Heterogeneous Actors Research Articles

Finding the human in an era of machine intelligence: A flat ontological analysis of generative AI and language learning

Amid the optimism of generative Artificial Intelligence (gen-AI) in language education, there remains a weak connection to learning practices. The emergence of gen-AI has preceded considerations of how it should be applied in teaching and learning. However, while gen-AI has been justified in terms of the possibilities to enhance learner agency by expanding opportunities to engage with language, such as through the generation of content or the translation of texts, it can also take power away from learners. How can learners be self-determining in light of how choices become increasingly guided by Artificial Intelligence? In this paper, I conceive the arrangements of humans and software as an assemblage of complex and dynamic social, and technical processes. Drawing on a flat ontology, where all agents (human and non-human, material and subjective) have equal ontological status, I argue that learner agency has its origins in the messy and lively interactions between heterogenous actors. In particular, I consider active and passive affects as being part of the same process: active when we bring something into effect ourselves, passive when our self-determination is changed not by our own power, but through external forces acting on it (such as gen-AI). From this, I explore the constraining and enabling potential of artificial intelligence. Finally, I extend this discussion to the emergence of learner agency.

Mapping epistemic pluralism: A network analysis of discursive practices in communities promoting refused knowledge about healthcare and wellbeing

This article presents an analysis of discourses performed in communities that share and disseminate knowledge refused by institutional science. The study focuses on an online community concerned with alkaline water, food, and lifestyle, aiming at understanding how promoters of refused knowledge in this community enrol other forms of knowledge, including science. Theoretically, this work is framed in Science & Technology Studies, and in the tradition of actor-network theory, situating itself in a recent turn that takes epistemic instability and pluralism into due consideration, thus overcoming opaque views of the opposition between science and non-science. Empirically, this fine-grained analytic purpose is addressed by a mixed-method strategy in which discursive practices are observed through a web-ethnography conducted between January 2020 and December 2021 on the relevant online spaces and then analysed qualitatively and quantitively by means of formal techniques. Relying on the tools of social network analysis, the discursive space of the community under study is formalised as a two-mode network of knowledge claims and heterogeneous actors enrolled in discourse to sustain those claims. Then, community detection is performed to map the different assemblages of claims and actors and the relevant repertoires characterising those assemblages. Finally, multiple correspondence analysis applied to two-mode networks is used to highlight the dimensions of concern and meaning expressed in the knowledge organisation of this community.

Exploring the coevolution of heterogeneous actors in national innovation systems: a system dynamics analysis of Finland

Exploring the coevolution of heterogeneous actors in national innovation systems: a system dynamics analysis of Finland

Multistakeholder Initiatives and Sustainability? A Governance Analysis using the German Initiative on Sustainable Cocoa (GISCO) as a Case Study

AbstractThis paper examines the Multistakeholder initiative (MSI) “German Initiative on Sustainable Cocoa (GISCO)”. MSIs represent arenas in which heterogeneous actors from governments, businesses and civil society come together to achieve sustainability goals that they cannot achieve otherwise. The self-defined goals of GISCO are first, to improve the living conditions of cocoa farmers and their families; second, to conserve and protect natural resources and biodiversity; and third, to increase the share of sustainably produced cocoa. Although all stakeholder groups share these goals, they have different agendas and conflicting interests. Despite numerous case studies, no theoretical basis has been established on the functioning and success of negotiations in MSIs. Therefore, the question arises as to how the governance of an MSI can be captured empirically to explain (un)achieved outcomes of the collaboration. The contribution of this paper is the development of a theoretical framework and its application to the case study. Minutes of 84 meetings and 18 qualitative expert interviews were analyzed by social network analysis and qualitative content analysis using MaxQDA to identify (a) influential actors, (b) collaboration structures and (c) processes as well as (d) topics discussed to explain (not) achieved outcomes regarding the self-defined goals. The results provide detailed insight into the governance of an MSI. The MSI helps members to extend their individual networks and to learn from each other, but quickly reaches its limits in achieving the self-imposed common goals. One reason for this is the lack of representation of actors from the Global South, despite addressing environmental and living conditions there in two out of the three GISCO goals. Furthermore, it is shown that the structures and processes of decision-making within the MSI are designed in such a way that a lack of hierarchical directives, sanctions and other decision-making mechanisms makes negotiation-based compromises difficult. Consequently, the power of each stakeholder group to use their veto right to delay or prevent the changes required to achieve common goals cannot be overcome.

Mobilising Affect for Public Art: Affective practices in voluntary organising.

Voluntary organising frequently relies on affective intensities to direct organisational efforts. However, it is not well understood how these intensities are cultivated across time and different contexts to engage and coordinate heterogeneous actors. By applying a practice approach to affect, this paper proposes the concept of affective practices to theorise how affect is mobilised in materially driven (inter)actions to shape actions and relationalities around organisational goals. The analysis of ethnographic data from a long-term public art project reveals that four affective practices - enticing, envisioning, attending and asserting - are pivotal to sustaining the distributed process of voluntary organising. The sense of fascination, enthusiasm, care and discomfort that these affective practices mobilise instigates participation, support, acceptance and compliance from diverse partners, volunteers and the local public. Contributing to the affective turn in practice theory, the paper theorises how affective processes are cultivated as situative accomplishments in an ongoing and translocal organisational process, highlighting the important role played by the vibrant presence of matter in affective practices. Additionally, the study expands our understanding of how an interplay of affective intensities engages and aligns diverse individuals and groups in voluntary organising by fostering coalitional moments in the organisational process.

Understanding diversification of strategies and tactics in Swedish mining resistance: the fanning-out effect of goals and contextual opportunities

Europe is witnessing increasing protests against mining. Social movements mobilizing against resource extraction projects, (i.e. anti-extraction movements) are typically heterogeneous actor networks using diverse tactics to stop projects and promote other forms of societal development. I investigate two prominent anti-extraction movements in Sweden and explore how movement actors’ goals and interpretations of contextual opportunities shape their strategies and tactics. I study tactics over eleven years and use frame analysis to explore actors’ goals, interpretations, and strategies. Results show how diverse goals lead to diversification of tactics in movements by prompting movement actors to relate to different policy areas, that is, issue-specific contexts. Furthermore, actors’ experiences of interacting in different issue-specific contexts created differences in actors’ retrospective reasoning, which reinforced variation in tactics by informing interpretations of contextual opportunities. The study contributes to social movement theory by explicating how the content of goals shape interpretations of contextual opportunities and by extension diversify movement actors’ strategies and tactics. This adds to the understanding of how socio-political context influence tactical choices in concert with other explanations such as action traditions, diffusion, and available resources. Understanding diversification of movement tactics is important for handling increasingly complex conflicts over natural resources.

Wanghong e-commerce in/as China’s economic transformation: A case study of beauty wanghong

This article examines the crucial encounter between wanghong and e-commerce in the specific process of China’s platformization. We develop a threefold (macro-meso-micro) approach that combines perspectives from political economy, critical industry studies, and ethnographic research to identify and unpack the heterogeneous actors and actions in the evolution of wanghong e-commerce, using beauty wanghong as a case study. Drawing upon document studies (146 documents between 2001 and 2022) and 21 semi-structured interviews (supplemented by ethnographic field observations over seven months in 2018), we argue that: first, the contrast between strong consumer demand (activated by beauty wanghong) and poorly developed retail and distribution channels in the Chinese beauty industry provides a precondition for the emergence of beauty wanghong e-commerce; second, e-commerce platform Alibaba has boosted and institutionalized the convergence of wanghong and e-commerce, developing a new “social commerce model” that integrates social networking with entertainment in the context of e-commerce transactions; finally, China’s ongoing economic transformation has created possibilities and challenges for wanghong e-commerce and energized this new “social commerce” business model. The articulation of the wanghong and e-commerce is a result—and also a stage—of the integration of the manufacturing industry and platform economy in China. It is a consequence, yet an embodiment of China’s economic transformation.

Advancing Categories Research: The Heterogeneity and Interplay of Actors and Audiences

Advancing Categories Research: The Heterogeneity and Interplay of Actors and Audiences

Machine (network) learning in K-12 classrooms

In times when machine learning (ML) and other artificial intelligence (AI) technologies are expanding the role and definition of network learning in schools, this short paper reports from a practice-centred research project that explores how K-12 teachers affect and are affected by educational technologies with AI. Accelerated by the COVID-19 pandemic, data-driven and decision-making systems with ML are already entering various educational policy and practice realms, often underpinned by promises of automation and personalization. A growing number of research, drawing from the theoretical orientations and empirical approaches from Science & Technology Studies is increasingly unpacking such promises as well as addressing controversies directly related to the constitutions of ML AI in education. Still, little research explores the adoption of data-driven AI technologies in classrooms from a socio-material, networked learning stance. This short paper introduces such work (in progress) drawing on ethnographic fieldwork conducted in Sweden. Guided by the ontological and methodological approaches of Actor-Network-Theory (ANT), the study focuses on the interactions in K-12 classrooms between commercial ML technologies and teachers. Methodologically this means engaging with both human and non-human actors through ethnographic approaches striving for very specific descriptions of interactions within the actor-network and its enacted realities. Preliminary findings from the first of two envisaged case studies in which a ML-based teaching aid in mathematics was tried out in 22 classrooms indicate how compensatory and contradictory actions and accounts emerge within the network of heterogeneous actors. Human actors seem to compensate for the algorithmic actions of the specific educational technology with ML. This is however not a fait accompli but a continuous and unsettled process in the making between humans and the (non-human) technology. Preliminary results also suggest how controversies of ML algorithms in teaching aids, such as their lack of transparency and algorithmic “governance” play out in authentic learning contexts. In conclusion, the paper argues that theoretical and methodological principles of ANT grant for non-deterministic narrative of the heterogeneous nature of educational practice and have the potential to open the black-box of machine learning in the emerging networked learning settings of K-12 classrooms.

Arctic environmental governance: challenges of sustainable development

The Arctic is one of the key regions in relation to global climate change, experiencing radical transformations in environmental governance as well as challenges in terms of its ecological protection. The region is witnessing a number of irreversible climatic shifts, such as melting permafrost, rising sea levels, contamination of the Global Ocean, and changes in the lives of indigenous people. The Arctic is a global hot spot in climate change where international cooperation (scientific, environmental, diplomatic, etc.) should be a priority to overcome existing ecological challenges. This article provides detailed analysis of these issues from cross-disciplinary perspectives, bringing insights from economics, history, anthropology, international relations, and political science from the perspective of literature on environmental regionalism. The article analyzes a selection of heterogeneous actors, many of whom have contradictory rules, norms, and priorities. Analysis of the Arctic through the lens of regional environmental governance aspires to contribute to understanding of the complexity of existing challenges and their potential solutions. This article offers an analysis of the major findings in this topical collection. It contributes to the development of cross-disciplinary approach to the studies of the Artic and outlines a research agenda.

Local state leadership: State-leading groups in governing urban China

This article examines the urban development strategies and pro-growth politics in China from a local state leadership perspective, focusing on the power dynamics within the local state leadership under China’s fragmented authoritarian system. The state-leading group is an innovative governance technique intentionally designed to overcome the institutional flaws of ‘ tiao-kuai segmentation’. It plays a critical role in fostering a common vision of ‘growth promotion’, aligning goals and unifying actions in the administrative system, broadening social consensus and promoting public–private partnerships. This study improves upon the understanding of the micro-mechanisms of state-led urban development within China’s fragmented authoritarian regime by exploring the heterogeneity of state actors as well as the agency of key local political actors (groups) in aligning goals and interests within and beyond the state and their political rationalities. By highlighting the conflicts and negotiations that exist within the state, the debate on state-led urban development and pro-growth politics is extended using China as an example.

From peacekeeping missions to global peacekeeping assemblages

Abstract How does the experience of peacekeeping shape the countries that contribute troops and the troops themselves, individually and collectively? Most of the peacekeeping literature's focus has traditionally been on field missions, the countries that host them and the challenges of attracting sufficient and appropriately trained troops. We suggest that more emphasis should be put not only on the locations where missions deploy, but also on the individuals, countries and institutions that make up the missions. To analytically capture this more comprehensive understanding of what peacekeeping is—its multiple effects across space—we suggest drawing on the concept of assemblages to make an analytical shift from peacekeeping missions to global peacekeeping assemblages. First, this approach abandons the prior analytical separation of field mission, host country and contributing state/organization as discrete or isolated analytical focus points. Second, it encourages a detailed empirical methodology that focuses on how multiplicities of different actors, knowledges, technologies, norms and values through power struggles and negotiations constitute assemblages in geographically dispersed locations. Third, we suggest treating peacekeeping as flexible social facts, as outcomes of the co-functioning of heterogenous actors with diverse motivations and objectives that cannot be traced back to a single, but rather multiple point(s) of origin(s).

Distributed bricolage – The affordances of digital technologies towards a collaborative entrepreneurial agency response to COVID-19

This study explores the human and social dynamics of entrepreneurship in the context of disruptive crises, specifically COVID-19. It reveals how digital technologies enable a form of collaborative agency, which we term distributed bricolage, characterized by the emergent, voluntary collaboration of heterogeneous actors across global networks. These actors, motivated by a shared goal to address urgent needs, engage in designing, hacking, and producing necessary items through agile and responsive collective structures. Analysing the initiatives of six diverse and impactful groups, our research highlights the transition from individual to collective entrepreneurial agency, underscoring the ability of distributed networks to self-organize and implement innovative solutions with available resources. We contribute to the entrepreneurship literature by delving into the ‘make do’ attitude across initiatives, shifting the spotlight from individual agency to a network of distributed actors, who are capable of self-organizing and operating effectively. This study extends the bricolage concept by showcasing the networked, socialized nature of entrepreneurial action, moving beyond the traditional focus on individual agency to a more inclusive understanding of distributed and collaborative efforts afforded by digital technologies.

Hegemon or South-South partner? The ambiguity of Chinese foreign direct investment in Peru

PurposeThe purpose of this paper is to propose a framework for evaluating the relationship between China and Peru, drawing on dependency theory, against the backdrop of China’s explicit policies towards foreign direct investment. It seeks to transcend traditional interpretations of this relationship in the literature that focuses on China as either hegemon or a South–South partner to Latin American countries to highlight a more nuanced relationship.Design/methodology/approachThe paper adopts a case study approach, focusing on China in Peru. The authors examine three areas of traditional, strategic and emerging industries drawing from Chinese national policies, reviewing these against characteristics of dependency: control of production, heterogeneity of actors, transfer of knowledge and delinking.FindingsThe authors find that Chinese foreign direct investment (FDI) in Peru demonstrates mixed motives and collectively operates as an ambiguous player. Chinese firms appear to be willing to work with various actors, but this engagement does not translate into a decolonial development alternative in the absence of a Peruvian political will to delink and Chinese willingness to actively transfer control of production and knowledge.Originality/valueThis paper contributes to existing literature on China in Latin America by evaluating Chinese outward FDI in Peru against China’s strategic aims in terms of a re-evaluation of dependency theory.

The ‘obligatory passage point’ in knowledge co-production: Italy’s participatory environmental monitoring platform

ABSTRACT The process of developing of a participatory environmental monitoring network in Italy, unfolded between 2013 and 2020, is analysed in order to explore the dynamics of knowledge co-production involving collaboration between scientists and non-experts, in the present case constituted by a community of weather amateurs and practitioners. Based on a qualitative approach and 15 in-depth interviews with different stakeholders involved in the early development of the pilot network, the analysis focuses on the dynamics of collaboration between the actors involved that led to the creation of the Italian participatory environmental monitoring platform. For the analysis, we adopt the theoretical model of ‘translation' proposed by Michel Callon (1984), which focuses on the dynamics of the emergence of a network of collaboration between scientists and other heterogeneous actors. In particular, we focus on the notion of ‘obligatory passage point’ (OPP) along the translation process. Focusing on the process of translation and the dynamics that characterise the convergence towards a common OPP in the processes of network constitution and knowledge production highlights some crucial dynamics that support the unfolding of effective forms of participatory co-production, including: the understanding of how the roles and identities of different actors are recognised, transformed, productively aligned and consolidated; the performative power of participatory processes that are able to redefine and transform the pre-existing identities and roles of actors; and the outcome of the epistemic inclusion of practices and knowledge of less powerful actors within institutional, political and scientific frameworks.

What makes a change agent in environmental conflict transformation? Evidence from rural France

Transformation of agriculture towards increased sustainability is needed to meet the challenge of declining biodiversity. Nevertheless, stakeholders’ differing perceptions of what sustainability should be, and the multiplicity of possible ways to achieve it can lead to conflictual situations, highlighting the importance of conflict transformation as part of the broader sustainability transformation. If conflict transformation needs to be addressed to prevent the status quo persisting, such processes also reveal the state of social relations and allow us to analyze how collective actions could lead to broader transformations. Using three case studies involving conflicts around pesticide use in the region Bourgogne Franche-Comté (France), we investigate the hypothesis that transformation processes require the engagement of change agents who are motivated and able to overcome barriers to change. Results from 55 in-depth interviews with stakeholders highlight that transformational change depends less on the capacities of a single individual, and more on the mobilization of a plurality of heterogeneous actors (especially farmers, local authorities, and the general public). These actors need to carry out a range of activities that occur with and for others and have an influence on others. According to interviewees, the actors need to engage others, encourage new initiatives, create spaces for knowledge exchanges, and go beyond boundaries. The effectiveness of change agents also depends on the existence of participatory and proactive processes to bring individuals together to create or capitalize on windows of opportunity.

Providers or users of Industry 4.0-based solutions: how does the innovation ecosystem affect a company’s decision to engage in Industry 4.0?

PurposeCompany goals, behaviors and decision-making processes may differ depending on whether a given company decides to engage in the Industry 4.0 (I4.0) paradigm as a user or as a provider of I4.0-based solutions. This paper will consider this question in-depth by focusing on the extent to which the innovation ecosystem (IES) affects these two main strategies.Design/methodology/approachThe authors' study aims to analyze the impact of a regional information and communication technology (ICT) ecosystem on the implementation of I4.0 at the company level by using an original survey of 123 companies that are already engaged in the implementation of I4.0 in the French region of Hauts-de-France and by employing two sets of logit models.FindingsThe authors' empirical study demonstrates the importance of an innovation ecosystem-based strategy for I4.0 technology provision. It reveals that engaging in R&D collaborative projects and developing links and complex relationships with heterogeneous actors within the IES positively affects the likelihood of a given firm deciding to implement I4.0 as a provider of I4.0-based solutions. This does not, however, affect the probability of a firm engaging in the I4.0 paradigm as a user of technologies and solutions.Practical implicationsFrom a policy standpoint, this study could encourage decision-makers to engage with I4.0 development by developing policies targeting the reinforcement of IES at a regional level. This could also help to accelerate the adoption of I4.0 technologies by manufacturing companies and foster the development of I4.0-based solutions through specific company-targeted policies. The authors' study supports the need for manufacturing company managers to evaluate and identify the best technological strategies related to the I4.0 paradigm that meet their specific needs.Originality/valueThe authors' study shows that the decision to engage in the I4.0 paradigm as providers of I4.0-based solutions is more likely to rely on an innovation ecosystem-based strategy, while the decision to engage in the I4.0 paradigm as users of I4.0-based solutions is more likely to rely on the company’s internal strategies, resources and demand-side benefits.

Imaginaries in insurgent territories.

This article deals with forms of artist protest against the massive fires in the wetlands of the Paraná River delta. Citizens are fighting not only against the unbearable smoke but against the commodification of nature (Svampa, 2014). Around these events, a new wave of social environmentalism (Gutierrez & Isuani, 2014) organizations and actors have been configuring. The environmental movement comprises a variety of heterogeneous actors ranging from citizens, university students, left-wing political groups, conservationist activists, and feminists, who are attracting attention with massive acts of protests by which they express a repertory of new ‘languages of valuation’ (Martinez Alier, 2006). In this essay, we are looking at the artistic forms of protest by Thigra Collective which transgresses the nature/culture duality with their indicial-based (Peirce, 1973; Gell, 2016) signs - artworks and performance actions. By reflecting on Thigra’s performance work we want to show that anti-modern images and meanings are expressed in their artistic interventions by which the group breaks through modern ontologies (Latour, 2001; 2022). In addition, the artists’ work stages the association of human and non-human elements (Latour, 2001) by which they generate an intrusion of objects and performative action in the city’s everyday life.

Mobilising a shared service centre in a power-dominant context: an actor-network analysis in a Chinese state-owned enterprise

PurposeThis paper aims to explore how a shared service centre (SSC) is mobilised in a power-dominant context of a Chinese state-owned enterprise (SOE). Specifically, it examines the mobilisation of SSC within this multi-divisional SOE, the role and dynamics of actors involved and the influence of changes in the integrated information system (IIS) during the mobilisation process.Design/methodology/approachThe study follows a qualitative case study methodology. The authors draw on actor-network theory to examine the network and translation processes constructed in mobilising SSC in the chosen SOE. The data sources of this study were collected through semi-structured interviews, observations and documentary reviews.FindingsThe mobilisation of SSC is not a linear process but rather a “spiral” interplay through continuous interactions and compromises between human and non-human actors. Power gave the core actor as an orchestrator legitimacy and formality to reduce resistance and obstruction in translation for the mobilisation of SSC. The changes in IIS appear to facilitate the interaction between the heterogeneous actors.Practical implicationsThis case study contributes towards understanding the mobilisation of SSC in a power-dominant context by highlighting the impact of changes in IIS and the details of the mobilisation of SSC in terms of the role played by both the individual actors and the technology.Originality/valueThis study provides a broader understanding of the interactions of the heterogeneous actors for mobilising SSC in a power-dominant context. More importantly, the study inspires future research into examining how SSC practices unfold and how the changes in IIS influence the mobilisation of SSC.

User-centric Heterogeneous-action Deep Reinforcement Learning for Virtual Reality in the Metaverse over Wireless Networks

The Metaverse emerging as maturing technologies are empowering the different facets. Virtual Reality (VR) technologies serve as the backbone of the virtual universe within the Metaverse to offer a highly immersive user experience. As mobility is emphasized in the Metaverse context, VR devices reduce their weights at the sacrifice of local computation abilities. In this paper, for a system consisting of a Metaverse server and multiple VR users, we consider two cases of (i) the server generating frames and transmitting them to users, and (ii) users generating frames locally and thus consuming device energy. As Metaverse emphasizes on the accessibility for all users anywhere and anytime, the users can have totally different characteristics, devices and demands. In this paper, the channel access arrangement (including the decisions on frame generation location), and transmission powers for the downlink communications from the server to the users are jointly optimized by our proposed user-centric Deep Reinforcement Learning (DRL) algorithm, namely User-centric Critic with Heterogenous Actors (UCHA). Comprehensive experiments demonstrate that our UCHA algorithm leads to remarkable results under various requirements and constraints.