What is artificial intelligence and how does it work? (Upper secondary level)

What is artificial intelligence and how does it work? (Upper secondary level)

Objective: This worksheet provides an in-depth understanding of the technical fundamentals and ethical implications of artificial intelligence at the upper secondary level. The aim is to go beyond mere application and understand the underlying mechanisms (such as neural networks and machine learning) and critically reflect on their social implications.


Content and methods: The content covers fundamental technical concepts of artificial intelligence such as machine learning, deep learning, and neural networks, the distinction between weak and strong AI, and the analysis of everyday digital applications according to criteria such as data volume, algorithms, and learning ability. This is supplemented by practical case studies on personalized learning systems and ethical and social issues such as bias, responsibility, and the impact on learning and creativity. The methods include technical term explanations, comparative classification tasks, scenario-based case analyses, multi-perspective role-plays from different points of interest, and stimulating discussion and position exercises in the classroom, in which learners justify and reflect on their attitudes.


Competencies:

  • Technical expertise: Confident use of technical terms such as algorithms, training data, and artificial neurons.
  • Analytical skills: Ability to identify the role of training data and bias in AI models.
  • Ethical judgment: Reflection on data protection and discrimination risks.
  • Discussion and argumentation skills: Ability to represent complex positions within a role-play and in a plenary discussion


Target group and level: From grade 10 onwards

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Target group and level

Grades 10-12

Subjects

non-subject specific content

What is artificial intelligence and how does it work? (Upper secondary level)

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Definition of terms

Artificial intelligence (AI) refers to systems that use algorithms and large amounts of data to perform tasks that normally require human cognitive abilities, such as learning, problem solving, pattern recognition, or language processing.

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What is artificial intelligence, and is it really artificial intelligence?

Read through the information text and decide in the table whether it is artificial intelligence.

  • Justify your answer using technical terms from the text.
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Case study

Read the case study carefully and answer the following questions based on your acquired knowledge and your own assessment. 

Das Bild zeigt ein modernes Büro oder einen Seminarraum, in dem ein Team von vier Personen intensiv an der Entwicklung einer App arbeitet. In der Mitte des Raumes befinden sich zwei große Monitore. Auf einem Bildschirm ist Code zu sehen, auf dem anderen ein digitaler Kalender mit farblich gekennzeichneten Zeitblöcken – vermutlich werden hier die von TaskMaster optimierten Pläne visualisiert.

Im Vordergrund sitzt eine Person mit Kopfhörern, die ein Tablet hält und mit einer Anwendung interagiert, während der Laptop daneben offen liegt und Notizen sichtbar sind. Dies deutet darauf hin, dass hier Usability-Tests oder eine Präsentation der App-Funktionalität stattfinden. Eine Frau rechts vorne notiert mit einem Klemmbrett aufmerksam neue Erkenntnisse, eventuell Feedback oder Testbeobachtungen.

Zentral sind zwei Teammitglieder im Gespräch: Eine Frau, die auf einen der Monitore zeigt und einen engagierten Ausdruck hat, diskutiert anscheinend ein technisches Detail oder einen Plan mit einem Mann, der ein Tablet in der Hand hält. Das deutet auf einen gemeinsamen Problemlösungsprozess hin.

Im Hintergrund ist ein großer Bildschirm mit einer stilisierten, leuchtenden Illustration eines neuronalen Netzwerks in Form eines Gehirns zu erkennen. Dies symbolisiert die KI-Komponente der TaskMaster-App. Rechts an der Wand befindet sich ein Whiteboard mit verschiedenen Flussdiagrammen, die die komplexen Abläufe und Entscheidungswege des Systems veranschaulichen.

Die Umgebung vermittelt einen dynamischen, kooperativen Arbeitsprozess, bei dem Aspekte wie Softwareentwicklung, Datenanalyse und Nutzerrückmeldung zusammenkommen. Das Bild spiegelt die Herausforderungen und die kollaborative Atmosphäre wider, die bei einem innovativen KI-Projekt wie TaskMaster typisch sind. Verschiedene Rollen wie Entwickler, Testende und Verantwortliche für Ethik und Nutzerfeedback sind sichtbar integriert.
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Phase 1 – Role play: Understanding perspectives

Divide the classes into groups of 4.Each group represents a role.

  • Group A – AI developer
  • Group B – Ethics council
  • Group C – User / Student & Teacher
  • Group D – Company

Task: Discuss within your group for 5–7 minutes and note down at least three arguments from your perspective. Then discuss these in the plenary session and discuss your position.


Support: Each role card also contains three key questions that can help you.

AI Developer

AI Developer

Name: Maria Chen Role: Lead AI Developer at EduTech Innovations Description: Maria is focused on developing TaskMaster to enhance students' organizational skills. She wants the app to be intuitive and effective, helping users manage their schedules seamlessly. However, she faces challenges in ensuring the AI adapts accurately to individual needs and avoids biases.
What are Maria's priorities in the development of TaskMaster? How does she address the technical challenges associated with AI biases? What values might she hold regarding innovation and user satisfaction?
Ethics Council Member

Ethics Council Member

Name: Nikhil Patel Role: Ethics Committee Member at EduTech Innovations Description: Nikhil ensures that TaskMaster operates within ethical guidelines, focusing on data privacy and transparency. He aims to build trust with users by clearly communicating how their data is used and safeguarding their personal information.
What ethical concerns does Nikhil prioritize in the development and deployment of TaskMaster? How does he ensure transparency and privacy in data management? What ethical principles are important to him in his role?
Company Representative

Company Representative

Name: Elena Rodriguez Role: Company Representative at EduTech Innovations Description: Elena focuses on improving user experience by gathering and analyzing student feedback. She advocates for customization options in TaskMaster to better meet diverse needs, aiming to balance user satisfaction with ethical considerations.
What are Elena's goals in enhancing the user experience of TaskMaster? How does she incorporate feedback into the app's development? What challenges might she face in aligning user needs with ethical standards?
User

User

Name: Sophie Müller Role: Student User of TaskMaster Description: Sophie uses TaskMaster to organize her school assignments and appreciates its recommendations. However, she notices occasional conflicts with her extracurricular activities due to input errors, highlighting the need for more accurate data processing.
What advantages does Sophie experience using TaskMaster? How does she deal with the app's occasional errors? What improvements would she suggest to better meet her needs?

Your 3 arguments

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Phase 2 – Position line in space

The room is now divided into three areas:

  • Left side: Agreement ("Introduce AI")
  • Right side: Disagreement ("Do not introduce AI")
  • Middle: Undecided

The teacher reads out the statements one after the other.

Once all the statements have been read out, you position yourself in the room according to your personal opinion, not according to your role.

Rule:

Anyone who takes a position must justify it with at least one argument.

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Phase 3 – Reflection

Answer the following questions in writing.