novel exogenous shocks (that is, shocks that transcend past experiences) and the implications for SMEs. The pandemic has accelerated the reconfiguration of the relationship between states and markets, increasing the divide between those with political connections and those without, and it may pose new legitimacy challenges for some players even as others seem less concerned by such matters, whilst experiential knowledge resources may be both an advantage and a burden.     

The double-edge sword effect of interorganizational trust on involvement in interorganizational networks: The mediator role of affective commitment

Some organizations collaborate with other partner organizations to reach common goals, establishing interorganizational networks. The governance of the network is often enacted by an interorganizational governing team composed of the directors or top managers of the partner firms. This team plans, manages, and supervises the advancement of the network’s common goals. The success of the network depends, to a large extent, on the involvement of the members of the governing team. In this study, we tested a multilevel model of the antecedents of the involvement of governing team members in the management activities of interorganizational networks. We examined whether the relationship between team interorganizational trust, as a team level construct, and individual involvement in management activities is partially mediated by individual affective commitment. Using a sample of 101 respondents belonging to 28 interorganizational governing teams, we tested a multilevel mediation model. Results showed, as expected, a positive indirect effect of team interorganizational trust on individual involvement through individual affective commitment. However, unexpectedly, team interorganizational trust also showed a negative direct relationship with individual involvement. Based on our findings, we highlight the need to also consider the “dark side” of interorganizational trust, and we propose potential mediators to explain the unexpected negative relationship.     

Explicit and Implicit Trust Within Safety Culture

Safety culture is an important topic for managers in high-hazard industries because a deficient safety culture has been linked to organizational accidents. Many researchers have argued that trust plays a central role in models of safety culture but trust has rarely been measured in safety culture/climate studies. This article used explicit (direct) and implicit (indirect) measures to assess trust at a UK gas plant. Explicit measures assessed trust by asking workers to consider and state their attitude to attitude objects. Implicit measures assessed trust in a more subtle way by using a priming task that relies on automatic attitude activation. The results show that workers expressed explicit trust for their workmates, supervisors, and senior managers, but only expressed implicit trust for their workmates. The article proposes a model that conceptualizes explicit trust as part of the surface levels of safety culture and implicit trust as part of the deeper levels of safety culture. An unintended finding was the positive relationship between implicit measures of trust and distrust, which suggests that trust and distrust are separate constructs. The article concludes by considering the implications for safety culture and trust and distrust in high-hazard industries.     

Trustworthiness as an economic asset

The evaluation of trust in economic decision making remains on the periphery of mainstream economic analysis and teaching. Yet business managers use trustworthiness in daily exchanges to create competitive advantages for their firms. An exploratory empirical test of Barney and Hansen’s three levels of trust (weak, semistrong, and strong) and Lewicki and Bunker’s portfolio of governance mechanisms revealed that strong-form trust exists in day-to-day business relationships along with other governance mechanisms. Identity-based transactions were more prevalent than were weak trust market exchanges in important economic transactions.     

Leadership and business model innovation in late internationalizing SMEs

Drawing on the distinction between small-scale and large-scale business model innovation, and between directive and empowering leadership, we examine how CEOs in SMEs lead business model innovation during the process of internationalization. Building on eight cases of Japanese manufacturing SMEs, we develop a theoretical framework pointing to two different patterns in the articulation between CEO leadership style and business model innovation. We show that small-scale business model innovation led by directive leadership results in a timelier foreign market entry. However, in order to increase international sales, large-scale business model innovation is required. This is facilitated by an empowering leadership style of the CEO.     

Knowledge management in SMEs and MNCs: matching knowledge mobility mechanisms to supply network configuration profiles

Abstract

While ‘knowledge mobility’ presents significantly different challenges for SMEs and MNCs, it is strongly influenced by two common factors: the type of knowledge to be integrated and the configuration of the operations network. Here, SMEs and MNCs are required to make critical decisions about ‘levels’ of collaboration and knowledge sharing with network partners. A Knowledge Mobility Configuration (KMC) framework was developed, tested and refined using five case studies indicative of a growing shift towards information and knowledge-intensive activities. In terms of contribution, there has been limited empirical research to-date into the determinants of successful knowledge transfers in MNC-SME network contexts. The network configuration element of the KMC framework provides insights on how such networks evolve, and how specific knowledge mobility profiles may evolve over time. This more nuanced approach may be used as a basis for a proactive and differentiated approach to knowledge mobility and integration across SME and MNC networks.     

Organizational structure and success of international joint ventures in emerging economies: the case of Spanish–Moroccan SMEs

One of the most common ways in which SMEs internationalize their business is through the creation of joint ventures; nevertheless, many of these fail. To avoid this risk, it is important to identify the factors that favour the continuity of such enterprises. The aim of this paper is to analyse the factors related to organizational structure that determine the success of international joint ventures between SMEs in emerging economies, taking as the particular area of study the question of joint ventures between Spanish and Moroccan firms, located in Morocco. The research hypotheses were tested using a linear regression model applied to a sample of 210 international joint ventures. The results obtained from a structured survey show that, with respect to the success of the partnership, significant factors include the existence of majority ownership by the foreign partner, management by a local CEO and the effort made by each party to adapt to the management style of the other. This research contributes to the knowledge of the main factors related to the organizational structure of joint ventures that influence the level of success achieved. The value provided by this research lies in the breadth of the sample examined, in its focus on a very common type of partnership between SMEs, on which very little has been previously studied, and in the fact that the results obtained are extensible to other realities, such as partnerships between European companies and those from countries with similar characteristics (located in Africa or in countries where an Arab culture prevails).     

The Exploration Phase of Replication Strategies: The Role of Autonomous Action for Reverse Knowledge Flows

Replication strategies rely on the exploration of new knowledge. An important source of new knowledge is the transfer of unit level experience to headquarters, a process referred to as reverse knowledge flows. Such knowledge flows are fraught with difficulty as formal mechanisms often break down due to diverging business interests of unit and headquarters managers. This study brings together research on knowledge stickiness and autonomous action to provide a new avenue for understanding reverse knowledge flows. By drawing on an exploratory study of a franchise network, we provide an insight into how autonomous action reduces initiation stickiness but potentially increases implementation stickiness. Our analysis suggests that the role of autonomous action for reverse knowledge flows is moderated by unit managers’ resource expectations that emerge as a result of autonomous action. Exploring the interplay of autonomous action and knowledge stickiness provides new explanatory means for understanding reverse knowledge flows in replicator organizations.