Analytical Thinking covers aspects of research design, interpretation of data, analysis, logic, and thinking processes. It is comprised of three sections: Data Concepts and Analysis; Logic and Basic Arguments; and Research and Everyday Reasoning. The section on Data Concepts and Analysis covers aspects of research design, data collection, and introduces basic forms of hypothesis testing and statistical tests. The Logic and Basic Arguments section covers material ranging from valid and invalid forms of argument and errors in reasoning to critiques of arguments presented in case studies. The Research and Everyday Reasoning section examines how arguments and scientific evidence are presented and interpreted in the media, society, and interpersonal interactions. Together, the three course components teach foundational skills necessary for carrying out meaningful academic discussions, arguments, and research studies, which may be applied to any area of scholarly enquiry.

This unit is an introduction to the calculus of one variable. Topics covered include elementary functions, differentiation, basic integration techniques and coordinate geometry in three dimensions. Applications in science and engineering are emphasised.

An introduction to modern logic: the investigation of the laws of truth. One essential aspect of good reasoning or argumentation is that it is valid: it cannot lead from true premises to a false conclusion. In this unit we learn how to identify and construct valid arguments, using techniques such as truth tables, models and truth trees. Apart from being a great aid to clear thinking about any subject, knowledge of logic is essential for understanding many areas not only of contemporary philosophy, but also linguistics, mathematics and computing.

We examine the major ways of proving things in logic: tableaux (trees), axiomatic proofs, natural deduction and sequent calculus. We learn to construct proofs of each of these kinds and then establish fundamental adequacy results (e.g. soundness and completeness) for each kind of proof system.

An introduction to critical thinking and analysis of argument. By examining arguments drawn from diverse sources, including journalism, advertising, science, medicine, history, economics and politics, we will learn how to distinguish good from bad arguments, and how to construct rationally persuasive arguments of our own. Along the way we will grapple with scepticism, conspiracy theories and pseudoscience. The reasoning skills imparted by this unit make it invaluable not only for philosophy students but for every student at the University.

Climate change, disease outbreaks, public health challenges, mass movements of people, renewable energy, sustainable cities, social media and AI and automation are some examples of the "wicked problems" that we all face as we move through 21C. Science provides many of the solutions to these challenges, yet sceptics and deniers continue to flourish. What is it about many scientific claims that often generate mistrust and confusion in the broader public? Creating and communicating valid scientific evidence and arguments requires a skilful balance of truth, objectivity and evidence. Science is not black and white becausewicked problems have not only scientific but also economic, historical, social, legal, environmental and moral dimensions. In this unit you willdevelop skills used to address challenging problems and consider the ethical, political, social and regulatory issues that create further complexity. You will work together with students from diverse disciplinary backgrounds to explore case studies and conduct experiments around campus. You will learn how data collection and models are used to create knowledge anddevelop core skills in scientific and critical thinking. You will learn how to leverage ways of interdisciplinary and inter-cultural thinking and points of view to communicate your decisions to a variety of professional and lay audiences. These are skills that enable to you to make valuable contributions to future society no matter what your career.

The persuasive power of the English language emerges from its richness and variation. This unit introduces students to rhetorical theory as a resource for the creative construction of meaning. Students will learn to discover topics, arrange ideas, and analyse the delivery of arguments across a variety of contexts. We examine print, visual media, political debates and engage in virtual exchanges with universities around the world.

This unit introduces the study of the interrelationship between language and society. It is concerned with phenomena of language change and how that leads to varieties in a language. How are these varieties linked to social differences? What distinguishes male speech from female speech or what are the linguistic styles of different social classes or ethnic groups? What is slang, or jargon, and what distinguishes a casual conversation from an interview?

This is a foundational unit in the Management and IR and HRM subject areas. An introductory overview of management methods and approaches is provided which forms the basis of study for an advanced specialisation in management. The unit examines management as a process of planning, organising, leading and controlling the efforts of organisational members and discusses how recent trends such as globalisation, economic change and the effects of new technology have led to profound changes in how organisations are managed. The unit explores these issues with respect to both large and small, public and private, and domestic and foreign organisations.

WRIT1000 teaches the fundamentals of academic writing across disciplines. Frequent, short writing assignments are designed to help students engage with the writing process at the sentence and paragraph levels and and to make appropriate style, grammar, punctuation, and syntax choices. Students will learn to research topics, document sources in keeping with academic honesty principles, and edit and revise their own and others' writing. While WRIT1000 may be suitable for non-native English speakers, it is not a language acquisition UoS and assumes basic competence in English.

What do great poets, preachers and politicians have in common? Using case studies of enduring persuasive texts from the pulpit to the courtroom to the concert hall, this unit introduces students to rhetorical hermeneutics as a method of interpretation. The unit extends their ability to interrogate and think critically about various text types and their affective qualities. It cultivates intensive and effective research and reporting practices, through which students develop discipline-based inquiry questions to effectively discover, invent, produce, and deliver their own arguments.

Science has given us nearly infinite possibilities for controlling life. Scientists probe the origins of life through research with stem cells and embryos. To unlock the secrets of disease, biomedicine conducts cruel experiments on animals. GM crops are presented as the answer to hunger. Organ transplantation is almost routine. The international traffic in human body parts and tissues is thriving. The concept of brain death makes harvesting organs ethically more acceptable. It may also result in fundamental changes in our ideas about life. Science has provided new ways of controlling and manipulating life and death. As a consequence, difficult ethical questions are raised in increasingly complex cultural and social environments. This course will discuss major issues in the ethics of biology and medicine, from gene modification to Dolly the sheep. This unit will be introductory, but a small number of topical issues will be studied in depth. No scientific background beyond Year 10 level will be assumed.

The topics covered by HPSC1000 - Bioethics will be treated in more depth, in a special tutorial set aside for Advanced students.

What is the role of science in society? What should it be? Scientific knowledge is often difficult to understand without years of training, and yet this knowledge is crucial to social welfare, and to our political and environmental futures. In this Unit of Study, we look at the practical realities of living in a society of which science is an integral part. Our examples come from across the sciences, with an emphasis on the health sciences, and on biodiversity, climate change, and environmental challenges. Major themes are:
1. Science in Society: how can publics relate to scientific knowledge? What is the importance of trust in science? What is the role of experts? What does it mean to say that science and society are co-constructed?
2. The West and the Rest: what are the relations between so-called "Western science" and other knowledge systems? What role has science played in colonial legacies? Our focus is on relations with Aboriginal Australian knowledges and cultures.
3. Facts and Norms: how does science relate to social and political values? Can scientific facts be independent of these values? We look at the historical origins of important concepts of science and ethics in response to the Second World War, and at present-day examples e.g. in biomedical research.

This unit is an introduction to central issues in metaphysics, ethics and aesthetics. It opens with general questions about reality, God, personal identity and free will. The middle section of the unit will consider questions about values, goodness and responsibility. The final part is concerned with the question "what is art", the nature of aesthetic judgment and the role of art in our lives.

This unit draws on contemporary moral philosophy to shed light on some of the most pressing practical, ethical questions of our time, including euthanasia, abortion, surrogacy, censorship, animal rights, genetic testing and cloning and environmental ethics. By the end of the unit, students should have a good understanding of these practical ethical issues; and, more crucially, be equipped with the conceptual resources to think through new ethical questions and dilemmas as they arise in their personal and professional lives.

We go beyond the question of which actions are morally right to consider the following: How should we evaluate motives and emotions? Is anyone actually virtuous, or are we all weak-willed, self-deceived confabulators? Are any actions or persons evil? When should we feel guilty or ashamed? Should forgiveness be unconditional? Is morality the product of Darwinian natural selection, or of culture and learning? Is there any objective truth in morality, or are moral claims merely subjective or culturally relative?

Why does America have so much influence globally? What is the nature of this influence? And what are the consequences of this influence? What are the nature and consequences of the influence of the rest of the world on America? Why given America's global influence, and globalisation in general, does America remain such an insular society? This unit takes an interdisciplinary approach to these questions with a focus primarily on the United States in the 21st century.

Anthropologists study the different ways of life of people in different parts of the world. They study peoples of all kinds, whether in the remotest villages ofthe remotest parts of the globe or in the largest cities of the wealthiest nations on earth. In every kind of place where anthropologists work, they want to step into the shoes of the people whom they wish to understand and to understand people's worlds from the inside out. Topics of study include the environment, the city, the village, the family, the nation, poverty, inequality, race, gender, religion and power. This unit will introduce students to these topics and to core anthropological, concepts, case studies and methods.

As humans, culture completes us, but we also create culture through our words and deeds. Social and cultural anthropologists are engaged in both cultural description and cultural criticism: their work contributes to understanding the world and changing it. Anthropologists challenge many dominant beliefs about how the world works. In this class, you will be introduced to the unique perspective of cultural anthropology on human experience through a study of how anthropologists have contributed to debates on contemporary issues of global importance. You will learn how anthropological understandings of culture and society help us to rethink the way we live and the world we inhabit.

The 1949 speech by US president, Harry Truman, declared his countrys commitment to the development of the Third World, and began what many consider to be development as an institutional approach to non-Western societies. Anthropology, well established in its study of non-Western societies, was able to offer a rich ethnographic insight into the developing world. Combining ethnographic detail with social science concepts, this unit covers topics such as food crisis, land, environment, cities, fair trade, migration, nation-state, NGOs, poverty and informal economy.

Art shapes our cities, streets, galleries, phones and minds. It is now made with every conceivable material, and sometimes none at all. It shocks, challenges, soothes, entertains, engrosses and overwhelms us. This unit charts the history of Modern and Contemporary Art across the world, as it is shaped by and shapes society, politics and environment. It shows current concerns in art , with materials, landscape, self-image, politics, and the body are grounded in a century of global experiment

In the 21st century the population of the world will increase both in size and its expectation in terms of food, energy and consumer demands. Against this demand we have a planet in crisis where natural resources are degraded, biodiversity is diminishing and planetary cycles related to climate are reaching points of irreversible change. Management of our precious natural resources is a balancing act between production and conservation as always, but now we have to do this against a background of potential large scale changes in climate. In this unit students will gain an understanding of the key environmental challenges of the 21st century; namely food security, climate change, water security, biodiversity protection, ecosystems services and soil security. In the second half, using Australian case studies, we will explore how we manage different agro-ecosystems within their physical constraints around water, climate and soil, while considering linkages with the global environmental challenges. Management now, in the past and the future will be considered, with an emphasis on food production. This unit is recommended unit for students interested in gaining a broad overview of the environmental challenges of the 21st century, both globally and within Australia.

This is the gateway unit of study for Human Geography, Physical Geography, Environmental Studies and Geology. Its objective is to introduce the big questions relating to the origins and current state of the planet: climate change, environment, landscape formation, and the growth of the human population. During the semester you will be introduced to knowledge, theories and debates about how the world's physical and human systems operate. The first module investigates the evolution of the planet through geological time, with a focus on major Earth systems such as plate tectonics and mantle convection and their interaction with the atmosphere, hydrosphere, biosphere and human civilisations. The second module presents Earth as an evolving and dynamic planet, investigating global environmental change, addressing climate variability and human impacts on the natural environment and the rate at which these changes occur and how they have the potential to dramatically affect the way we live. Finally, the third module focuses on human-induced challenges to Earth's future. This part of the unit critically analyses the relationships between people and their environments, with central consideration to debates on population change, resource use and the policy contexts of climate change mitigation and adaptation.

Advanced students will complete the same core lecture material as for GEOS1001, but will be required to carry out more challenging practical assignments.

This unit of study provides a geographical perspective on the ways in which people interact with each other and the physical world, focussing on the processes that generate spatial variation and difference. Students will consider the development and characteristics of natural environments across the globe, and will explore how these environments both constrain, and are influenced by, humans. In the process, they will learn about the biophysical, political, economic, cultural and urban geographies that shape contemporary global society. Each of these themes will be discussed with reference to key examples, in order to understand the ways in which the various processes (both physical and human) interact. The unit of study is designed to attract and interest students who wish to pursue geography as a major within their undergraduate degree, but also has relevance to students who wish to learn how to think geographically about the contemporary world.

Advanced students will complete the same core lecture material as for GEOS1002, but will be required to carry out more challenging practical assignments.

This unit introduces students to Indigenous Australia in a stimulating, in-depth study of traditional and contemporary forms of Aboriginal and Torres Strait Islander cultural expression. Ranging from the Dreaming and ancient knowledges, ceremony and lore, to the lives and societies of Indigenous peoples today, students learn in areas such Aboriginal kinship, language, story and art, Indigenous agriculture, aquaculture and astronomy, and contemporary Indigenous cultures and cultural currents.

Medical anthropology is a comparative and ethnographic response to the global influence of biomedicine within diverse cultural worlds. This unit will examine major theoretical approaches, their respective critiques, and the methods that underpin them. Concepts such as 'health/illness', 'disease', 'well-being', 'life-death', and 'body/mind' will be located in a variety of cultural contexts and their implications for different approaches to diagnosis and treatment considered. The unit will include culturally located case studies of major contemporary health concerns, such as AIDS.

DATA1001 is a foundational unit in the Data Science major. The unit focuses on developing critical and statistical thinking skills for all students. Does mobile phone usage increase the incidence of brain tumours? What is the public's attitude to shark baiting following a fatal attack? Statistics is the science of decision making, essential in every industry and undergirds all research that relies on data. Students will use problems and data from the physical, health, life and social sciences to develop adaptive problem solving skills in a team setting. Taught interactively with embedded technology, DATA1001 develops critical thinking and skills to problem-solve with data. It is the prerequisite for DATA2002.

DATA1901 is an advanced level unit (matching DATA1001) that is foundational to the new major in Data Science. The unit focuses on developing critical and statistical thinking skills for all students. Does mobile phone usage increase the incidence of brain tumours? What is the public's attitude to shark baiting following a fatal attack? Statistics is the science of decision making, essential in every industry and undergirds all research that relies on data. Students will use problems and data from the physical, health, life and social sciences to develop adaptive problem solving skills in a team setting. Taught interactively with embedded technology and masterclasses, DATA1901 develops critical thinking and skills to problem-solve with data at an advanced level. By completing this unit you will have an excellent foundation for pursuing data science, whether directly through the data science major, or indirectly in whatever field you major in. The advanced unit has the same overall concepts as the regular unit but material is discussed in a manner that offers a greater level of challenge and academic rigour.

Technological advances in science, business and engineering have given rise to a proliferation of data from all aspects of our life. Understanding the information presented in these data is critical as it enables informed decision making into many areas including market intelligence and science. DATA2002 is an intermediate unit in statistics and data sciences, focusing on learning data analytic skills for a wide range of problems and data. In this unit, you will learn how to ingest, combine and summarise data from a variety of data models which are typically encountered in data science projects as well as reinforce your programming skills through experience with a statistical programming language. You will also be exposed to the concept of statistical machine learning and develop the skills to analyse various types of data in order to answer a scientific question. From this unit, you will develop knowledge and skills that will enable you to embrace data analytic challenges stemming from everyday problems.

Technological advances in science, business, and engineering have given rise to a proliferation of data from all aspects of our life. Understanding the information presented in these data is critical as it enables informed decision making into many areas including market intelligence and science. DATA2902 is an intermediate unit in statistics and data sciences, focusing on learning advanced data analytic skills for a wide range of problems and data. In this unit, you will learn how to ingest, combine and summarise data from a variety of data models which are typically encountered in data science projects as well as reinforce your programming skills through experience with statistical programming language. You will also be exposed to the concept of statistical machine learning and develop the skills to analyse various types of data in order to answer a scientific question. From this unit, you will develop knowledge and skills that will enable you to embrace data analytic challenges stemming from everyday problems.

This is an introductory data science unit for students in the agricultural, life and environmental sciences. It provides the foundation for statistics and data science skills that are needed for a career in science and for further study in applied statistics and data science. The unit focuses on developing critical and statistical thinking skills for all students. It has 4 modules: exploring data, modelling data, sampling data and making decisions with data. Students will use problems and data from the physical, health, life and social sciences to develop adaptive problem-solving skills in a team setting. Taught interactively with embedded technology, ENVX1002 develops critical thinking and skills to problem-solve with data.

This Unit of Study explores the very nature of science and how it is practised. Using contemporary and historical scientific examples, the unit looks into whether a sharp line can be drawn between science and non-science, and what criteria can be used to distinguish science from pseudoscience. Various tools of science will be examined philosophically and historically, including theories, models, explanations, data analysis and concepts. The unit also looks into the ways in which science is a social process, with an emphasis on values, biases, and the institutionalized organization of science. To complete this broad overview, topics such as science denialism (not accepting various bodies of scientific knowledge) and scientism (valuing science above all other knowledge systems) will also be addressed.

This Unit of Study explores the very nature of science and how it is practised. Using contemporary and historical scientific examples, the unit looks into whether a sharp line can be drawn between science and non-science, and what criteria can be used to distinguish science from pseudoscience. Various tools of science will be examined philosophically and historically, including theories, models, explanations, data analysis and concepts. The unit also looks into the ways in which science is a social process, with an emphasis on values, biases, and the institutionalized organization of science. To complete this broad overview, topics such as science denialism (not accepting various bodies of scientific knowledge) and scientism (valuing science above all other knowledge systems) will also be addressed.

Modern culture is a culture of science and modern science is the outcome of a historical process of 2,500 years. In this course we investigate how traditional knowledge gradually acquired the characteristics of 'science': the social structure, contents, values and procedures we are familiar with. We will look at some primary chapters of this process, from antiquity to the end of the seventeenth century, and try to understand their implications to understanding contemporary science in its culture.

The topics covered in 'The Birth of Modern Science' will be covered in more depth, in a special tutorial set aside for advanced students.

The Internet is a communications and media infrastructure that supports constant economic and social change, as well as being integrated into the routines of our everyday life across the planet. Internet Transformations critically examines the online technologies, platforms and industries at the heart of these changes. It introduces key skills in analysis, evaluation and critique of these objects, situated in a historical context. It also interrogates the implications of emerging internetworked phenomena such as the internet of things, augmented reality and algorithmic cultures.

How we eat, sleep, talk, love, shop, work, play, learn and die are all shaped by digital media. Everyday digital media focuses on the transformation of self and society through the digital mediation of everyday practices. How do we organise our social lives and engage creatively in online realms? What are the opportunities and risks of sharing and self-presentation in networked publics? How are communities reconfigured in a digital context? This unit introduces theories of digital culture and identity and applies them to our everyday experiences and interactions with social media, participatory culture, locative media, computer games, virtual reality, smart homes and connected cities.

This unit covers computation and data handling, integrating sophisticated use of existing productivity software, e.g. spreadsheets, with the development of custom software using the general-purpose Python language. It will focus on skills directly applicable to data-driven decision-making. Students will see examples from many domains, and be able to write code to automate the common processes of data science, such as data ingestion, format conversion, cleaning, summarization, creation and application of a predictive model.

This unit covers computation and data handling, integrating sophisticated use of existing productivity software, e. g. spreadsheets, with the development of custom software using the general-purpose Python language. It will focus on skills directly applicable to data-driven decision-making. Students will see examples from many domains, and be able to write code to automate the common processes of data science, such as data ingestion, format conversion, cleaning, summarization, creation and application of a predictive model. This unit includes the content of DATA1002, along with additional topics that are more sophisticated, suited for students with high academic achievement.

Digital ecosystems (such as social media, blockchain, technology platforms, artificial intelligence, big data, people analytics, and cybersecurity) fundamentally change the way we collect and present ideas, communicate, and work together. In this unit, students are introduced to various digital ecosystems and their implications for how work is done. Students learn about how employers recruit graduates online, what it is like to join and work in a modern, digital workplace, and the tensions that arise when traditional, structured workplaces are transformed through digital, flexible, and networked ways of working. Students engage in hands-on activities to acquire skills for how to present themselves effectively and professionally online (personal branding), how to communicate in digital channels in an organisational context (professional communication), how to effectively search for and work with digital information (data literacy), and how to digitally coordinate work in teams.