Câu hỏi “ong ở đâu ra” và giá trị sinh thái.

Đất là nền tảng của sự sống trên cạn, duy trì nông nghiệp, lọc nước, lưu trữ carbon và hỗ trợ đa dạng sinh học.

Đại trượng phu là danh xưng sướng cái lỗ tai. Kỳ thực tiêu chuẩn lại rất lộn xộn. Đã thế dài dòng, phức tạp, lý sự lằng nhằng. Ngẫm mãi Bói Cá đúc kết ra như sau. Xét đời hai quãng lớn, trẻ và già. Mỗi quãng sẽ có chuẩn đặc trưng. Ngắn thôi vì dài quá bố ai mà nhớ được. Công thức như sau. Trẻ: Hiền, có Tài. Già: Hài, có Tiền.

COVID-19 bùng phát lần 2 đang gây lo lắng ở Việt Nam. Ảnh hưởng tiêu cực của dịch bệnh có thể cảm nhận được rất rõ trong công việc. Ngoài cản trở và đình trệ với sản xuất, công việc biên tập bình duyệt cũng bị tồn đọng, dẫn đến chờ đợi kéo dài. Tỷ lệ từ chối cũng có khuynh hướng tăng vọt.

Why do relationships of friendship and love support partiality, but not relationships of hatred or commitments of racism? Where does partiality end and why? I take the intuitive starting point that important cases of partiality are meaningful. I develop a view whereby meaning is understood in terms of transcending self-limitations in order to connect with things of external value. I then show how this view can be used to distinguish central cases of legitimate partiality from cases of illegitimate partiality and (...) how it puts pressure on the traditional way of thinking about partiality. (shrink)

I here settle a recent dispute between two rival theories in distributive ethics: Restricted Prioritarianism and the Competing Claims View. Both views mandate that the distribution of benefits and burdens between individuals should be justifiable to each affected party in a way that depends on the strength of each individual’s separately assessed claim to receive a benefit. However, they disagree about what elements constitute the strength of those individuals’ claims. According to restricted prioritarianism, the strength of a claim is determined (...) in ‘prioritarian’ fashion by both what she stands to gain and her absolute level of well-being, while, according to the competing claims view, the strength of a claim is also partly determined by her level of well-being relative to others with conflicting interests. I argue that, suitably modified, the competing claims view is more plausible than restricted prioritarianism. (shrink)

One Rawlsian response to G. A. Cohen’s criticisms of justice as fairness which Cohen canvasses, and then dismisses, is the 'Freedom Objection'. It comes in two versions. The 'First Version' asserts that there is an unresolved trilemma among the three principles of equality, Pareto-optimality, and freedom of occupational choice, while the 'Second Version' imputes to Rawls’s theory a concern to protect occupational freedom over equality of condition. This article is mainly concerned with advancing three claims. First, the 'ethical solution' Cohen (...) advances against the First Version of the Freedom Objection does not grant a fair hearing to the Freedom Objection. Second, the distinction Cohen presses between the legal and moral right of occupational choice in his response to the Second Version cannot save him from worries about Stalinist coercion. Third, Cohen’s response to the First Version of the Freedom Objection is actually in tension with his response to the Second Version of the Freedom Objection. (shrink)

With the rise and public accessibility of AI-enabled decision-support systems, individuals outsource increasingly more of their decisions, even those that carry ethical dimensions. Considering this trend, scholars have highlighted that uncritical deference to these systems would be problematic and consequently called for investigations of the impact of pertinent technology on humans’ ethical decision-making. To this end, this article conducts a systematic review of existing scholarship and derives an integrated framework that demonstrates how intelligent decision-support systems (IDSSs) shape humans’ ethical decision-making. (...) In particular, we identify resulting consequences on an individual level (i.e., deliberation enhancement, motivation enhancement, autonomy enhancement and action enhancement) and on a societal level (i.e., moral deskilling, restricted moral progress and moral responsibility gaps). We carve out two distinct methods/operation types (i.e., processoriented and outcome-oriented navigation) that decision-support systems can deploy and postulate that these determine to what extent the previously stated consequences materialize. Overall, this study holds important theoretical and practical implications by establishing clarity in the conceptions, underlying mechanisms and (directions of) influences that can be expected when using particular IDSSs for ethical decisions. (shrink)

Parenting our biological children is a centrally important matter, but how, if it all, can it be justified? According to a contemporary influential line of thinking, the acquisition by parents of a moral right to parent their biological children should be grounded by appeal to the value of the intimate emotional relationship that gestation facilitates between a newborn and a gestational procreator. I evaluate two arguments in defence of this proposal and argue that both are unconvincing.

Partiality is the special concern that we display for ourselves and other people with whom we stand in some special personal relationship. It is a central theme in moral philosophy, both ancient and modern. Questions about the justification of partiality arise in the context of enquiry into several moral topics, including the good life and the role in it of our personal commitments; the demands of impartial morality, equality, and other moral ideals; and commonsense ideas about supererogation. This paper provides (...) an overview of the debate on the ethics of partiality through the lens of the domains of permissible and required partiality. After outlining the conceptual space, I first discuss agent-centred moral options that concern permissions not to do what would be impartially optimal. I then focus on required partiality, which concerns associative duties that go beyond our general duties to others and require us to give special priority to people who are close to us. I discuss some notable features of associative duties and the two main objections that have been raised against them: the Voluntarist and the Distributive objections. I then turn to the justification of partiality, focusing on underivative approaches and reasons-based frameworks. I discuss the reductionism and non-reductionism debate: the question whether partiality is derivative or fundamental. I survey arguments for ‘the big three’, according to which partiality is justified by appeal to the special value of either projects, personal relationships, or individuals. I conclude by discussing four newly emerging areas in the debate: normative transitions of various personal relationships, relationships with AI, epistemic partiality, and negative partiality, which concerns the negative analogue of our positive personal relationships. (shrink)

The institution of the family and its importance have recently received considerable attention from political theorists. Leading views maintain that the institution’s justification is grounded, at least in part, in the non-instrumental value of the parent-child relationship itself. Such views face the challenge of identifying a specific good in the parent-child relationship that can account for how adults acquire parental rights over a particular child—as opposed to general parental rights, which need not warrant a claim to parent one’s biological progeny. (...) I develop a view that meets this challenge. This Project View identifies the pursuit of a parental project as a distinctive non-instrumentally valuable good that provides a justification for the family and whose pursuit is necessary and sufficient for the acquisition of parental rights. This view grounds moral parenthood in a normative relation as opposed to a biological one, supports polyadic forms of parenting, and provides plausible guidance in cases of assisted reproduction. (shrink)

“Moral imagination” is the capacity to register that one’s perspective on a decision-making situation is limited, and to imagine alternative perspectives that reveal new considerations or approaches. We have developed a Moral Imagination approach that aims to drive a culture of responsible innovation, ethical awareness, deliberation, decision-making, and commitment in organizations developing new technologies. We here present a case study that illustrates one key aspect of our approach – the technomoral scenario – as we have applied it in our work (...) with product and engineering teams. Technomoral scenarios are fictional narratives that raise ethical issues surrounding the interaction between emerging technologies and society. Through facilitated role-playing and discussion, participants are prompted to examine their own intentions, articulate justifications for actions, and consider the impact of decisions on various stakeholders. This process helps developers to re-envision their choices and responsibilities, ultimately contributing to a culture of responsible innovation. (shrink)

We argue that if there are laws of nature, then there must also be accidents. If the “laws” in a world suffice to determine the world’s entire history, then these “laws” cannot play various central roles characteristic of laws, and thus (we conclude) they are not laws at all. Many proposed accounts of lawhood (primitivist accounts, universals accounts, the Best System Account, the Package Deal Account, essentialist accounts) inappropriately permit worlds with laws but no accidents. We identify two otherwise dissimilar (...) accounts that correctly (on our view) deem such worlds impossible; one is Humean and the other is non-Humean. (shrink)

The ecosystem approach to computer system development is similar to management of biodiversity. Instead of modeling machines after a successful individual, it models machines after successful teams. It includes measuring the evaluative diversity of human teams (i.e. the disparity in ways members conduct the evaluative aspect of decision-making), adding similarly diverse machines to those teams, and monitoring the impact on evaluative balance. This article reviews new research relevant to this approach, especially the validation of a survey instrument for measuring computational (...) evaluative differences in humans (the GRINSQ). The research confirms the existence of all four known machine types among humans. (shrink)

Does smoke cause fire or does fire cause smoke? James Woodward’s “Flagpoles anyone? Causal and explanatory asymmetries” argues that various statistical independence relations not only help us to uncover the directions of causal and explanatory relations in our world, but also are the worldly basis of causal and explanatory directions. We raise questions about Woodward’s envisioned epistemology, but our primary focus is on his metaphysics. We argue that any alleged connection between statistical (in)dependence and causal/explanatory direction is contingent, at best. (...) The directions of causal/explanatory relations in our world seem not to depend on the statistical (in)dependence relations in our world (conceived of either as frequency patterns or as relations among chances). Thus, we doubt that statistical (in)dependence relations are the worldly basis of causal and explanatory directions. (shrink)

We propose a ‘Moral Imagination’ methodology to facilitate a culture of responsible innovation for engineering and product teams in technology companies. Our approach has been operationalized over the past two years at Google, where we have conducted over 50 workshops with teams from across the organization. We argue that our approach is a crucial complement to existing formal and informal initiatives for fostering a culture of ethical awareness, deliberation, and decision-making in technology design such as company principles, ethics and privacy (...) review procedures, and compliance controls. We characterize some distinctive benefits of our methodology for the technology sector in particular. (shrink)

Understanding how farmers and landholders make decisions about land use is essential for the effective stewardship of natural resources. In a recent comprehensive review, Hanabeth Luke examines how well-designed social surveys can inform policymakers, researchers, and practitioners about the values, motivations, and constraints that influence land management practices.

Understanding how people perceive and value nature is essential for guiding sustainable land management. A recent study by Greeves, McGovern, and Castro (2025) introduces an innovative methodology for the social assessment of ecosystem services in Idaho’s Portneuf River Watershed. By comparing expert and public perspectives, the study offers valuable insights into how different stakeholder groups recognize and prioritize the benefits that ecosystems provide.

I argue that you can be permitted to discount the interests of your adversaries even though doing so would be impartially suboptimal. This means that, in addition to the kinds of moral options that the literature traditionally recognises, there exist what I call other-sacrificing options. I explore the idea that you cannot discount the interests of your adversaries as much as you can favour the interests of your intimates; if this is correct, then there is an asymmetry between negative partiality (...) toward your adversaries and positive partiality toward your intimates. (shrink)

Soil is the foundation of terrestrial life, sustaining agriculture, filtering water, storing carbon, and supporting biodiversity. Yet, according to a comprehensive global review by Smith et al. [2], the world’s soils are facing a silent but accelerating crisis. Approximately one-third of global soils are moderately to highly degraded, and in most regions, the situation is worsening rather than improving.

Trước những thách thức môi trường ngày càng gia tăng do đô thị hóa nhanh chóng, Trung Quốc đã áp dụng một chuyển hướng chiến lược trong phương thức phát triển đô thị, được gọi là đô thị hóa kiểu mới (new-type urbanization - NTU) [2]. Khác với các mô hình truyền thống vốn nhấn mạnh vào mở rộng đất đai và tăng trưởng hạ tầng, NTU ưu tiên các thực hành lấy con người làm trung tâm và định hướng (...) bền vững. Trong một nghiên cứu gần đây, Ma, Wang và Fang [3] đã phân tích cách khung phát triển đổi mới này góp phần nâng cao hiệu quả tăng trưởng xanh (green development efficiency - GDE)—một chỉ số đo lường khả năng của một đô thị trong việc đạt tăng trưởng kinh tế đồng thời giảm thiểu ô nhiễm và bảo tồn tài nguyên. (shrink)

Amid escalating environmental challenges driven by rapid urban expansion, China has adopted a strategic shift in its urban development approach, known as new-type urbanization (NTU). Unlike traditional models that emphasize land development and infrastructure growth, NTU prioritizes people-centric and sustainability-oriented practices. In a recent study, Ma, Wang, and Fang (2025) examined how this transformative framework enhances green development efficiency (GDE)—a metric that captures a city’s ability to achieve economic growth while minimizing pollution and conserving resources.

Việc hiểu rõ cách người nông dân và các chủ sở hữu đất ra quyết định sử dụng đất là yếu tố then chốt để quản lý hiệu quả tài nguyên thiên nhiên.

Digital duplicates reduce the scarcity of individuals and thus may impact their instrumental and intrinsic value. I here expand upon this idea by introducing the notion of collective scarcity, which pertains to the limitations faced by social groups in maintaining their size, cohesion, and function.

Bằng cách làm sáng tỏ những điểm đồng thuận và khác biệt trong nhận thức của các bên liên quan, các đánh giá đó giúp phát triển các chiến lược truyền thông và quản lý phù hợp với xã hội hơn.

AI-supported methods for identifying and combating disinformation are progressing in their development and application. However, these methods face a litany of epistemic and ethical challenges. These include (1) robustly defining disinformation, (2) reliably classifying data according to this definition, and (3) navigating ethical risks in the deployment of countermeasures, which involve a mixture of harms and benefits. This paper seeks to expose and offer preliminary analysis of these challenges.

An increasing number of regulations propose the notion of ‘AI audits’ as an enforcement mechanism for achieving transparency and accountability for artificial intelligence (AI) systems. Despite some converging norms around various forms of AI auditing, auditing for the purpose of compliance and assurance currently have little to no agreed upon practices, procedures, taxonomies, and standards. We propose the ‘criterion audit’ as an operationalizable compliance and assurance external audit framework. We model elements of this approach after financial auditing practices, and argue (...) that AI audits should similarly provide assurance to their stakeholders about AI organizations’ ability to govern their algorithms in ways that mitigate harms and uphold human values. We discuss the necessary conditions for the criterion audit, and provide a procedural blueprint for performing an audit engagement in practice. We illustrate how this framework can be adapted to current regulations by deriving the criteria on which ‘bias audits’ for hiring algorithms can be performed, as required by the recently effective New York City Local Law 144 of 2021. We conclude by offering critical discussion on the benefits, inherent limitations, and implementation challenges of applying practices of the more mature financial auditing industry to AI auditing where robust guardrails against quality assurance issues are only starting to emerge. Our discussion as informed by experiences in performing these audits in practice highlights the critical role that an audit ecosystem plays in ensuring the effectiveness of such methodology. (shrink)

We argue for asymmetries between positive and negative partiality. Specifically, we defend four claims: i) there are forms of negative partiality that do not have positive counterparts; ii) the directionality of personal relationships has distinct effects on positive and negative partiality; iii) the extent of the interactions within a relationship affects positive and negative partiality differently; and iv) positive and negative partiality have different scope restrictions. We argue that these asymmetries point to a more fundamental moral principle, which we call (...) Morality’s Harmonious Propensity. According to this principle, morality has a propensity toward preserving positive relationships and dissolving negative ones. (shrink)

Existing discussions of partiality have primarily examined special personal relationships between family, friends, or co-nationals. The negative analogue of such relationships – for example, the relationship of enmity – has, by contrast, been largely neglected. This chapter explores this adverse relation in more detail and considers the special reasons generated by it. We suggest that enmity can involve justified negative partiality, allowing members to give less consideration to each other’s interests. We then consider whether the negative partiality of enmity can (...) be justified through projects or the value inherent in the relationship, following two influential views about the justification of positive partiality. We argue that both accounts of partiality can be conceptually extended to the negative analogue, but doing so brings into focus the problems with such accounts of the grounds of partiality. (shrink)

The public and scholars alike largely consider envy to be reprehensible. This judgment of the value of envy commonly results either from a limited understanding of the nature of envy or from a limited understanding of how to determine the value of phenomena. Overcoming this state requires an interdisciplinary collaboration of psychologists and philosophers. That is, broad empirical evidence regarding the nature of envy generated in psychological studies must inform judgments about the value of envy according to sophisticated philosophical standards. (...) We conducted such a collaboration. Empirical research indicates that envy is constituted by multiple components which in turn predict diverse outcomes that may be functional for the self and society. Accordingly, the value of envy is similarly nuanced. Sometimes, envy may have instrumental value in promoting prudentially and morally good outcomes. Sometimes, envy may be non-instrumentally prudentially and morally good. Sometimes, envy may be bad. This nuanced perspective on the value of envy has implications for recommendations on how to deal with envy and paves the way toward future empirical and theoretical investigations on the nature and the value of envy. (shrink)

Theories of self-defence tend to invest heavily in ‘liability justifications’: if the Attacker is liable to have defensive violence deployed against him by the Defender, then he will not be wronged by such violence, and selfdefence becomes, as a result, morally unproblematic. This paper contends that liability justifications are overrated. The deeper contribution to an explanation of why defensive permissions exist is made by the Defender’s non-liability. Drawing on both canonical cases of self-defence, featuring Culpable Attackers, and more penumbral cases (...) of self-defence, involving Non-Responsible Threats, a case is assembled for the ‘Non-Liability First Account’ of self-defence. (shrink)

Ghi lại vắn tắt chuyện hội làng. Chẳng là mùa Xuân làng xóm hay có hội. Đám chim cũng nô nức. Phóng viên Chẫu đang lim dìm ngủ, bỗng thoáng thấy bóng xanh xanh vọt qua. Trông kỹ thì ra là bọ ngựa. Nhưng khác với lối đủng đỉnh thường ngày, hôm nay thấy tất bật, vội vã.

Objective correlates—behavioral, functional, and neural—provide essential tools for the scientific study of consciousness. But reliance on these correlates should not lead to the ‘fallacy of misplaced objectivity’: the assumption that only objective properties should and can be accounted for objectively through science. Instead, what needs to be explained scientifically is what experience is intrinsically— its subjective properties—not just what we can do with it extrinsically. And it must be explained; otherwise the way experience feels would turn out to be magical (...) rather than physical. We argue that it is possible to account for subjective properties objectively once we move beyond cognitive functions and realize what experience is and how it is structured. Drawing on integrated information theory, we show how an objective science of the subjective can account, in strictly physical terms, for both the essential properties of every experience and the specific properties that make particular experiences feel the way they do. (shrink)

Network analysis as a tool for ecological interactions studies has been widely used since last decade. However, there are few studies on the factors that shape network patterns in communities. In this sense, we compared the topological properties of the interaction network between flower-visiting social wasps and plants in two distinct phytophysiognomies in a Brazilian savanna (Riparian Forest and Rocky Grassland). Results showed that the landscapes differed in species richness and composition, and also the interaction networks between wasps and plants (...) had different patterns. The network was more complex in the Riparian Forest, with a larger number of species and individuals and a greater amount of connections between them. The network specialization degree was more generalist in the Riparian Forest than in the Rocky Grassland. This result was corroborated by means of the nestedness index. In both networks was found asymmetry, with a large number of wasps per plant species. In general aspects, most wasps had low niche amplitude, visiting from one to three plant species. Our results suggest that differences in structural complexity of the environment directly influence the structure of the interaction network between flower-visiting social wasps and plants. (shrink)

Performativity plays a significant role avant la lettre in Classical German Philosophy. It is, among other things, a central component of original interpretations of the Absolute, the Subject, and Knowledge. Since the 2010s, there has been an increasing number of studies examining the performative in Kant, Fichte, Schelling, Hegel, Kierkegaard, Hölderlin, Novalis, Schliermacher, and Schlegel. This anthology picks up on this development. Through interdisciplinary contributions, performativity within Classical German Philosophy is explained and discussed, highlighting the hermeneutic and systematic insights gained (...) from performative interpretations. [In German: Performativität spielt avant la lettre in der Klassischen Deutschen Philosophie eine bedeutende Rolle. Sie ist u.a. ein zentraler Bestandteil originärer Interpretationen des Absoluten, des Subjekts oder auch des Wissens. Seit den 2010er Jahren mehren sich daher Untersuchungen, die dem Performativen bei Kant, Fichte, Schelling, Hegel, Kierkegaard, Hölderlin, Novalis, Schliermacher, und Schlegel. Dieser Sammelband greift diese Entwicklung auf. Anhand interdisziplinärer Beiträge wird Performativität innerhalb der Klassischen Deutschen Philosophie erläutert und diskutiert. Dabei wird der hermeneutische und systematische Ertrag performativer Interpretationen dargestellt.]. (shrink)

This chapter focusses on Martin Lang's ongoing practiced-based research project "The Truth in Painting 1993", which employs painting, photography and digital manipulation brought together in pictures that depict events from 1993. Each painting in the series contains an amalgamation of analogue painterly marks, printed scans of paintings and digital painting. The projects anticipates that both the lack of certainty around the mediums used, and the occasions depicted in the works, will spur viewers to question notions of socially constructed and mind-independent (...) truths connected to incidents of that time. In this essay, Lang frames his work in relation to ideas of slippage of the work of art as a single, unique, entity in Jacques Derrida's The Truth in Painting (1978) and Enrico Terrone's concept of "standards of correctness" in "The Post-truth in Painting" (2019). This positions Lang's project in a post-truth world, where the "truth is out there", but which cannot always be clearly defined and understood. (shrink)

This paper functions as both an introduction to the German debate around Foucault’s model of critique and the questions of normativity surrounding it as well as presenting one possible interpretation of critique at the intersection of Foucault’s writing and his intellectual activism. Foucault’s model of critique has been and can be used or criticised productively in contexts of normative political theory. To properly capture Foucault’s critical project it is necessary to focus on the insights of governmentality studies and their normative (...) abstinence when criticising, his turn towards the ethical and practices of the self like parrhesia, but also his activism as a public intellectual, with all of these notions always situated in the tension of particular and universal. (shrink)

This essay asks how Hazlitt’s notion of artistic genius stands up today, where connoisseurs are unfashionable, expertise is distrusted and popular opinion is often courted and highly valued in the generation and reception of art. It does this by analysing Hazlitt’s concepts of gusto and “aesthetic democracy”. First, Hazlitt’s concept of aesthetic democracy is applied to the painting of Thomas Kinkade, the reassessment of ‘slaver’ statues and a conceptual project by Komar and Melamid to highlight some problems with popular opinion (...) in the assessment of art and with collaborative practices that cede authorship to participants (what I call “the democratisation of art”). Then, Hazlitt’s concept of gusto is scrutinised to argue for the importance of the role of the individual artist’s voice in the production of artworks. The article makes two conclusions. First that, Hazlitt’s separation of aesthetic democracy from political democracy negates ethical concerns about “undemocratic art”. Secondly, that Hazlitt’s concepts of artistic genius and gusto remind us of the value of the artist-individual and the aesthetic worth of their undiluted input. Consequently, Hazlitt’s concepts of artistic genius and gusto are useful tools to critically assess contemporary art, against the prevailing current of art criticism, allowing us to assert the immanent importance of art and the role of the artist in its creation. (shrink)

This article makes two main claims: that Debord’s concept of the ‘integrated spectacle’ is related to end of History narratives; and that the related concept of ‘disinformation’ is manifested in new forms of media-driven warfare. These claims are substantiated through a comparative analysis between Debord’s texts and contemporary politics, primarily as described by Adam Curtis and by the RETORT collective. The resulting understanding of our contemporary politics is a situation where subjects who appear to be free, are in fact only (...) free to choose between competing brands of neo-liberalism that manipulate and baffle in order to obfuscate their true agendas. This situation is termed a ‘spectacular malaise’. The article then critiques post-Marxist claims to a re-birth of History and therefore a potential end to the spectacular malaise. It argues that the Arab Spring and Occupy movement did not signal an end to the end of History, as they were unable to articulate an alternative vision. This situation is compared to the last days of the Soviet Union, when change also seemed unimaginable. It identifies Mark Fisher’s call for activists to demonstrate alternative possibilities and reveal contingency in apparently natural orders to counter the spectacular malaise. Three art collectives are considered as potential candidates to take up this challenge: Women on Waves, Voina, and SUPERFLEX. The article concludes that while making actual social and political change is useful for demonstrating alternative possibilities, it is art’s symbolic value that reveals contingency and strikes at the heart of the spectacular malaise. (shrink)

This chapter applies ‘The Decline and Fall of the Spectacle-Commodity Economy’ – the Situationist account of the Watts Rebellion (Los Angeles, 1965) – to the August riots (England, 2011) and the global Occupy movement. It draws two conclusions: that both May ’68 and Occupy were formed by the political violence that preceded them; and that, although the Situationist essay makes problematic claims about race, its assessment of the Spectacle-Commodity Economy remains valuable: in fact, if combined with intersectional theory, it can (...) provide a useful counterbalance to identity politics that can prevent what Alain Badiou calls an ‘immediate riot’ from becoming a ‘historical riot’ by fragmenting mass social movements and undermining unity. (shrink)

Thực tế này khá dễ hiểu với các nền kinh tế chưa có nhiều tích lũy, và một lượng lớn đầu tư buộc phải dành cho những công nghệ khá gần với hoạt động kinh tế trong ngắn và trung hạn.

In this paper, we distinguish between different sorts of assessments of algorithmic systems, describe our process of assessing such systems for ethical risk, and share some key challenges and lessons for future algorithm assessments and audits. Given the distinctive nature and function of a third-party audit, and the uncertain and shifting regulatory landscape, we suggest that second-party assessments are currently the primary mechanisms for analyzing the social impacts of systems that incorporate artificial intelligence. We then discuss two kinds of as-sessments: (...) an ethical risk assessment and a narrower, technical algo-rithmic bias assessment. We explain how the two assessments depend on each other, highlight the importance of situating the algorithm within its particular socio-technical context, and discuss a number of lessons and challenges for algorithm assessments and, potentially, for algorithm audits. The discussion builds on our team’s experience of advising and conducting ethical risk assessments for clients across dif-ferent industries in the last four years. Our main goal is to reflect on the key factors that are potentially ethically relevant in the use of algo-rithms, and draw lessons for the nascent algorithm assessment and audit industry, in the hope of helping all parties minimize the risk of harm from their use. (shrink)