Flexible Interpretation Research Articles

Two Systems, One Concept of Comparative Analysis of Dutch Noodwer and Indonesian Forced Defense

This study comparatively analyzes the concept of noodweer in Dutch criminal law and forced defense in the Indonesian Criminal Code. Using a qualitative analysis method with a normative and comparative juridical approach, this study examines the differences and similarities between the two concepts, as well as their implications in legal practice. The results show that there are significant differences in interpretation and application, although there are similarities in basic principles. The Netherlands tends to adopt a broader and more flexible interpretation of noodweer, reflecting its emphasis on individual rights. In contrast, Indonesia applies a stricter interpretation to forced defense, which can be understood as an attempt to strengthen the role of the state in conflict resolution. These differences are influenced by historical, socio-cultural factors and the development of each country's justice system. The implications are seen in law enforcement and the protection of individual rights. The Dutch approach offers greater flexibility in handling complex cases, while the Indonesian approach provides clearer guidance for law enforcement officials. The study also explores the challenges and prospects for harmonizing the concept of forced defence internationally, concluding that there are opportunities for partial convergence through the development of international minimum standards and increased knowledge exchange between countries.

Kristen Progresif: Analisis Kritis Terhadap Penyimpangan Teologis dalam Pemikiran Modern

Progressive Christianity has emerged as one of the significant streams of thought in modern theology. This movement seeks to reinterpret Christian teachings by incorporating contemporary social and cultural values. However, the evolving understanding of Progressive Christianity often sparks debates over deviations from established orthodoxy and traditional Christian practices. This article aims to critically analyze Progressive Christianity, focusing on the theological deviations present in these new interpretations. The study explores the impact of progressive thought on the core principles of Christian faith and its consistency with traditional teachings. This research employs a qualitative approach using literature analysis methods. Primary and secondary sources relevant to Progressive Christianity and traditional Christian theology are critically examined to identify significant doctrinal changes and shifts. The findings reveal that Progressive Christianity tends to adopt secular values and flexible moral interpretations, often conflicting with traditional teachings. Certain concepts within Progressive Christianity, such as the reinterpretation of the Bible and fundamental doctrines, are seen as potentially diluting the core of Christian faith. Progressive Christianity presents a significant challenge to Christian orthodoxy by attempting to merge modern thought and contemporary interpretations into theology. This analysis indicates that while there is an intent to make the Christian faith more relevant to the modern world, such thinking can lead to deviations from the true foundations of Christian faith.

Deprioritising cars beyond rerouting: Future research directions of the Barcelona Superblock

The Barcelona Superblock is an urban transformation strategy that has gained considerable momentum in the last few years and holds the promise to transform neighbourhoods and cities to be more liveable and sustainable by deprioritising cars. The implementation of Superblocks in different geographies reveals a flexible conceptual interpretation and adaptation. Here, a combination of mobility, street transformation, and ancillary measures is proposed to form the core of successful Superblock implementation. A critical perspective reveals challenges and research needs for a future research agenda along five domains: to quantify sustainability impacts, to perform integrated analysis, to determine optimal locations for implementation, to explore costs and to establish ways for their rapid realisation. Research along these domains is put forward to inform and guide the transformation of public street space to tackle liveability, urbanisation, climate adaptation and climate mitigation. The Superblock is an urban design concept that seeks to bring about a sustainability transition not only in re-arranging routes for cars but also in assigning space to alternative uses. For successful transfer policy transfer, increased evidence-based quantification of positive sustainability impacts and pursuing an integrative agenda that justifies Superblock location choices are argued for, including establishing specific street designs to achieve multiple sustainability impacts.

Transformation und Reduktion von Aufführungswirklichkeit

Abstract This article explores the challenges involved in editing medieval Shrovetide plays (‚Fastnachtspiele‘). These texts blur the distinction between performance scripts and texts intended solely for reading. This ambiguity complicates the editing process, necessitating a delicate balance between ensuring interpretive flexibility and making pragmatic decisions about whether to delve into the original performance intentions behind a manuscript. The article highlights the crucial role of considering performance dynamics, especially when dealing with texts that contain gaps implying unspoken stage actions. Rather than attempting to fill these gaps, the focus should be on marking them within the edited text.

Parasites provide evidence for fish consumption among Iron Age Siberian pastoralists

The subsistence economies of prehistoric pastoralists of the Eurasian steppes have long been viewed through an oversimplified model of reliance on domesticated animals. This conceptualization has begun to shift dramatically through the introduction of scientific analyses, pivoting towards an evidence-based interpretation of economic flexibility and adaptive heterogeneity. Here we provide insights into the dietary practices of Iron Age pastoralists in Siberia through an archaeoparasitological analysis. Soil samples from the Tunnug 1 site in southern Siberia reveal the presence of helminth eggs of Taenia sp. (likely), Trichuris sp., and Dibothriocephalus sp. This indicates that the diet of the analysed prehistoric population might have included beef and did include freshwater fish, occasionally consumed in undercooked or raw form. Despite the primary reliance on pastoralism and possibly small-scale millet agriculture, these populations engaged in diverse dietary practices, including fish consumption. Additionally, the presence of Trichuris sp. eggs points to poor sanitary conditions, possible consumption of contaminated plant foods, and the contamination of drinking water with feces. By providing direct evidence of dietary habits, archaeoparasitology complements isotopic analyses and contributes to a more nuanced understanding of the subsistence strategies.

Gheorghe I. Brătianu on the historical borders of Moldova and the place of Bessarabia within the romanian unity. Part I

More than seven decades after his physical disappearance, Gheorghe I. Brătianu appears as one of the most talented and fruitful Romanian historians, a fact due to the thorough education he had since his early childhood, his versatile erudition, the accuracy of his work, and to his interpretative flexibility. All these exceptional qualities ensured him a place of first rank in Romanian and universal historiography, a prestige undisturbed by the inexorable passing of the years. He believed in historical truth and in the fact that it would win, regardless of the fate of those who served it. For the scholar Gheorghe I. Brătianu, son of Ion I.C. Brătianu and Princess Maria Moruzi Cuza, Great Romania was not a fleeting idea, but an ideal for which he fought with the strength of creative ideas, but also literally, weapons in hand. At the outbreak of the First World War, he volunteered and took part in the battles in the Trotuș valley (1917) and Bucovina (1918), being wounded twice. He also took part in the War for Reunification, taking part in the campaigns in Bukovina (1941) and Crimea (1942). As rightly appreciated by Acad. Șerban Papacostea (1993), „The action of Gh. I. Brătianu’s was straightforwardly carried out in the direction of the broad national interest conceived in the spirit of tradition and the historical mission assumed by his family. The sense of duty, supported by this tradition, inspired both his strength to resist the temptations of power when it strayed from its traditional national purpose, the determination to expose his life on the battlefield when the supreme interests of the nation were at stake and, above all, the strength not to abdicate from the creed of his life when he had to pay for this act of fidelity at the cost of his existence”.

Unbounding the future: New directions for climate‐changed geographies

AbstractThis commentary reflects on the contributions that human geography has made to climate change research, as well as future directions for human geographic work on climate change. I suggest that one of the key achievements of the field is to render climate change a boundary object: an entity whose interpretive flexibility allows it to become a shared object of knowledge that, in principle, facilitates collaboration across disparate communities of practice. However, the ways in which that contribution has been made, and made possible, have effects that ripple elsewhere. While the subfield of political ecology and its historiographical methods have played vital roles in laying the intellectual foundations for human geographic work on climate change, and thus its ability to construct climate change as a boundary object in the first place, I suggest that they and other neo‐Marxian approaches to the study of the (climate‐changing) environment tend to diminish human geographic engagement with the future as an object of scholarly inquiry. To address that limitation and help push climate‐changed geographies in novel directions, I suggest that climate‐changed futures be engaged problematically. I then conclude with a discussion of key empirical domains—chiefly climate reparations and climate adaptation—where such problem‐oriented work may be productively applied.

Accessibility and expansion of the narratives’ space: convergent technologies and semiotics of exposition in an art museum

The development of convergent technologies opens up new horizons for expanding the sensory experience of museum visitors, especially the people with disabilities and alternative perception. We argue that augmented reality (AR) technologies, mainly used to develop applications that visually expand physical spaces, may serve not only as a tool of inclusion and immersion, but also an instrument of reviewing the narrative of art history delivered by a classical museum. Although AR technologies are focused mainly on visuality, detecting and localizing objects and images, as well as mapping and augmenting the visual space, they could be employed to expand the museum environment by other sensory modalities, such as sound and tactile sensations. Increasing the level of information accessibility of museum expositions and the independence of the development of exhibition space by people with disabilities is possible, among other things, by providing them access to context-aware information (MoMA, Tate, Garage and other institutions provide examples of such type of curatorship and exposition design).Furthermore, we argue that the issue of contextualization of knowledge received by the museum visitor is considered should be considered in a broader sense: we take the museum as a space of narration, where the main concepts of art history (with its conventional semantic accents and limitations) are shaped, consolidated and delivered. Having analyzed the logic of a classical art museum exposition, we review the alternative models for presenting art history narratives (in curatorial projects of A. Malraux, J.-H. Martin and F. Lyotard) and argue that new media may become a tool not only for inclusiveness and immersion, but also for a special type of subjectivation of the viewer involved in the process of creative rethinking of the history of art. Inclusiveness, immersion and semantic flexibility provided by new media makes museums a space for an open dialogue. Instead of outlined birders and «ready-to-use» senses an exhibition can show how «other things are possible». We argue that curatorial experiments and media applications dedicated to art can turn a museum into a zone of seeking that awakens the viewer to an independent search for subtle meanings and stories that exist on the periphery of the classical history of art. And the new media extensions of museum space, considered in the context of inclusion, may also be viewed as a tool for building new narratives and developing models for a more flexible and complex interpretation of art history in a multipolar world.

Which client is worthy of using discretion? Analysing storytelling practices of Dutch street-level bureaucrats in inter-departmental settings

Abstract Multiple welfare states are re-emphasising the need for street-level bureaucrats’ (SLBs) discretion to stimulate responsive service provision. However, little is known about how SLBs with diverse backgrounds in inter-departmental settings deliberate what it means to use discretion well when different rules, eligibility criteria, and interpretations apply to a client. We address this gap by investigating the stories that participants of a Dutch policy experiment told each other to justify which clients should be granted a flexible interpretation of entitlement categories amid scarcity. We found that ‘caretakers’ used the ‘victim of circumstances’ and ‘good citizen’ plot-type to convince ‘service providers’ that the use of discretion was the right thing to do, whereas the latter used the ‘not needy enough’ or ‘the irresponsible citizen’ plot-type for contestation. Our analysis shows that storytelling helped SLBs to make sense of and bring cohesion to complex situations. Moreover, the analysis shows how stories can have a strong emotional appeal and create a sense of urgency to act collectively, yet can also create divisions and opposition among SLBs. As such, storytelling influences how SLBs think and feel about the client, themselves, and each other, and influences how discretion is used at the front-line of public policy.

Jurisdictional imaginaries as contested geographies: A metaphor analysis of reference cases about Canada's Impact Assessment Act

Jurisdictional imaginaries, defined as constitutive and productive fictions with real world effects, serve a distinct purpose in the context of debates over Canadian environmental impact assessment. Metaphors are one way in which jurisdictional imaginaries are maintained and contested. In creating associations between entities, metaphors mark storytelling about jurisdiction with the imprints of history and place, and shape thinking about arrangements of authority within contested geographies. In Canadian reference cases (questions posed by governments to courts to seek advice on legislation), the judiciary settle conflicts over jurisdiction through case-by-case assessments based on interpretations of the Canadian constitution in which debates about federalism loom large. Our analysis of two reference cases on Canada's Impact Assessment Act (IAA) evidenced disagreements in court decisions about the scope and significance of provincial and federal authority, which hinged on metaphors of separation and conflict, and drew on two competing imaginaries: a classical imaginary which envisions dualist, hierarchical, and exclusionary orders of authority between provincial and federal governments; and a modern imaginary which emphasizes jurisdictional overlap and flexibility in constitutional interpretation. Reading these divergent imaginaries against a backdrop of legal pluralism and ongoing settler colonialism, we argue that both imaginaries normalize, rather than unsettle, colonial political logics predicated on the replacement of Indigenous sovereignty by European legal orders. The IAA reference cases, far from mere technical assessments of the constitutionality of legislation, highlight political questions about what kind of society Canada is and could become.

A Comparative Analysis of Remedies and Challenges in the Protection of Stakeholders Rights: OHADA vs. English Corporate Law

This article provides a comparative analysis of the remedies and challenges in the protection of stakeholder rights under OHADA (Organization for the Harmonization of Business Law in Africa) and English corporate law. The study focuses on key legal remedies available to stakeholders, including the derivative action model, the unfair prejudice remedy, personal right of action, remedies for breach of contract and torts, representative actions amongst other remedies. Under OHADA, the uniform legal framework aims to harmonize business laws across member states, promoting legal certainty and economic growth. In this context, the derivative action model allows minority shareholders to seek redress for wrongs committed against the company, while the unfair prejudice remedy protects stakeholders from actions that harm their interests. Personal right of action and remedies for breach of contract and torts provide additional avenues for stakeholders to seek justice. Representative actions further enable collective redress for affected parties. In contrast, English corporate law, rooted in a common law tradition, offers flexibility and judicial interpretation in protecting stakeholder rights. The derivative action model in English law allows shareholders to bring claims on behalf of the company, while the unfair prejudice remedy addresses situations where minority shareholders are treated unfairly. Personal right of action and remedies for breach of contract and torts are well-established, providing robust protection for stakeholders. Representative actions in English law facilitate collective litigation, enhancing access to justice. In tandem with the foregoing, this paper explores challenges in the practical enforcement of these remedies, including differences in legal culture, enforcement mechanisms, and jurisdictional issues. By comparing OHADA and English corporate law, the study provides insights into the effectiveness of various legal frameworks in protecting stakeholder rights and offers recommendations for enhancing stakeholder protection through legal reforms and policy initiatives. Through a content analysis of primary and secondary data, we uphold that this article contributes to the discourse on corporate governance and stakeholder theory, offering valuable perspectives for policymakers, legal practitioners, and scholars interested in the protection of stakeholder rights in diverse legal environments.

Understanding the social construction of the metaverse with Q methodology

Following social constructivism, the Metaverse can be seen as a “boundary object,” allowing “interpretative flexibility” across communities while maintaining a “common identity” to facilitate interactions and consensus. Understanding the social construction of the Metaverse requires acknowledging diverse perspectives that shape the discourse surrounding it. This research employed an internet-based Q methodology study to examine such “boundaries” within the Metaverse discourse. The study involved 46 participants from 14 countries and diverse sectors within the global Metaverse industry, who engaged in online card ranking exercises using statements covering five essential aspects of the Metaverse: Terminology, Cultural Values, Societal Impact, Economics, and Regulation. The factor analysis revealed four prominent frames of perspective: 1) Debating Liberal Globalism; 2) Critiques of the Metaverse as a Threat to Humanity; 3) The Metaverse as Neoliberalization; and 4) the New Prometheans: Techno-Optimism in the Digital Revolution. These frames underscore polarized perceptions related to the political-economic aspects of Metaverse development, particularly concerning affordability, infrastructure limitation, and digital literacy, all crucial for preventing global divisions. The findings contribute to policy dialogues focused on the social impact of technology innovation. Additionally, this research provides hands-on experience in designing and implementing a digitalized Q methodology, resulting in more systematic and transparent Q exercise procedures.

Image interpretation scaffolds support adolescents’ historical reasoning

BackgroundImage interpretation scaffolds and mind mapping may support students’ historical reasoning. Benefits of such approaches are, until present, not empirically tested. AimsThis quasi-experimental study compared effects of three conditions: a sequenced image interpretation scaffold, a flexible image interpretation scaffold, and mind mapping on students’ historical reasoning about and with images. SampleParticipants were adolescents (secondary school students, N = 145, M age 13.9 years). MethodsHistorical reasoning was assessed with a writing task. Participants interpreted three photographs over three time points. At T1, students had no support. At T2 and T3, students interpreted an image with the randomly assigned condition. Students’ interpretative essays were rated to assess historical reasoning. ResultsImage interpretation scaffolds better supported historical reasoning than mind mapping. Both interpretation scaffolds enhanced historical reasoning. Particularly the flexible image interpretation scaffold appeared to benefit contextualization and the description of the relevance of the image message for the present. However, effects of the flexible scaffold were not stable over time. ConclusionsImage interpretation scaffolds seem beneficial to support students’ interpretation of historical images. Further research needs to investigate how image interpretation scaffolds support historical reasoning for different types of images.

The principle mutatis mutandis as an tool for changing judicial practice beyond the limits of reasonable discretion

The article is devoted to the analysis of the validity of changes in the practice of the Grand Chamber of the Supreme Court, which should be considered as a deviation from previously formulated legal positions regarding the effective way of protecting the law, using the mutatis mutandis principle. It is emphasized that scientists have the right to carry out a critical analysis of judicial practice in the context of its compliance/non-compliance with the doctrine. A distinction was drawn between the right to interpret laws by the court and the exercise of discretionary powers, in which the degree of discretion is assessed as unreasonable and excessive; the use of used lecture structures is argued. Attention is focused on the inadmissibility of the practical implementation of individual, arbitrarily selected elements of the scientific debate into judicial practice, in particular, concerning the principle of stare decisis and the justification with its help of the right to judicial rule-making - in the form of a precedent that de facto already exists in practice and is recognized by theory, but, being called precedent, is not identical with classical English precedent. The analysis was carried out according to three vectors corresponding to different periods and appropriated standards of judicial practice. The first is a change in the position from “a mistake in choosing an effective method of defense as an independent reason for refusing a claim” to “a refusal to resolve a dispute due to the ineffectiveness of the method of defense chosen by the plaintiff can actually be considered as a limitation of the right to access to court.” The second is the introduction of a flexible approach to understanding the principle of dispositiveness and moving away from an overly formal assessment of the “proper claim”, which “cannot be considered by the courts as an improper method of protection”. The third already marks the conclusion “about the interpretation” of the claim, mutatis mutandis - for the purpose of full protection of the right in one process. The conclusion states that the interpretation (interpreting) of the claim contradicts the principle of dispositiveness, and its flexible interpretation in favor of such an interpretation will violate the right of the other party, who will not be able to predict the result of such an interpretation when constructing and proving its own position. Courts’ excessive fascination with innovations - with the usurpation of the right to rulemaking and departure from the doctrine - is unlikely to contribute to justice. This is indirectly indicated by frequent deviations from previous legal positions, which do not contribute to legal certainty.

Adolescent Substance Use, and Related Emergency Room Visits, and Continuum of Care

Abstract: Adolescence is a unique developmental period marked by biophysiological changes and psychosocial exploration. Risk-taking behaviors, including experimentation with psychoactive substances, are common during this period. Emergency room (ER) visits for adverse events related to adolescent substance use have increased over the last two decades. Without a continuum of care from the ER, significant opportunities to intervene are missed. The narrative review article aims to provide an overview of substance use during Adolescence in the United States, highlight related ER visits, and discuss extending care beyond the ER. A literature review was conducted to reveal historical and recent studies related to adolescent substance use trends, morbidity, and mortality patterns, as well as the much-needed continuum of care after the ER. Our approach prioritized capturing diverse perspectives and significant studies relevant to these themes, aiming for a thorough discussion without strict adherence to systematic review methodologies. The selection of studies involved a comprehensive search across multiple databases, including PubMed, Google Scholar, and relevant academic journals. Search terms were tailored to capture studies addressing adolescent substance abuse, ER visitation, and aftercare. Studies were screened based on title, abstract, and full-text review, with a focus on relevance and significance to the review's objectives. The strategy for this narrative review facilitated a detailed exploration of the selected themes while also allowing for flexibility in study selection and interpretation. National studies indicate an overall decline in the proportions of adolescents using substances compared to pre-COVID-19 levels. However, morbidity and mortality patterns have not mirrored this decline. Various factors, including gender, location, and specific mental health disorders, are associated with adolescent substance use presentations. Acute care providers in emergency settings, employing protocols like SBIRT, can significantly impact outcomes by facilitating appropriate screening and referral to aftercare treatment programs. Identification of barriers to care, such as stigma and social determinants of health, is important in formulating tailored interventions. While acute care provides an opportunity to intervene and initiate treatment, a continuum of care is essential to reduce morbidity and mortality patterns among adolescents with substance use.

Historia, cuidados y género: discusiones y agendas futuras para la investigación historiográfica

The article presents a general, though not exhaustive, overview of the notion of care and its presence and relevance in gender historiography, examining how historical research can inform and shape new discussions. A bibliographic and narrative review methodology is used, comparing selected studies based on their contributions and scope. Given that care is a transdisciplinary issue with significant heuristic potential, both historical topics and those from other branches of the humanities and social sciences are considered. Care is understood here both as an affective and a labor disposition, and it is from these dimensions that the main debates and problems are presented, focusing specifically on those that have had the greatest presence in gender and history studies: domestic work, feminized professions that care for others, affective communities, and maternal love. In the context of the current care crisis, it is concluded that the topic needs to be viewed broadly and its contributions revalued from a critical gender theory perspective, also considering a historiographic perspective sensitive to contexts and capable of interpretive flexibility. The article focuses on the main academic discussions held in North America and European countries, aiming to contribute to understanding the theoretical and applied scope of care and acknowledging that there is still much ground to cover. The conclusions offer an overview of the thematic lines and theoretical assumptions that could enrich future historiographical research agendas on care.

Circular economy: A review of review articles

AbstractThe circular economy (CE) has emerged as a focal point in discussions surrounding sustainable development, industrial production, and resource efficiency. While it has garnered attention as a ground‐breaking paradigm with the potential to harmonize economic, societal, and environmental dynamics, divergent perspectives and critical inquiries have surfaced. This paper delves into the interdisciplinary literature on CE, exploring the interpretative flexibility inherent in its conceptualization. Acknowledging the diverse range of strategies associated with the CE, the study contends with the potential risks of its misappropriation, emphasizing the importance of understanding its systemic socio‐ecological implications. With an umbrella review approach, rarely applied in social sciences, the study navigates through 167 review articles, unveiling thematic trends and identifying gaps within the existing literature. By scrutinizing the techno‐managerial dominance within CE discussions, the paper calls attention to the overshadowing of numerous critical issues. It highlights the importance of systematic attention to CE's social aspects, essential to provide insights into how policies, strategies, and actions affect the society, as well as the emerging discussion on the alternative social transformative paradigm. The paper concludes with a three‐stage study design: a meticulous review of 167 articles, a thematic analysis revealing trends, and a reflective exploration of potential research avenues. This review serves as a comprehensive guide for scholars and practitioners for a holistic understanding of CE and encouraging contributions to address identified gaps and fostering the evolution of CE literature.

Flexible parsing, interpretation, and editing of technical sequences with splitcode.

Next-generation sequencing libraries are constructed with numerous synthetic constructs such as sequencing adapters, barcodes, and unique molecular identifiers. Such sequences can be essential for interpreting results of sequencing assays, and when they contain information pertinent to an experiment, they must be processed and analyzed. We present a tool called splitcode, that enables flexible and efficient parsing, interpreting, and editing of sequencing reads. This versatile tool facilitates simple, reproducible preprocessing of reads from libraries constructed for a large array of single-cell and bulk sequencing assays. The splitcode program is available at http://github.com/pachterlab/splitcode.

Personal Storyworlds

By combining perspectives from transmedial narratology and musicology, this article explores how the notion of a “personal storyworld” can offer new opportunities for understanding the transmedial processes whereby pop artists’ personas are continually (re-)constructed and (re-)negotiated through and across myriad points of contact between artists and audiences. Emphasis is placed on the performative potential of audiovisual aesthetics and public posturing, on the one hand, and on audiences’ interpretive flexibility, on the other. These related themes are addressed through a case study of an artist who aptly exemplifies the continual transfiguration of pop personas, namely Justin Bieber. The main part of the case study concerns how Bieber’s sixth studio album, Justice (2021), and associated material (music videos, live performances, interviews, promotional material, social media posts) related to and formed part of his broader personal storyworld. This sets up an exploration of how the dynamics between retrospection and reinvention shape the reframing of personas, which raises a series of questions concerning the dialectic between continuity and change, artist-audience dynamics, and transmedial processes of interpretation.

Empowering Internal Control: A Case Study in Leveraging Data and Technologies

This essay responds to the PCAOB's call for insights into data analytics and emerging technologies in auditing by developing a Social Construction of Technology (SCOT) framework to embed data analytics and technologies to improve internal control performance. SCOT outlines four phases of institutionalization: problem definition, interpretative flexibility management, stabilization, and social construction. This paradigm is validated through a documented procedure of institutionalizing a data-driven analyticproject optimizing the purchase-to-payment process at a state university. The study used a value-focused thinking approach to observe and identify the values at stake in the decisions about how communication among IT, auditors, and management impacts the adoption of technologies. The collected evidence highlights the importance of identifying suitable algorithms and qualified data as the starting point for technology’s institutionalization. Additionally, the case study demonstrates mechanisms for preparingan integrated and transparent data platform, emphasizing the role of integrating relevant social groups and technology in circulating emerging technology. This study offers a practical roadmap about how to fit AI and technologies into an institutional social management ecosystem. It contributes to the literature by addressing the emerging technology usage trap and improving analytics performance, offering practical value through a social construct roadmap for institutionalizing emerging technologies.