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Recent advancements in Artificial Intelligence (AI) and, at its core, Machine Learning (ML) offer opportunities for organizations to develop new or enhance existing capabilities. Despite the endless possibilities, organizations face operational challenges in harvesting the value of ML-based capabilities (MLbC), and current research has yet to explicate these challenges and theorize their remedies. To bridge the gap, this study explored the current practices to propose a systematic way of orchestrating MLbC development, which is an extension of ongoing digitalization of organizations.

Data were collected from Finland's Artificial Intelligence Accelerator (FAIA) and complemented by follow-up interviews with experts outside FAIA in Europe, China and the United States over four years. Data were analyzed through open coding, thematic analysis and cross-comparison to develop a comprehensive understanding of the MLbC development process.

The analysis identified the main components of MLbC development, its three phases (development, release and operation) and two major MLbC development challenges: Temporal Complexity and Context Sensitivity. The study then introduced Fostering Temporal Congruence and Cultivating Organizational Meta-learning as strategic practices addressing these challenges.

This study offers a better theoretical explanation for the MLbC development process beyond MLOps (Machine Learning Operations) and its hindrances. It also proposes a practical way to align ML-based applications with business needs while accounting for their structural limitations. Beyond the MLbC context, this study offers a strategic framework that can be adapted for different cases of digital transformation that include automation and augmentation of work.

This study investigates the mediating role of organizational change capacity (OCC) in the relationship between the perception of extreme contexts and firm product and process innovation, which was not empirically investigated in the literature. In addition, this study explores the moderating role of the perception of extreme contexts-related variables, which were not operationalized in ordinary firms, on the relationship between OCC and firm product and process innovation.

A questionnaire-based research was conducted to test the suggested hypotheses. The data were gathered from 90 firms during the peak period of COVID-19.

This study shows that OCC, which covers contexts, process and learning dimensions, fully mediates the relationship between the perception of extreme contexts and firm product and process innovation. Also, this study discovers that the perception of extreme contexts, including temporal ordering of extremity, the magnitude of consequences, proximity among people and operational deficiencies, positively moderate the relationship between OCC and firm product innovation.

This study has constraints inherited in survey design, primarily sampling and country context.

This study identifies, conceptualizes and operationalizes the term extreme context, conceptually argued for particular organizations/units in ordinary/mundane organization settings so far. In addition, this study extends the current understanding of how the perception of extreme contexts interacts with a firm's capability to increase innovation efforts. Further, this study shows how OCC mediates the relationship between extreme contexts and firm product and process innovation.

Grounded in social cognitive career theory (SCCT), this study aims to examine the influence of contextual factors on the relationship between career satisfaction and organizational commitment, within the banking sector in Kuwait.

This study used a cross-sectional design analyzing a self-report questionnaire (N = 278).

This study investigates affective, normative and continuance commitment in relation to career satisfaction, within the banking sector in Kuwait. Findings indicate a positive relationship between career satisfaction and all of affective, normative and continuance commitment; although the relationship that appears to be the strongest is between career satisfaction and normative commitment.

The single site, cross-sectional approach is a limitation. The data were collected before the COVID-19 pandemic. Future research into career satisfaction and organizational commitment in different sectors is necessary and a replication of this study in a post-COVID context would also be valuable.

Human resource development (HRD) policies in contexts such as Kuwait should prioritize career progression initiatives to enhance career satisfaction and contribute to increased organizational commitment. More attention is necessary to organizational HRD career planning and development policies and processes. Effective line manager development programs to equip managers to provide feedback and constructive performance management are recommended, as is the organizational provision of career counseling and guidance to support career development policies and processes.

This study combines the use of established constructs with an SCCT theoretical lends to contribute new theorization of the relationship between career satisfaction and organizational commitment in non-Western cultural contexts. It challenges assumptions in current theorization of the relationship between career satisfaction and commitment that privilege affective commitment over other dimensions.

This study extends the understanding of the context of IHRM headquarters as one of the top management groups (TMGs) through the application of both upper echelons theory and contextual theory.

Semi-structured interviews were conducted with senior Israeli HR managers from international advanced-technology companies.

This study expands on theory by explaining how contexts act as constraints or opportunities for IHRM headquarter professionals as TMGs. The organizational context in which the IHRM headquarters take part is based on two themes: organizational structure and shared values. This is followed by the context of IHRM headquarters that includes two foundations for integration: strategic IHRM and trust. Finally, integration is derived from two themes: collaborative behaviors and electronic HRM.

This research has yielded a theoretical framework, which makes progress toward developing an integrative paradigm between IHRM headquarters' behavioral integration and organizational features. The paper presents a valuable “toolkit” for facilitating internal integration in IHRM headquarters.

This research paper takes an interdisciplinary approach, drawing from empirical data, to explore the relationship between organisational change management and strategic leadership to promote growth in value-driven, membership-based organisations through a qualitative multi-case-based analysis and to provide a discussion on the philosophies and practices of leadership teams which underpin successful organisational change within such not-for-profit organisations.

Each participating organisation had 700+ members, had previously experienced prolonged periods of auditable membership growth and employed distinctly different organisational models to facilitate growth. A qualitative multi-case study approach was adopted informed by 32 interviews with eight leadership teams. A thematic analysis provided a comparative review of responses.

All case study organisations emphasised the significance of strategic leadership teams and clearly communicated vision and flexible organisational structures as central to their strategic planning and subsequent growth. This builds on previous research which has explored organisational change in not-for-profit organisations and strategic leadership in not-for-profit organisations, which explores the strong linkages between the roles and functions of strategic leadership, organisational structures designed with the adaptive capacity to manage continuous and convergent change and their impact on sustained growth. Such linkages are more specifically supported by extended tenure of office for those in senior leadership roles, clear delineation of roles and responsibilities, the adoption of an outward growth-oriented focus and adaptable structures that encourage wider participation in leadership and management functions for the fulfilment of the organisation's mission. Most significantly, these organisations plan with change and growth in mind.

The findings of this research have transferable value to other not-for-profit, membership-based, value-driven organisations as well as other faith-based organisations, which will help to provide future linkages between leadership structures, decision-making and organisational design and its impact on the not-for-profit organisations' capacity for sustained growth.

This research challenges previous conceptions on UK church growth trends and observes that all the case organisations presented different organisational structures which were intentionally designed, context specific and developed by leadership teams with sustained growth in mind. Results from psychometric testing of participants confirmed that senior leaders of large value-driven organisations that have demonstrated a capacity for sustained growth are consistently likely to exhibit leadership characteristics which demonstrate a balanced capacity for personal humility and a committed resolve or professional will, which is also reflected in a pragmatic-type leadership style, building on previous psychometric testing research in this context.

This paper investigates organizational performance effects by using performance management (PM) practices (both quality and internal managerial practices) and the moderating effects of the organizational context (cultural aspects and government pressures) on this relationship.

Interrelationships are studied based on data collected by a unique survey administered to Portuguese government agencies. A combination of the economic theory (and the New Public Management [NPM] assumptions) with the institutional theory (inspired by the old institutional economy [OIE] and the new institutional sociology [NIS]) provides a plausibly adequate theoretical framework.

These support the hypothesis about the positive effects of PM practices use (both internal and quality-oriented practices) on organizational performance which validates economic and NPM assumptions. The regression results also show that performance would improve if PM practices were aligned with the organizational culture (at least partially). Looking at the moderating effects, the study finds that agencies more oriented to the use of internal management practices aligned with a citizen-centred approach would have improvements in internal performance, reinforcing OIE assumptions. In addition, findings confirm expectations about the insignificant impact on performance when agencies use PM practices under great government pressures (NIS in the isomorphism perspective).

The limitations appointed in the literature regarding the use of the survey method also apply to this study.

This paper innovates by the research on the interrelationships between the organizational context, the use of PM practices and the organizational performance. The use of different theories in a complementary way (economic and institutional theories) in the explanation of performance consequences provides new insights into the body of performance management in the public sector.

This paper aims to investigate the role of organizational and technological enablers and their arrangement and alignment with the external environment to facilitate supply chain integration (SCI), which consequently improves operational performance.

The paper uses a structural equation modeling approach and the data from 307 manufacturing firms from the International Manufacturing Strategy Survey version VI for hypotheses testing.

The findings of the study reveal that (1) the alignment and particular arrangement of the sociotechnical organizational factors enable the SCI of a firm, (2) suitable organizational arrangements help in leveraging SCI under environmental pressures, and (3) SCI leverages the relationship between sociotechnical organizational factors and operational performance of the firm.

This paper informs managers that SCI leverages the operational performance of firms under heightened environmental pressures. Developing suitable manufacturing technologies infrastructure followed by organizational practices aligned with the manufacturing technologies make it easier to realize SCI.

This study explores the interaction of technological, organizational, and environmental factors as driving and enabling factors that help achieve SCI. Firms that develop an open and collaborative environment and use communication and integrative technologies to complement their work practices better cope with external pressures. These modern forms of working and the use of technologies facilitate SCI and leverage it effectively to positively impact firm performance.

This paper is one of the first studies to examine specificities, including limits of mindfulness at work in an African organisational context, whilst dealing with the ongoing COVID-19 pandemic. It specifically addresses the role of organisational and managerial support systems in restoring employee wellbeing, social connectedness and attachment to their organisations, in order to overcome the exclusion caused by the ongoing pandemic.

The study uses a qualitative research methodology that includes interviews as the main data source. The sample comprises of 20 entrepreneurs (organisational leaders) from Ghana and Nigeria.

The authors found that COVID-19-induced worries restricted the practice of mindfulness, and this was prevalent at the peak of the pandemic, particularly due to very tough economic conditions caused by reduction in salaries, and intensified by pre-existing general economic and social insecurities, and institutional voids in Africa. This aspect further resulted in lack of engagement and lack of commitment, which affected overall team performance and restricted employees’ mindfulness at work. Hence, quietness by employees even though can be linked to mindfulness was linked to larger psychological stress that they were facing. The authors also found leaders/manager’s emotional intelligence, social skills and organisational support systems to be helpful in such circumstances. However, their effectiveness varied among the cases.

This paper is one of the first studies to establish a link between the COVID-19 pandemic and mindfulness limitations. Moreover, it is a pioneering study specifically highlighting the damaging impact of COVID-19-induced concerns on leader–member exchange (LMX) and team–member exchange (TMX) relationships, particularly in the African context. It further brings in a unique discussion on the mitigating mechanisms of such COVID-19-induced concerns in organisations and highlights the roles of manager’s/leader’s emotional intelligence, social skills and supportive intervention patterns. Finally, the authors offer an in-depth assessment of the effectiveness of organisational interventions and supportive relational systems in restoring social connectedness following a social exclusion caused by COVID-19-induced worries.

This study aims to investigate the factors influencing the adoption of data analytics in performance management. By examining the role of organizational and environmental contexts, this study contributes to the existing literature by proposing a novel and detailed technology-organization-environment (TOE) model for the complex interplay between firm characteristics and the adoption of data analytics. The results offer valuable insights and practical implications for organizations seeking to leverage data analytics for effective performance management.

The research draws upon a data set encompassing over 21,869 companies operating across all European Union member states. A multilevel logistic regression model was developed to evaluate the influence of organizational and environmental factors on the likelihood of adopting performance analytics in organizations.

The findings indicate that the lack of awareness of the benefits of data analytics and its practical application to address specific business challenges is a significant barrier to its adoption. Organizational contexts, such as variable-pay systems, employee training, hierarchical structures and frequency of monetary rewards, also influence the adoption of data analytics.

The study informs managers about the strategic role of data analytics capabilities in performance management for improved business intelligence and driving data culture.

The study helps managers understand the strategic role of data analytics capabilities in performance management, leading to improved business intelligence and fostering a data-driven culture in five key areas: structural alignment, strategic decision-making, resource allocation, performance improvement and change management.

The study advances the TOE theory, making it a more detailed and complete framework, particularly applicable to the adoption of performance analytics. It identifies the main factors of adoption that play a crucial role in this process.