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Data science promises new opportunities for organizational decision-making. Data scientists arguably play an important role in this regard and one can even observe a certain “buzz” around this nascent occupation. This paper enquires into how data scientists construct their occupational identity and the challenges they experience when enacting it.

Based on semi-structured interviews with data scientists working in different industries, the authors explore how these actors draw on their educational background, work experiences and perception of the contemporary digitalization discourse to craft their occupational identities.

The authors identify three main components of data scientists’ occupational identity: a scientific mindset, an interest in sophisticated forms of data work and a problem-solving attitude. The authors demonstrate how enacting this identity is sometimes challenged through what data scientists perceive as either too low or too high expectations that managers form towards them. To address those expectations, they engage in outward-facing identity work by carrying out educational work within the organization and (paradoxically) stressing both prestigious and non-prestigious parts of their work to “tame” the ambiguity and hype they perceive in managers’ expectations. In addition, they act upon themselves to better appreciate managers’ perspectives and expectations.

This study contributes to research on data scientists as well as the accounting literature that often refers to data scientists as new competitors for accountants. It cautions scholars and practitioners alike to be careful when discussing the possibilities and limitations of data science concerning advancements in accounting and control.

The purpose of this paper is to provide a theoretically informed analysis of the evolution of environmental management accounting (EMA) and social and environmental reporting (SER), and the accompanying development of a sustainability programme, in a large family-owned, unlisted corporation.

A longitudinal case study based on semi-structured interviews and documentary data was conducted. The main periods of fieldwork were carried out in 2007 and between 2010 and 2012. Sustainability reports were collected until 2019 when SER appeared to cease. The case analysis draws on the concepts of organisational identity (OI) and internal legitimacy (IL) to examine the decision-making and actions of a range of key organisational actors as they engage with EMA and SER.

The study demonstrates that a gap between an organisation’s identity claims (“who we are”) and its enacted identity (“what we do”) can enable the adoption of constitutive, performative and representational EMA and SER. It illuminates the nature of the role of key actors and organisational dynamics, in the form of OI and IL, in adapting these practices. It also demonstrates that, in giving meaning to the concept of sustainability, organisational actors can draw on their organisation’s identity and construct the comprehensibility of an organisational sustainability programme.

More empirical work is needed to examine the applicability of OI and IL to other settings. It would also be beneficial to examine the potential for OI work to allow organisations to change and reinvent themselves in response to the evermore pressing environmental crisis and the role, if any, of EMA in this process.

The study enriches our understanding of why and how EMA and SER evolve by demonstrating that paying attention to OI and IL can provide further insight into the decision-making and actions of organisational members as they recognise, evaluate, support and cease these practices.

Leadership development among postsecondary students can occur through a variety of experiences; one such experience is a leadership minor. The purpose of this descriptive interpretive study was to analyze students’ experiences while enrolled in a leadership minor with a focus on exploring evidence of leadership identity development. By exploring the leadership identity development of students enrolled in a leadership minor, we sought to provide valuable information for professionals within postsecondary leadership education offering, or planning to offer a leadership minor. Our analysis revealed changes in the leadership identity and skill development of students involved in the leadership minor. Implications and recommendations for leadership development programs, specifically leadership minors, arediscussed.

This paper aims to further the understanding of women entrepreneurs' multiple identities by exploring how they interact throughout women's life cycles.

This article combines a case study and a narrative analysis to investigate the experience of a woman who founded a business and retired after passing it on to her son. Data were collected by combining two different methods: biographical interview and follow-up interviews or conversations.

Findings show that interactions between a woman entrepreneur's multiple identities may evolve through two main processes of change: transformation and fading. In the transformation process, adverse interactions between identities turn into synergistic and fruitful relationships. In the fading process, conflicts between identities gradually disappear, giving way to peaceful coexistence. Women's agency proves paramount in making these processes possible and helping her achieve personal and professional fulfillment.

In prior studies, women entrepreneurs have mostly been observed at a specific time or stage in their life and entrepreneurial experience. This paper responds to the call for the adoption of a dynamic perspective in the analysis of interactions among a woman entrepreneur's multiple identities so as to show how they may evolve during her entrepreneurial experience.

This study aims to deepen the authors’ understanding of how identity influences opportunity perception in non-profit organizations. The authors expand to the discussion about opportunity perception by including the concepts of organizational identity, collective entrepreneurial cognition, co-creation and storytelling.

The study reports on a qualitative analysis of interviews, observations, reflections and other material produced during a European Union-financed project called FöreningsKICK. All in all, 35 workshops and lectures on how to develop associations have been held for 345 participants, representing 120 associations.

A collective identity is important because it influences how opportunities are perceived. A weak team spirit and a weak identity may even lead to situations where member choose to ignore good opportunities because they feel that pursuing the ideas would result in too much work for them personally. Contrariwise, a strong collective identity fosters an atmosphere of trust, which makes the members more willing to recognize and pursue opportunities.

This is a case study in a limited geographical area. To ensure generalizability, more research is needed.

The authors’ model provides a good opportunity to point out strategic and communicational shortcomings in organizations. When these are resolved, the result is a stronger organizational identity and new opportunities.

This study bridges a research gap by shifting focus of the entrepreneurial cognition research from an individual perspective to a collective perspective.

This paper discusses the challenges that two doctoral researchers faced while researching religious minorities and women in a culturally sensitive society such as Pakistan. Their shared interest in sensitive topics related to gender and minorities in Pakistan led both researchers to collaborate in this study to provide a better understanding of issues in qualitative research in the same research context. They discuss the challenges of interviewing participants within the educational context. They also suggest some ways to overcome such challenges.

Based on Foucualt's writings on regimes of truth, discourse and systems of exclusion, the authors in this study analyze how patriarchal and faith-based regimes of truth constrain some discourses that affect participants’ willingness and insights to reflect on the issues freely.

While reflecting on their experiences in data collection, authors report that qualitative researchers struggle to access participants to investigate issues related to gender subjectivities and minority faiths in educational contexts in developing societies like Pakistan. Researchers face a variety of problems, from their own positionality to participants’ access to their responses. The reason for this is patriarchal and religious regimes and also their intersecting relations that restrict participants’ ability to reflect on their issues. Minorities in Pakistan are often prevented from expressing their views freely by blasphemy fears. The discourses of gender are also sensitive. Therefore, the study suggests that in societies such as Pakistan, where religion and gender are emotive terms, the problem can be handled by counter-discourses that challenge truth regimes by conceiving research as a transformative practice. Moreover, such societies require a policy for protecting researchers and participants in the interest of knowledge production and dissemination.

This study is originally based on the primary data used in two doctoral studies.

For a long time, researchers have stressed the importance of identity for collaborative supply relationships. Accordingly, it has been proposed that supply relationships may be efficiently managed by establishing a shared collective identity among partners. However, this strategy may challenge the partners' individual distinctiveness and thus lead to adversarial relationship outcomes. In this article, it is argued how and when establishing an intergroup relational identity may be a better choice than building a collective identity.

The conceptual research is based on an analysis of previous literature. Relational identity theorizing and the theory of intergroup leadership are applied to build on and extend previous views on identity in interorganizational contexts.

It is proposed that when supply chain actors are subject to identity threats in collaborative supply relationships, such threats are driven by the imbalance of power between or among the parties. Therefore, establishing an intergroup relational identity should be preferred over a collective identity in situations characterized by a high identity threat.

Future studies could support this article's theoretical suggestions with empirical evidence.

Intergroup relational identity preserves the distinctiveness of all parties involved in a collaborative relationship and is based on their individual contributions. Managers could support a collaborative environment and promote a shared vision between or among organizations through appropriate rhetoric.

This study contributes to an understanding of the relational aspects of interorganizational behavior by adapting social psychological theories to this area of research.

Social innovation education aims to equip students with the skills and mindsets to pursue sustainable and just solutions to complex challenges, yet many programs fail to address the power dynamics underlying unjust social structures. This paper aims to examine a social innovation course that integrates equity, diversity and inclusion principles through critical service-learning.

Researchers conducted semi-structured interviews of 25 students and 5 key informants in a qualitative, single case design to understand multiple perspectives on significant factors in transformative learning. Document review and auto-ethnographic insights provide additional case background.

Students identified the service experience as unique and high impact. Significant factors included the atypical service structure, the EDI framework, and the partner organization as an exemplar in the field. Students displayed a spectrum of learning, from recall and comprehension to critical evaluation, new worldviews, and behavior change.

The findings of this qualitative study pertain to one partnership but are generalizable to theories. These findings are plausibly transferable to other experiential social innovation courses embedded in elite, private, predominately white research universities.

This empirical case examines a unique pedagogical and curricular innovation. By seeking to understand factors and outcomes of experiential learning, this study contributes to the literature on social innovation education and critical service-learning. The analysis produced novel insights for faculty and institutions aiming to integrate equity, diversity, and inclusion goals into social innovation programs.

Academic interest in role changes of management accountants (MAs) has increased during the past two decades. Role changes imply identity reconstructions as they do not only require an external legitimacy, but professionals have to internalize a new role script. Thus, this paper aims to contribute to a comprehensive understanding of the ongoing changes concerning MAs by providing an identity perspective.

This paper systematically reviews the literature on the changing role of MAs from an identity perspective, based on a conclusive sample of 64 articles.

This review identified several external factors such as professional associations and educational institutions as well as organizational and individual factors that impact MAs’ identity and act as change drivers. MAs’ identity is linked with their image in the public and within the organization and is challenged by increasing demands, conflicting expectations and technological progress. Hence, the literature sample illustrates a fragmented and contradictory picture regarding the changes of MAs’ identities and roles and displays that the idea of a simple movement from one identity to another is misleading. Furthermore, the identity perspective offers new issues for management accounting research, practice and education such as nested identity, multiple or desired identities.

To the best of the authors’ knowledge, this study is the first to review the literature of MAs’ changing identities and roles from an identity perspective. This perspective enables a novel focus on internal views, perceptions and internalized meanings of MAs connected with their role instead of exclusively debating changed external behavior expectations.