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This chapter discusses corpus applications to language teaching and learning, focusing specifically on the use of corpora and corpus linguistics research for informing coursebook and assessment development. A number of studies undertaken by the authors are discussed with a view to highlighting both the affordances of corpus linguistics for supporting such indirect applications to language education, as well as the barriers of using corpus linguistics research to inform stakeholder practices. Focusing on the use of corpora by materials writers, the use of learner corpus research and spoken corpus research for assessment refinement and design, and the use of corpus research for materials design, this chapter reflects on engagement with stakeholders in this domain over the last fifteen years. Drawing together the lessons learned from these studies, this chapter offers a critical reflection on the relative impact achieved in each study, while also proposing guidelines for those interested in working with stakeholders to co-design research and produce relevant and appliable research.
Unlike previous approaches to sustainable investing, focused primarily on excluding companies from problematic sectors such as tobacco, the aim of environmental, social, and governance (ESG) integration is to incorporate the assessment of ESG characteristics within mainstream investment analysis. This aim has given rise to claims that ESG integration is not about value judgments but focuses only on neutral risk–return calculations. Against such framing, this chapter argue that various ethical concerns inevitably arise when considering the quantification process underlying the generation of data used in ESG integration approaches. Drawing on the literature related to quantification and commensuration, the chapter identifies four areas in which ethical concerns can arise: (1) the strong focus on financial materiality; (2) the aggregation of disparate and often incommensurable ESG data; (3) ESG measurement problems; and (4) the treatment of ESG data as a private good. The chapter shows how quantification processes in these four areas give cause for ethical concerns related to which aspects of sustainability are rendered visible or invisible; how power relations between different field actors are structured by quantification; and which organizations have access to the opportunities that prevailing processes of quantification afford.
This chapter describes ongoing corpus-based research on representations of Islam in the British press. The study involved building large corpora of newspaper articles about Islam and/or Muslims and using techniques like collocation and keywords to identify patterns of representation as well as differences between newspapers and change over time. The chapter outlines some of the key findings of the research as well as describing the various impact activities that were carried, and the challenges these presented. This includes working with a number of groups (ENGAGE, MEND, the Centre for Media Monitoring), presenting our work at the Labour Party Conference and in Parliament, as well as giving talks in mosques. We also detail how our project resulted in the creation of additional collections of newer corpora, enabling further examination of how representations have changed over time.
This Afterword discusses the chapters presented in the volume. It argues that by aligning corpus linguistics research with societal needs and ethical considerations, experts in the field can make significant contributions to addressing global challenges, shaping future research priorities. The Afterword underscores the practical applications of corpus research methods, demonstrating how corpus linguists’ work can effectively tackle social issues of interest outside the academic sphere. The afterword looks at how shaping policy decisions and fostering a culture of knowledge exchange and collaboration both within academia and beyond can enhance the visibility and applicability of the field.
Over the course of seven years, the Tata center recruited and trained more than 200 graduate students from 18 different MIT departments to design and implement energy solutions that are practical and reliable in the developing world. Their work produced 45 patents, 12 commercial licenses, and over a dozen startups. This chapter demonstrates the method for implementing similar programs, with a focus on energy-related research projects. The program leaders describe their project as “CPR for Engineers,” with a three-axis model focusing on developing Compassion, Practice, and Research.
Making a safe climate for the generations that follow us requires that we reduce our emissions to zero, at least at a steady rate, and by 2050. We can take five steps to deliver this change: understand our emissions; anticipate the moments when we take important decisions about big purchases; gather good information about the way we cause emissions in daily life; reflect on how our emissions trade off with other priorities; and re-think the main priorities and goals of our life. Living with zero emissions does not require misery, but requires restraint that can be life-enhancing, and the seed for new creativity and fulfilment.
In this discussion of democracy's conceptual pluralism(s), Frederic Schaffer holds a guiding lamp to show what researchers should take into consideration in the study of “the democracies” and their “rough equivalents” as can be found across language, culture, time, and space. This act generates a focus on practical tactics in research and knowledge dissemination. Is it, for example, best to establish an international committee of democracy's epistemic experts to gather, code, and organize the meanings of democracy and their rough equivalents as can be found in the world? And, with such a committee or something altogether different, how can we relate this information to pro-democracy institutions and activists when so many appear to be interested only in liberal conceptions of democracy? The discussion ends with considerations of an open range of research and activism in the fields of democratic theory, comparative politics, and democratization.
The Brexit referendum was an unprecedented event in the context of British politics, but it was also a defining moment for the discipline of political science. Never before had political scientists in the UK faced such demand for public engagement against the backdrop of a highly polarised electoral campaign. This article assesses how scholars met this challenge by analysing online contributions to established academic websites in the 6 months prior to the vote. It highlights that high-profile political campaigns pose a distinct dilemma for political scientists: on the one hand, the reach of their contributions is far greater when they take a positional stance on an issue, yet the value of political science rests on its credibility, which can come under threat if the public perceives the discipline, and academics more generally, to represent partisan viewpoints.
Social relevance has become a key element to assess the social legitimacy of an academic discipline. This contrasts with a widespread sentiment among political scientists about the existence of a relevance gap. The context of multiple crises Europe has experienced since the late 2000s has provided political scientists with a multitude of opportunities to demonstrate the social relevance of their work and the usefulness of the discipline. This introductory article to the special issue aims to offer an explorative framework and a preliminary discussion of empirical examples to assess the phenomenon of political scientists’ relevance in the public sphere during recent turbulent times. The framework (which emphasises three basic dimensions of social relevance – partisanship, visibility, and impact) is used to interpret the main results of the five case studies included in the special issue. Results show that contextual factors (salience of the issue, political and media contexts) influence political scientists’ engagement in the public sphere, the role they adopt and their visibility. The article ends emphasising the importance of collective action within the discipline as an instrument to enhance its social relevance.
Philanthropic foundations in the USA have long wrestled with how to demonstrate they contribute to the public good in a democratic society given the outsized voice their wealth provides. Evaluating the work of their grantees is one way that foundations can demonstrate what that contribution is; the data drawn from evaluation are used to give accounts about the value of their work. Recently, foundations have confronted the evidence-based policy movement which promotes randomized controlled trials as an evaluation tool that can help reveal “what works” in the realm of social services. This provides a path for foundations to more firmly establish that they are benefiting society by providing impact but also presents risks around entrenching inequities and diminishing the voice of community partners. Drawing on interviews from 2019 with program officers from large U.S. foundations that fund social services evaluation, we find that, perhaps surprisingly, the majority of these foundations have serious concerns about RCT-based evaluation, are not giving impact-based accounts of their contributions, and instead rely on equity-based accounts, presenting grantees as partners and recognizing pluralist forms of knowledge. This approach offers a different, less top-down, solution to ongoing demands that foundations demonstrate their value in a democracy.
Academics are often accused of being secluded in their “ivory towers”, focused on research and teaching but uninterested in, or unable to engage with, the public debate. If this is actually the case, under what conditions and at what particular moment is this likely to change? Following on three relevant dimensions—the visibility of political scientists, their partisanship and their impact in the public sphere—and combining press analysis with original survey data, this article has two main aims: first, to assess Italian political scientists’ (IPSs) social relevance in a period of huge political and institutional conflict such as the constitutional referendum held in December 2016; second, to explore the potential factors leading IPSs to be more or less present in the public debate. For the former, we focus on the public visibility of IPSs during the referendum campaign, as well as on the content of their public interventions, both concerning their neutral/partisan stance and their attitudes towards the constitutional reform. For the latter, we empirically test a few personal and institutional factors that are likely to influence individuals’ participation in the referendum debate.
Social enterprise has become a key phenomenon in providing public services in many developed countries. The debate on the evaluation of the socio-economic impact generated by this kind of organization has gone hand in hand with the growth of social entrepreneurship. This study provides an exploratory analysis of the emerging practice of measuring the socio-economic impact of social enterprises using the theoretic construct called “Blended Value Accounting” (BVA). Among the models and tools proposed by BVA, we examine in particular the Social Return on Investment (SROI)—an instrument of causal contribution analysis—conducting a literature review on its application to the evaluation of socio-economic impact of social enterprises and on its implications for BVA. Finally, we reach a conclusion as to the role that these tools of mixed accounting and assessment might play—particularly the one examined—with respect to the positivist, critical, and interpretative theories of accounting, thus identifying the areas for further research.
This paper presents a review and synthesis of resources available to social entrepreneurs considering social franchising as an option for scale. We identified 20 publications produced by organizations supporting social franchising and four peer-reviewed journal manuscripts. Commonalities and differences between social and commercial franchising are discussed, with a focus on capacities and considerations needed to undertake social franchising. Based on our synthesis, we propose a seven-stage approach to guide social entrepreneurs in considering this option and to inform future research on social franchising as one potential mechanism for scaling impact.
Political science has for some time been afflicted with an existential and empirical angst concerning impact and relevance. This is by no means a new or unique disciplinary pathology, but it is one that has intensified in recent years. The reasons for this intensification have been explored in a burgeoning literature on ‘the tyranny of impact’. The central argument of this article is that a focus on the ‘relevance gap’ within political science, and vis-à-vis the social sciences more generally, risks failing to comprehend the emergence of a far broader and multifaceted ‘expectations gap’. The core argument and contribution of this article is that the future of political science will depend on the politics and management of the ‘expectations gap’ that has emerged. Put slightly differently, the study of politics needs to have a sharper grasp of the politics of its own discipline and the importance of framing, positioning, connecting vis-à-vis the broader social context.
In an age where change accelerates at an exponential pace, the world is grappling with a unique and volatile set of challenges. Mohamed El-Erian, the foreword author of our first publication (Reimagining Philanthropy in the Global South: From Analysis to Action in a Post-COVID World), uses the term “permacrisis” to describe the compounding issues of climate change, geopolitical instability, and technological disruption that now dominate the global landscape. These crises have revealed the fragility of systems once deemed resilient, highlighting the urgent need for transformative financing approaches to support sustainable development and achieve lasting systemic change in an ever-evolving world. This book explores the promise of catalytic capital and the emerging dynamics of development finance in this new global landscape.
In this chapter, artists look back on their careers and consider what they will leave behind. Responses vary from pride to regrets. Some rethink career decisions, such as whether they should have—or should not have—gotten advanced education and how their careers might have progressed had accidents not occurred or had they chosen to pursue a different avenue of work. Artists also discuss why they create in the first place, addressing the responses of audiences locally and internationally, how it has made a difference in their own lives and the lives of others, and the notion of creativity as a necessary part of everyday life.
The common law permits employers to fix the wages payable under the contract of employment and also upholds a broad principle of no work–no pay. Statute protects employees against deductions from their wages that are not authorised by the terms of their contract. Subject to the express terms of the contract, in some circumstances employers may be under a duty to provide work so that employees can earn a living. These rules embrace a principle of mutuality that protects the expectation of the employer that work will be performed and of the employee that work will be remunerated. The National Minimum Wage sets a floor on wages for all workers. The chapter describes the method of assessing whether the minimum wage is paid in various kinds of jobs. It concludes by assessing the various types of enforcement mechanisms, including HMRC inspectors, penalties and civil claims, and assesses the effectiveness of the law.
Invasive non-native species proceed through the Invasion Process upon introduction to a new location, with stages comprising establishment, growth, spread, and invasive impact. High fecundity, driven by fast growth, short lifespan, and a long reproduction period, can lead to high population densities, facilitating stage progression. The Asian date mussel (Arcuatula senhousia) is a marine intertidal–subtidal species, recently established in the UK. Given its potential to impact ecosystem services in Northern Europe, understanding the Invasion Process stage it has reached is imperative for assessing potential invasiveness and informing management. Therefore, population parameters of subtidal A. senhousia in the UK were evaluated from April 2021 to March 2022 to assess invasion stage. Specimens were collected (n = 1,029) via dredging and processed for condition index, gonadosomatic index, gonad index, length-frequency distribution, and electronic length-frequency analyses. While densities were low (<1 individuals per m2), maximum lifespan was high (23 months) and growth rate was high (1.8 mm per month), relative to other populations within the species’ global range. Results confirmed June to October spawning as previously reported in the UK and France but also evidenced secondary spawning (in November) for the first time in Northern Europe. Successful recruitment from primary and secondary spawning in 2020 was also apparent. Findings indicate A. senhousia has reached the Growth stage, and that further spread within the UK and Northern Europe is likely. Climate change will likely increase larval survivorship and individual and population fecundity, facilitating progression to invasive impact, potentially within the next decade.
The Desolate Boedelskamer was an innovative institution. It introduced a new approach to insolvency. Rather than punishing the insolvent debtor, the Desolate Boedelskamer sought to raise him up. Even though it remained firmly embedded in the early modern mental world and its communal culture of governance, the Amsterdam Desolate Boedelskamer is a clear example of how professionalization and good governance were able to provide systemic trust in a world of growing complexity. This new institution was part of the moral economy of seventeenth-century Amsterdam and relied upon it to function, but it also helped to shape that moral economy. Through a careful balancing act of trust and power, this institution was able to support the proliferation of credit, granting numerous insolvents in seventeenth-century Amsterdam a true stay of execution. In this analytical conclusion, the impact and wider implications of the book's argument will be discussed in a broader context.
Chapter 12 discusses the potential opportunities and challenges associated with disseminating the findings of corpus-based approaches to health communication, which also apply more generally to interdisciplinary research and collaborations between researchers and non-academic stakeholders. We include two case studies. The first case study involves work on patient feedback with members of the NHS who had provided a list of questions for us to work on. We discuss the importance of and challenges around building and maintaining relationships with members of this large, changing organisation, as well as outlining how we approached dissemination of findings, both in academic and non-academic senses, and the extent that we were able to carry out impact. The second case study considers our experiences of disseminating findings from a project on metaphors and cancer, focussing particularly on writing for a healthcare journal, dealing with the media, and going beyond corpus data to create a metaphor-based resource for communication about cancer.