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This paper aims to develop a conceptual framework on how the representativeness heuristic operates in the decision-making process. Specifically, the authors unbundle representativeness into its building blocks: search rule, stopping rule and decision rule. Furthermore, the focus is placed on how individual-level cognitive and behavioral factors, namely experience, intuition and overconfidence, affect the functioning of this heuristic.

From a theoretical standpoint, the authors build on dual-process theories and on the adaptive toolbox view from the “fast and frugal heuristics” perspective to develop an integrative conceptual framework that uncovers the mechanisms underlying the representativeness heuristic.

The authors’ conceptualization suggests that the search rule used in representativeness is based on analogical mapping from previous experience, the stopping rule is the representational stability of the analogs and the decision rule is the choice of the alternative upon which there is a convergence of representations and that exceeds the decision maker's aspiration level. In this framework, intuition may help the decision maker to cross-map potentially competing analogies, while overconfidence affects the search time and costs and alters both the stopping and the decision rule.

The authors develop a conceptual framework on representativeness, as one of the most common, though still poorly investigated, heuristics. The model offers a nuanced perspective that explores the cognitive and behavioral mechanisms that shape the use of representativeness in decision-making. The authors also discuss the theoretical implications of their model and outline future research avenues that may further contribute to enriching their understanding of decision-making processes.

The purpose of this paper is to understand the factors that enable and inhibit WhatsApp users' discontinuance intention (DI) following the change in WhatsApp's privacy policy.

Using the enabler-inhibitor model as a framework, a research model consisting of discontinuation enabler distrust (DT) and the DT's antecedents [(negative electronic word of mouth (NEWOM), negative offline word of mouth (NOWOM) and privacy invasion (PI)], discontinuation inhibitor inertia (INR) and INR's antecedents (affective commitment, switching cost and use habit) and moderator structural assurance was proposed and tested with data from 624 WhatsApp users using partial least square structure equational modeling (PLS-SEM).

The results show that DT created due to NEWOM and a sense of PI significantly impact DI. However, INR has no significant impact on DI. Structural assurance significantly moderates the relationship between DT and DI.

The paper collected data when many WhatsApp users switched to other platforms due to the change in WhatsApp's terms of service. The timing of data collection allowed for collecting the real impact of the sense of PI compared to other studies where the effect is hypothetically induced. Further, the authors acknowledge social media providers' efforts to address privacy criticism and regain users’ trust, an area that has received little attention in prior literature.

The study systematically analyses the path dependency and path-shaping of borrowed education policy, tracing it from the global through the national to individual schools. It also revisits the case schools after five years to map the school level policy paths.

Recently, path-dependency heuristics have drawn attention in predicting educational policy trajectories. However, these studies are primarily theoretical, and those empirical studies do not capture what happens at the school level. This paper fills the research gap by presenting a model that synthesises the research from diverse fields and is informed by findings from a longitudinal case study of educational outsourcing in public schools in Hong Kong and Korea.

The findings highlight path dependency interactions across educational levels diachronically and synchronically, while aptly incorporating the creative ways school leaders exercise their agency therein. The paper concludes with new insights into policy trajectory and education outsourcing.

The study substantiates and extends previously suggested theoretical models on the paths of travelling educational policies and identifies the factors that shape the paths. It also sheds light on how school leaders navigate the structures that constrain their actions or create a new path and pursue their educational goals.

Although businesses continue to take up artificial intelligence (AI), concerns remain that companies are not realising the full value of their investments. The study aims to provide insights into how AI creates business value by investigating the mediating role of Business Process Management (BPM) capabilities.

The integrative model of IT Business Value was contextualised, and structural equation modelling was applied to validate the proposed serial multiple mediation model using a sample of 448 organisations based in the EU.

The results validate the proposed serial multiple mediation model according to which AI adoption increases organisational performance through decision-making and business process performance. Process automation, organisational learning and process innovation are significant complementary partial mediators, thereby shedding light on how AI creates business value.

In pursuing a complex nomological framework, multiple perspectives on realising business value from AI investments were incorporated. Several moderators presenting complementary organisational resources (e.g. culture, digital maturity, BPM maturity) could be included to identify behaviour in more complex relationships. The ethical and moral issues surrounding AI and its use could also be examined.

The provided insights can help guide organisations towards the most promising AI activities of process automation with AI-enabled decision-making, organisational learning and process innovation to yield business value.

While previous research assumed a moderated relationship, this study extends the growing literature on AI business value by empirically investigating a comprehensive nomological network that links AI adoption to organisational performance in a BPM setting.

This article explores theoretical assumptions regarding negative consequences of social capital in the empirical case of a failed cooperation project, and how these consequences are related to processes involving people, structures and environments.

The article is based on a case study of a cooperation project within municipal labor market services. The methodology followed a theorizing process, where data were collected through ethnographical methods and analyzed in relation to existing concepts from theories describing negative effects of social capital and shadow organizing.

The results highlight how the development of negative social capital in the project can be understood through three relational processes, namely the social dynamics of insulation, homogenization and escalating commitment. The authors conclude that the quality of social capital is conditional upon complex interactions within social structures. Moreover, the results highlight the importance of studying organizing practices outside explicit structures, in order to identify the development of non-canonical practices and their consequences.

Organizing cooperation projects that aim to bridge professional competencies or organizational boundaries have to be attentive toward informal organizing practices which if remaining unrecognized may grow and threaten the original intentions.

The study makes a theoretical contribution by combining a shadow organizing approach with literature on social capital. This combination proves especially useful for analyzing how organizational dynamics can influence the development of social capital into producing negative effects.

The purpose of this paper is to investigate the food and beverage automatic retail environment by analysing the impact of planograms, conceived as a visual merchandising practice and shopping time – the time spent making a purchase – as part of food consumer purchasing behaviour to further enrich the debate on the ability of companies to absorb customer knowledge.

A real-world experiment was conducted using a sample of 27,230 valid observations of consumer purchasing decision-making processes at automatic vending machines (AVMs). Data were collected by a shopper behaviour analytics system that allows for a better understanding of the AVM users' behaviour. Two sets of regressions were run to test the two hypotheses.

The experimental results demonstrated that planograms – the planned, systematic organisation of products in an AVM – positively impact food purchases. A planogram acts as a mediator in the relationship between shopping time and purchase, resulting in shorter shopping times and more purchases.

This work adds to the customer knowledge literature by focussing on customer behaviour in the food and beverage automated shopping environment. The shopper analytics technology adopted to collect real-time data leads to a better understanding of the purchasing behaviour of AVMs' users and provides new marketing and retail insights into AVMs' performance that retailers can use to improve their marketing strategies.

The purpose of this paper is to examine the role of innovative HR practices as an important mechanism through which strategic flexibility affects firm performance as well as the role of female leadership in this relationship.

Data were gathered from a sample of 113 firms in China. The authors collected information on organizational strategy, HR practices, CEO information, corporate social responsibility and other firm characteristics in terms of firm age, location, and financial performance. Conditional procedural analysis was conducted to test the model.

The authors found strong evidence in support of the mediation relationship in which organizations with a strong focus on strategic flexibility are more likely to adopt Innovative HR Practices. Furthermore, the authors found that the extent to which firms have adopted innovative HR practices has a strong effect on employee productivity. In addition, the authors found that female leadership enhances strategic flexibility-performance relationship.

Information on strategic flexibility, HR practices and firm performance was collected at the same time. Future studies based on panel data would be helpful to establish the causal relationships in the model.

The authors’ findings suggest that practitioners should put more emphasis on developing innovative HR practices, as they are required by strategic flexibility.

Firms pursuing strategic flexibility should feel more confident when appointing a female CEO, because the results show that female leadership may enhance the positive impact of strategic flexibility on firm performance.

This research study is the first empirical examination of the mediating influence of innovative HR practices on the relationship between strategic flexibility and firm performance. The study also shows that female leadership benefits an organization in implementing strategic flexibility. The results are of value to researchers, human resource management managers, employees, and executives who are seeking to develop practices that are flexible and innovative in order to stay competitive in dynamic environments.

The research explores indecision of strategic leaders in a complex case organization. This research offers new insights into the drivers of indecision of upper echelons decision-makers and explores the perceived consequences of the decision-makers' indecision.

Following a review of literature on upper echelons theory and strategic decision-making, indecision and the antecedents and consequences of indecision, the research follows a qualitative exploratory design. Semi-structured interviews were conducted among 20 upper echelons decision-makers with responsibility across 19 Sub-Saharan African countries in a case company. Thematic analysis was used to analyze the data.

The findings reveal that specific organizational, interpersonal and personal factors work together to drive strategic leader indecision in a complex organization. Strategic leader indecision brings about several negative organizational consequences and demotivates team members.

The findings are based on a single-case exploratory design but represent geographical diversity.

The research cautions organizations to deal with the drivers of strategic leader indecision to help avoid potential negative consequences of stifled organizational performance and team demotivation.

The study offers previously unknown insights into strategic leader indecision. This study builds on current literature on the antecedents and consequences of indecision and has a new research setting of strategic leader indecision in a complex organization.

The aim of this research is to increase the understanding of how strategic and long-term innovation efforts can be organised, operated and co-created within a project-based organisational setting.

A case study with a qualitative approach was chosen, showing a critical case with powerful examples rather than representative samples, to draw conclusions from. The analysis builds on the concept of absorptive capacity, which provides a multidimensional perspective on innovation activities in organisations.

The difficulties in orchestrating an interplay between innovation processes and the construction process in itself is presented. The study identifies effects from introducing new “innovation roles” as well as comprehending implications of collaborative contract forms for innovation.

Based on a single case study, and being an in-depth empirical study, a rich description of innovation processes is provided which contributes to generalisation on processes rather than outcomes. The use of the absorptive capacity construct also contributes to a theoretically informed research on innovation in construction.

The study provides valuable insights regarding how to conduct collaborative innovation in within the frame of construction projects.

The study of a novel organisational setup, where multiple innovation processes is integrated in a construction project with a partnering contract, provides an understanding on how a construction client can manage the interplay between innovation processes and the construction process in itself. Furthermore, flows of knowledge and effects from introducing new innovation roles are unfolded.