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Futurum Careers

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Whether you’re a teacher of STEM, information technology, humanities, careers or social studies, we want to help you with all of these challenges and put the ‘wow’ into classrooms. We want to support you with resources that aim to engage all students regardless of their gender, ethnicity or background. There are multiple organisations and global initiatives that are focused on this mission, and our aim is to bring these resources together so that you can access them quickly and easily – For Free

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Whether you’re a teacher of STEM, information technology, humanities, careers or social studies, we want to help you with all of these challenges and put the ‘wow’ into classrooms. We want to support you with resources that aim to engage all students regardless of their gender, ethnicity or background. There are multiple organisations and global initiatives that are focused on this mission, and our aim is to bring these resources together so that you can access them quickly and easily – For Free
How can artificial intelligence help to create a more inclusive labour market?
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How can artificial intelligence help to create a more inclusive labour market?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5/Grade 9-10 and Grade 11-12 Computing and ICT. It can also be used as a careers resource and links to Gatsby Benchmarks (UK): Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Professor Linglong Kong and Professor Bei Jiang from the University of Alberta in Canada. They are developing bias-free artificial intelligence (AI) algorithms that will promote equality in labour markets. • This resource also contains interviews with Linglong and Bei and offers an insight into careers in AI research. If your students have questions for Linglong and Bei, they can send them through the Futurum Careers website. • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Linglong and Bei’s research and challenges them to consider how AI could help humans overcome their biases. This resource was first published by Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources, or have suggestions for improvements, please let us know and leave us some feedback. Thank you!
Saving lives with coding: the global impact of an undergraduate project
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Saving lives with coding: the global impact of an undergraduate project

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5/Grade 9-10 and Grade 11-12 Computing and ICT. It can also be used as a careers resource and links to Gatsby Benchmarks (UK): Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Professor Angelos Barmpoutis from the University of Florida in the US. He has developed a course that gives students real-world experience of designing web-based applications with a focus on user interface and user experience (UI/UX) design. • This resource also contains interviews with Angelos and one of his students, Satvik Vippatoori, and offers an insight into careers in software development. If your students have questions for Angelos, they can send them through the Futurum Careers website. • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Angelos’ research and challenges them to assess the UI/UX design of an online educational app. This resource was first published by Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources, or have suggestions for improvements, please let us know and leave us some feedback. Thank you!
Vaccines: building confidence and tackling mistrust
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Vaccines: building confidence and tackling mistrust

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 biology and ICT. It can also be used as a careers resource and links to Gatsby Benchmarks (UK): Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Constance Blomgren, Dr Karen Cook and Dr Stella George of Athabasca University, Canada. They have co-developed an open educational resource animation that explores how to approach concerns and misconceptions around vaccines. • This resource also includes advice on how to evaluate the information that you find online and explains how Connie, Karen and Stella co-created their animation with students and community groups. If your students have questions for Connie, Karen and Stella, they can send them through the Futurum Careers website. • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Connie, Karen and Stella’s research and challenges them to practice evaluating information that they find on the internet. This resource was first published by Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources, or have suggestions for improvements, please let us know and leave us some feedback. Thank you!
Why is it hard to build quantum computers?
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Why is it hard to build quantum computers?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 physics and computing. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Salini Karuvade, a quantum physicist at the University of Sydney. She is investigating how to overcome the challenges that prevent quantum computers from working very well. • This resource also contains an interview with Salini and offers an insight into careers in quantum physics. If your students have questions for Salini, they can send them through the Futurum Careers website. • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Salini’s research and challenges them to play a quantum-based computer game. This resource was first published by Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources, or have suggestions for improvements, please let us know and leave us some feedback. Thank you!
How much should political parties know about you?
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How much should political parties know about you?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, debate clubs and at home. This resource links to KS4 and KS5 politics and ICT. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Professor Colin Bennett, a political scientist at the University of Victoria in Canada. He and his former students, Dr Smith Oduro-Marfo and Jesse Gordon investigated how political parties around the world use their citizens’ data and what this means for democracy. • This resource also contains an interview with Smith and Jesse and offers an insight into careers in political science. If your students have questions for the team, they can send them through the Futurum Careers website. • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Colin’s research and challenges them to design a survey to ‘harvest’ data and create a micro-targeting political campaign. This resource was first published by Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources, or have suggestions for improvements, please let us know and leave us some feedback. Thank you!
Detecting deepfakes: how can we ensure that generative AI is used for good?
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Detecting deepfakes: how can we ensure that generative AI is used for good?

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Suitable for 14 to 19-year-olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom or shared with students online. This resource links to KS4 and KS5 Computer Science and Media Studies. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This package of teaching resources explains the work of Professor Siwei Lyu, based at University at Buffalo, The State University of New York in the US, who is determined to halt the advance of deepfake media and ensure that generative AI is used for the good of society. • The brochure contains an interview with Siwei and his colleague, Shan, providing insights into careers in media forensics. • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Siwei’s research, and tasks them to consider how AI could be used for societal good. • The animation summarises Siwei’s work and is accompanied by a script. • The careers PowerPoint reiterates the key points in the article and includes further talking points to encourage students to reflect on their own skills and aspirations. • The podcast features Siwei talking more about his work and the field of media forensics and is accompanied by a PowerPoint featuring questions to help students to ‘break the podcast down’. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Looking to the future with edge computing
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Looking to the future with edge computing

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Suitable for 14 to 19-year-olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom or shared with students online. This resource links to KS4 and KS5 Computer Science. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • Edge computing ‘brings the cloud closer’ – enabling small and simple technological devices to perform complex functions. This teaching resource explains the work of Professor Mahadev Satyanarayanan (Satya), at Carnegie Mellon University in the US, and Professor Nigel Davies, at Lancaster University in the UK, who are working on making this life-changing technology part of our everyday reality. • This resource also contains interviews with Satya and Nigel. If you or your students have a question for them, you can submit it online – go to the article using the Futurum link below and scroll to the bottom of the page. Satya and Nigel will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Satya and Nigel’s research, and tasks them to imagine how edge computing could benefit people’s lives. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Modelling minds: can computers mimic human intelligence?
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Modelling minds: can computers mimic human intelligence?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 computer science and psychology. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of computational cognitive neuroscientists from the Neuroscience of Cognitive Control Lab at Princeton University, USA. They are investigating neuroscientific and psychological mechanisms behind cognition and intelligence using computational models. • This resource also contains interviews with members of the lab. If your students have questions for the team members, they can send them to them online. All they need to do is to go to the article online (see the Futurum link below), scroll down to the end and type in the question(s). The lab members will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on team’s research and challenges them to conduct an experiment to explore the flexibility of cognitive control. • The accompanying PowerPoint reiterates the key points in the article and encourages students to reflect on their own aspirations. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
How can data management tools help us discover new treatments for a chronic disease?
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How can data management tools help us discover new treatments for a chronic disease?

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Suitable for 14 to 19-year-olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom or shared with students online. This resource links to KS4 and KS5 Biology. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Linda Brown, an epidemiologist, and Dr Megan Carnes, a genomics research scientist, from RTI International in the US who have developed a suite of data management tools to help myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) researchers to collaborate in the hope of finding new treatments. • This resource also contains interviews with Linda, Megan and some of their colleagues. If you or your students have a question for them, you can submit it online – go to the article using the Futurum link below and scroll to the bottom of the page. The team will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on the team’s research, and tasks them to act on Linda and Megan’s careers tips. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Cyber security for the AI age
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Cyber security for the AI age

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 IT and cyber security. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Burcu Bulgurcu, a cyber security researcher at Toronto Metropolitan University. She is investigating how human behaviour impacts cyber security and privacy practices. • This resource also contains an interview with Burcu and offers an insight into careers in cyber security. If your students have questions for Burcu, they can send them to her online. All they need to do is to go to the article online (see the Futurum link below), scroll down to the end and type in the question(s). Burcu will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Burcu’s research and challenges them to design a poster to educate people on how to stay safe online. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
How can intelligent systems revolutionise healthcare?
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How can intelligent systems revolutionise healthcare?

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Suitable for 14 to 19-year-olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom or shared with students online. This resource links to KS4 and KS5 Computer Science and Biology. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Narges Armanfard, from McGill University and Mila Quebec AI Institute in Montreal, Canada, who has set up her iSMART Lab to develop intelligent computer systems that can support medical professionals. • This resource also contains interviews with Narges and team members Hadi and Khanh. If you or your students have a question for them, you can submit it online – go to the article using the Futurum link below and scroll to the bottom of the page. The team will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on the team’s research, and tasks them to discuss how AI could improve our lives. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Can artificial intelligence detect hidden heart attacks?
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Can artificial intelligence detect hidden heart attacks?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 biology, computer science and engineering. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Salah Al-Zaiti (a nurse scientist at the University of Pittsburgh), Dr Christian Martin-Gill (an emergency physician at the University of Pittsburgh) and Dr Ervin Sejdić (a biomedical engineer at the University of Toronto). They have developed an AI tool that can diagnose a heart attack from a patient’s electrocardiogram (ECG). • This resource also contains interviews with Salah, Christian and Ervin and offers an insight into careers in machine learning in medicine. If your students have questions for Salah, Christian and Ervin, they can send them to them online. All they need to do is to go to the article online (see the Futurum link below), scroll down to the end and type in the question(s). Salah, Christian and Ervin will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on the team’s research and challenges them to design a new AI tool to detect a medical condition. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Cyber security: Can cyber insurance combat cyber crime?
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Cyber security: Can cyber insurance combat cyber crime?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 computer science and ICT. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of cyber security experts Dr Jason Nurse, from the Institute of Cyber Security for Society at the University of Kent, UK, and Jamie MacColl, from the UK’s Royal United Services Institute. Thet are investigating whether companies can use cyber insurance to help mitigate the threat from cyber criminals. • This resource also contains an interview with Jason and Jamie and offers an insight into careers in cyber security. If your students have questions for Jason and Jamie, they can send them to them online. All they need to do is to go to the article online (see the Futurum link below), scroll down to the end and type in the question(s). Jason and Jamie will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Jason and Jamie’s research and challenges them to translate Jason and Jamie’s academic research about ransomware into policy recommendations for the government and cyber security advice for the public. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Accompanying animation: How are advances in technology improving dietary assessment?
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Accompanying animation: How are advances in technology improving dietary assessment?

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Suitable for 14-19-year olds (secondary and high schools, and college), this animation can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 technology and food science. This animation explains the work of dietitians Professor Deborah Kerr and Associate Professor Carol Boushey, and computer engineer Associate Professor Fengqing (Maggie) Zhu. They have teamed up to combine their expertise to develop new technologies to improve dietary assessment. The article on which this animation is based can be found at the link below, along with an activity sheet, animation script and podcast. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
How are advances in technology improving dietary assessment?
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How are advances in technology improving dietary assessment?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 technology and food science. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of dietitians Professor Deborah Kerr and Associate Professor Carol Boushey, and computer engineer Associate Professor Fengqing (Maggie) Zhu. They have teamed up to combine their expertise to develop new technologies to improve dietary assessment. • This resource also contains interviews with Deborah, Carol and Maggie and offers an insight into careers in dietetics and technology. If your students have questions for the team, they can send them to them online. All they need to do is to go to the article online (see the Futurum link below), scroll down to the end and type in the question(s). Deborah, Carol and Maggie will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on the team’s research and challenges them to design an app to improve an aspect of health or healthcare. • In the accompanying podcast, Deborah shares the importance of taking opportunities that come your way and not worrying if you don’t have a plan worked out. • An animation about the team’s work is available through the weblink, along with a downloadable script. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Can artificial intelligence help prevent heart failure?
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Can artificial intelligence help prevent heart failure?

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Suitable for 14 to 19-year-olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom or shared with students online. This resource links to KS4 and KS5 Computer Science and Biology. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Linwei Wang from the Rochester Institute of Technology in New York, USA, who is using artificial intelligence to develop new and innovative ways of detecting heart disease. • This resource also contains an interview with Linwei. If you or your students have a question for her, you can submit it online – go to the article using the Futurum link below and scroll to the bottom of the page. Linwei will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Linwei’s research, and tasks them to design an in-home health monitoring device. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Can you trust what you see online?
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Can you trust what you see online?

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 computer science and ICT. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Gang Wang and Jaron Mink, computer scientists at the University of Illinois Urbana-Champaign, USA. They are investigating how we interact with deepfakes and phishing attempts and how to protect us from their harmful effects. • This resource also contains an interview with Gang and Jaron and offers an insight into careers in cybersecurity. If your students have questions for Gang and Jaron, they can send them to them online. All they need to do is to go to the article online (see the Futurum link below), scroll down to the end and type in the question(s). Gang and Jaron will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Gang and Jaron’s research and challenges them to consider how cybersecure they are online. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
How machine learning is revolutionising materials science
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How machine learning is revolutionising materials science

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Suitable for 14 to 19-year-olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom or shared with students online. This resource links to KS4 and KS5 Engineering, Physics and Computer Science. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Professor Dane Morgan and Dr Ryan Jacobs from the University of Wisconsin-Madison in the US who are investigating the opportunities and challenges posed by machine learning for the field of materials science and engineering (MS&E). • This resource also contains interviews with Dane and Ryan. If you or your students have a question for them, you can submit it online – go to the article using the Futurum link below and scroll to the bottom of the page. Dane and Ryan will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Dane and Ryan’s research, and tasks them to research how machine learning has impacted different fields of research. • The animation summarises their research and is accompanied by a script for accessibility. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Bias, assumptions and emotions: why we think what we think
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Bias, assumptions and emotions: why we think what we think

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Suitable for 14 to 19-year-olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom or shared with students online. This resource links to KS4 and KS5 Computer Science, Psychology and Sociology. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Professor Andrew (Andy) Perfors, at The University of Melbourne in Australia, who is studying the nature of bias and other features of cognition, and even applying these findings to machine learning. • This resource also contains an interview with Andy. If you or your students have a question for him, you can submit it online – go to the article using the Futurum link below and scroll to the bottom of the page. Andy will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Andy’s research, and tasks them design a cognitive science experiment. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!
Astrophysics and computational cosmology: A superpowered model of the whole universe
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Astrophysics and computational cosmology: A superpowered model of the whole universe

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Suitable for 14-19-year olds (secondary and high schools, and college), this article and accompanying activity sheet can be used in the classroom, STEM clubs and at home. This resource links to KS4 and KS5 physics and astronomy. It can also be used as a careers resource and links to Gatsby Benchmarks: Gatsby Benchmark 2: Learning from career and labour market information Gatsby Benchmark 4: Linking curriculum learning to careers • This teaching resource explains the work of Dr Sownak Bose, a computational cosmologist at Durham University, UK. He is using sophisticated simulations of the Universe to uncover the properties of dark matter and how it influenced the development of galaxies and stars. • This resource also contains an interview with Sownak and offers an insight into careers in computational cosmology. If your students have questions for Sownak, they can send them to him online. All they need to do is to go to the article online (see the Futurum link below), scroll down to the end and type in the question(s). Sownak will reply! • The activity sheet provides ‘talking points’ (based on Bloom’s Taxonomy) to prompt students to reflect on Sownak’s research and challenges them to create their own virtual universe. This resource was first published on Futurum Careers, a free online resource and magazine aimed at encouraging 14-19-year-olds worldwide to pursue careers in science, tech, engineering, maths, medicine (STEM) and social sciences, humanities and the arts for people and the economy (SHAPE). If you like these free resources – or have suggestions for improvements –, please let us know and leave us some feedback. Thank you!