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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.

The purpose of this paper is to explore how online adjunct higher education faculty members perceive the role of using social media sites as instructional approaches. A purposeful sampling was used, and adjunct online higher education faculty members were invited to participate. An adjunct faculty member was defined as a person who taught part-time higher education courses; therefore, the faculty member was not hired as a full-time faculty member.

Qualitative researchers explore phenomena examining the lived experiences and participants behaviors; in this study, online adjunct instructors’ perceptions on classroom instructional social media online approaches were examined. Participants in this study were trained to teach higher education online courses and these teachers were the experts on the topic. The design for this study was an exploratory case study in which the participants were online adjunct instructors who taught at online higher education institutions in the Northeast. The case study approach was the most appropriate. The focus was the external events participants’ lives.

Three themes emerged from the analysis of the in-depth interview process. Based on the adjunct online higher education instructors’ perception on the use of social media teaching approaches in the classroom, the themes that emerged were uniformity of purpose vs personal beliefs need for justification importance student engagement and facilitation vs direct instruction. Themes reflected online teaching approaches higher education institutional missions and student learning and engagement outcomes.

In this study, adjuncts’ perceptions expressed and themes found may not be characteristic of other adjunct instructors’ views. In qualitative studies, participants are asked open-ended interview questions, which may have been a limitation for this study. Quantitative questions, such as the impact of using social media as an instructional approach, were not asked. In this study, adjunct online higher education instructors were invited to share their views on the study topic. Additionally, qualitative researchers are limited by the data collection method and the data analysis process. Therefore, researchers who would like to repeat this study on adjunct online higher education teachers’ perspectives may be unable to duplicate the research.

The significance of this study is the need for a renewed global initiative in higher education to promote the use of social media training for online adjunct faculty members. Online higher education faculty members’ reflections on using social media tend to be recorded from a personal rather than a professional point of view.

The implication for online higher education leaders is to review mission statements and reevaluate how the use of social media may impact student learning outcomes, student career readiness and student engagement opportunities.

The need for a renewed global initiative in higher education to promote the use of social media training for online adjunct faculty evolved as the significance of the study. Because inclusion requirements and workshop training for the use of social media in online higher education classrooms vary among higher education institutions, online adjunct faculty social media classroom practices and perceptions widely vary.

The purpose of this paper is to focus on a course in entrepreneurship education for students studying for a Masters in Educational Sciences at a Finnish university. The course was structured around the principles of constructive alignment and aimed to move beyond reflection on entrepreneurship towards action

The course was delivered in alignment with intended learning outcomes, teaching and learning activities, and assessment. Along with lectures, group work and peer-review activities, students prepared a career development plan as the course progressed, undertook a homework assignment, wrote a reflective journal, and sat the GET2 test twice.

Quantitative and qualitative analysis suggests that students developed more enterprising attitudes as result of participating in the course. This paper makes an argument in favour of entrepreneurship as a subject for all, a transformative experience capable of shaping the mindset in all who participate.

This paper shows how a course on entrepreneurial education based on a “through” approach can be taught at a tertiary level in places other than economics faculties or business schools. Most tertiary courses rely on “about” and “for” approaches to entrepreneurial education, are teacher-centred, and follow a behaviouristic or cognitive learning paradigm of knowledge transmission, as opposed to the student-centred constructivist approach deployed and described here.

The purpose of this article is to posit an alternative learning design approach to the technology-led magnification and multiplication of learning and to the linearity of curricular design approaches such as a constructive alignment. Learning design ecosystem thinking creates complex and interactive networks of activity that engage the widest span of the community in addressing critical pedagogical challenges. They identify the pinch-points where negative engagements become structured into the student experience and design pathways for students to navigate their way through the uncertainty and transitions of higher education at-scale.

It is a conceptual paper drawing on a deep and critical engagement of literature, a reflexive approach to the dominant paradigms and informed by practice.

Learning design ecosystems create spaces within at-scale education for deep learning to occur. They are not easy to design or maintain. They are epistemically and pedagogically complex, especially when deployed within the structures of an institution. As Gough (2013) argues, complexity reduction should not be the sole purpose of designing an educational experience and the transitional journey into and through complexity that students studying in these ecosystems take can engender them with resonant, deeply human and transdisciplinary graduate capabilities that will shape their career journey.

The paper is theoretical in nature (although underpinned by rigorous evaluation of practice). There are limitations in scope in part defined by the amorphous definitions of scale. It is also limited to the contexts of higher education although it is not bound to them.

This paper challenges the dialectic that argues for a complexity reduction in higher education and posits the benefits of complexity, connection and transition in the design and delivery of education at-scale.

Transitions to and within university studies can be associated with heightened distress in students. This study focusses on the less studied transition from a bachelor’s to a master’s degree. During a master’s degree, study requirements and autonomy increase compared to bachelor’s studies. The present study examines how students’ experiences of study-related burnout, their approaches to learning and their experiences of the teaching and learning environment (TLE) change during this transition. Moreover, the study examines how approaches to learning and the TLE can affect study-related burnout.

Questionnaire data were collected from 335 university students across two timepoints (bachelor’s degree graduation and the second term of their master’s degree).

The results show that students’ overall experience of study-related burnout increases, as does their unreflective learning, characterised by struggling with a fragmented knowledge base. Interestingly, students’ experiences of the TLE seem to have an effect on study-related burnout in both master’s and bachelor’s degree programmes, irrespective of learning approaches. These effects are also dependent on the degree of context.

The study implies that students’ experiences of study-related burnout could be mitigated by developing TLE factors during both bachelor’s and master’s degree programmes. Practical implications are considered for degree programme development, higher education learning environments and student support.

The purpose of this paper is to show how work-based and work-applied learning (WAL) can enhance the intellectual capital of organisations.

The paper draws organisational learning- and work-based learning literature and case study illustrations.

To achieve major strategic change in organisations requires working at senior level within the organisation to develop the capability of the organisation to learn and apply that learning strategically. WAL is explicitly geared to bring about change and enhance the learning capability within the organisation.

There is a need for further longitudinal studies of organisations that have used the work-based and WAL approaches.

The conclusions reached have implications for higher education and non-award bearing executive education.

The alignment of individual learning with organisational objectives positions learning as a co-operative part of working life rather than just individual preparation for employment.

The paper positions work-based learning and WAL as appropriate responses to the learning needs of organisations as well as individuals.

Shared understandings of curriculum reform within and between the levels of the educational system are suggested to be crucial for the reform to take root. The purpose of this paper is to explore variation in perceived curriculum coherence and school impact among state- and district-level stakeholders.

The participants (n=666) included state- and district-level stakeholders involved in a national curriculum reform in Finland. Latent profile analysis was employed to identify profiles based on participants’ perceptions of the core curriculum’s coherence and the reform’s impact on school development.

Two profiles were identified: high coherence and impact, and lower consistency of the intended direction and impact. State-level stakeholders had higher odds of belonging to the high coherence and impact profile than their district-level counterparts.

The results imply that more attention needs to be paid in developing a shared and coherent understanding particularly of the intended direction of the core curriculum as well as the reform’s effects on school-level development among state- and district-level stakeholders.

The study contributes to the literature on curriculum reform by shedding light on the variation in perceived curriculum coherence and school impact of those responsible for a large-scale national curriculum reform process at different levels of the educational system.

The purpose of this paper is to enlighten the intriguing process of industry asset consolidation. It is critical for firms to manage their business acquisitions strategically for survival in this industry life cycle process, which develops through multiple company mergers. The companies extensively acquiring industry assets have utilized acquisition programs consisting of both pre-acquisition strategizing and post-acquisition integration; however, the existing literature on acquisition programs focuses on post-acquisition integration activities. This study aims to bridge this gap.

This study focuses on pre-acquisition strategizing of acquisition programs and proposes a model in which an acquiring company could manage its acquisitions for industry asset consolidation over the industry evolution.

Empirically, in the multi-case study of telecommunications infrastructure companies, the authors collect an extensive set of archival records accumulated over the whole industry life-cycle, spanning more than 30 years, and they apply a qualitative data analysis to reveal strategic actions within the companies.

The discoveries elaborate on activities comprising the acquisition process model: social legitimacy, strategic alignment, resource fulfillment, consolidation pursuit and merging.

The counterintuitive findings are that the companies strived to ensure legitimacy early in the telecommunication infrastructure markets before they reached strategic alignment with their owners.

The results extend the understanding of industry asset consolidation as an organization-level phenomenon and show how contextual factors connected to industry life-cycle phases, such as regulatory regimes and financial cycles and industry evolution, influence the attributions of an acquisition program.

Key to transnational higher education (HE) cooperation is building trust to allow for seamless recognition of studies. Building on the Tuning Educational Structures initiative (2001) and lessons learnt from the Organisation for Economic Cooperation and Development (OECD)-Assessment of Learning Outcomes in Higher Education (AHELO) feasibility study, this paper offers a sophisticated approach developed by the European Union (EU)-co-financed project Measuring and Comparing Achievements of Learning Outcomes in Europe (CALOHEE). These evidence the quality and relevance of learning by applying transparent and reliable indicators at the overarching and disciplinary levels. The model results allow for transnational diagnostic assessments to identify the strength and weaknesses of degree programmes.

The materials presented have been developed from 2016 to 2023, applying a bottom-up approach involving approximately 150 academics from 20+ European countries, reflecting the full spectrum of academic fields. Based on intensive face-to-face debate and consultation of stakeholders and anchored in academic literature and wide experience.

As a result, general (overarching) state-of-the-art reference frameworks have been prepared for the associated degree, bachelor, master and doctorate, as well as aligned qualifications reference frameworks and more detailed learning outcomes/assessment frameworks for 11 subject areas, offering a sound basis for quality assurance. As a follow-up, actual assessment formats for five academic fields have been developed to allow for measuring the actual level of learning at the institutional level from a comparative perspective.

Frameworks as well as assessment models and items are highly innovative, content-wise as in the strategy of development, involving renown academics finding common ground. Its value is not limited to Europe but has global significance. The model developed, is also relevant for micro-credentials in defining levels of mastery.