CR.2 Understand and Use Data

Computational thinking

In My Life

I can compare finance rates to decide where to get a loan for a car.

In My Work

I can make changes that reduce errors at my workstation informed by real-time machine output data. (AI)

In My Education

I can use data collected for a project to create visual representations (graphs, charts, etc) in a report.

As a Teacher/Trainer

I can combine my background, skills, and relationships with learners with suggestions from a personalized learning analytics tool to make informed teaching decisions. (AI)

Explore Learning Activities

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Lesson 5: How to solve problems with machine learning models

Experience AI: Foundations of AI

Train and test a machine learning model to solve a real-world problem.

  • Lesson Plan/Activity Guide
  • CR.2 Understand and Use Data
https://youtu.be/zAlLGsj2OZY?si=0PQo3MrSg_oaQ-rp
https://experience-ai.org/en/units/foundations-of-ai/lessons/5
Raspberry Pi Foundation
CC-BY-NC-ND
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Lesson 3: Bias in, bias out

Experience AI: Foundations of AI

Create a machine learning model to classify images and explore how a limited data set can lead to bias.

  • Lesson Plan/Activity Guide
  • CR.2 Understand and Use Data
  • LL.2 Adapt to New Technology
https://youtu.be/Pn2at3Bxuv4?si=Z6xOwHA3XXrR8TOq
https://experience-ai.org/en/units/foundations-of-ai/lessons/3
Raspberry Pi Foundation
CC-BY-NC-ND
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Lesson 4: Decision trees

Experience AI: Foundations of AI

Discover how and why decision trees are used in machine learning.

  • Lesson Plan/Activity Guide
  • CR.2 Understand and Use Data
  • CR.1 Write Basic Code
https://youtu.be/WH4j-wk-hhc?si=aja5DOqLnmfUyI6f
https://experience-ai.org/en/units/foundations-of-ai/lessons/4
Raspberry Pi Foundation
CC-BY-NC-ND
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Lesson 1: What is AI?

Experience AI: Foundations of AI

Explore how AI is used in the world today and consider some of the benefits and drawbacks of AI systems.

  • Lesson Plan/Activity Guide
  • CR.2 Understand and Use Data
  • CR.4 Design Digital Content
  • CR.6 Produce Multimedia
  • OL.5 Understand Copyright
https://youtu.be/-7cce7LrQy4?si=e4l3UwWLTdTfvMXc
https://experience-ai.org/en/units/foundations-of-ai/lessons/1
Raspberry Pi Foundation
CC-BY-NC-ND
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Lesson 2: How computers learn from data

Experience AI: Foundations of AI

Learn about the role of data-driven models in AI systems and machine learning.

  • Lesson Plan/Activity Guide
  • CR.2 Understand and Use Data
https://youtu.be/6Z-0e4tbPIM?si=p9m5Qt2eyxWSG8hr
https://experience-ai.org/en/units/foundations-of-ai/lessons/2
Raspberry Pi Foundation
CC-BY-NC-ND
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Lesson 5: Understanding AI Bias

AI Literacy Lessons for Students

How does AI bias happen? Artificial intelligence is trained on real-world data that people have given it, and if that data contains biases (or is incomplete), the AI can end up being biased, too. In this lesson, students will think critically about the training data that informs what AI tools can do, and consider possible ways to reduce AI bias.

  • Lesson Plan/Activity Guide
  • CR.2 Understand and Use Data
  • IS.3 Evaluate Online Information
  • IS.1 Use and Apply Information
https://www.commonsense.org/education/digital-citizenship/lesson/understanding-ai-bias
Common Sense Education
CC-BY-NC-ND
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Lesson 6: How AI Bias Impacts Our Lives

AI Literacy Lessons for Students

What are the impacts of AI bias? Just like people, artificial intelligence tools can make mistakes. That could mean simply mistaking tomatoes for apples. But the impacts of AI bias can often be much more serious. AI tools can end up recirculating harmful stereotypes and inequities within society. In this lesson, students will think critically about AI bias and how it affects the world.

  • Lesson Plan/Activity Guide
  • IS.3 Evaluate Online Information
  • PS.5 Maintain Well-being Online
  • CR.2 Understand and Use Data
https://www.commonsense.org/education/digital-citizenship/lesson/how-ai-bias-impacts-our-lives
Common Sense Education
CC-BY-NC-ND
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Lesson 7: AI Algorithms - How Well Do They Know You?

AI Literacy Lessons for Students

How does artificial intelligence influence what we see online? In a world filled with more content than we could ever possibly consume, recommendation algorithms have long been a necessary part of the internet. This type of AI helps determine what we see (and don't see) online. But while that can be helpful, these algorithms can have unintended consequences, like creating filter bubbles, perpetuating bias, and undermining our creativity, choices, and opportunities. Use this lesson to help your students think critically about how AI is shaping their experiences online in both helpful and harmful ways.

  • Lesson Plan/Activity Guide
  • CO.5 Use Social Media
  • IS.3 Evaluate Online Information
  • PS.5 Maintain Well-being Online
  • CR.2 Understand and Use Data
https://youtu.be/tPqI0n44zP8?si=NsxIHTLiztncf4GQ
https://www.commonsense.org/education/digital-citizenship/lesson/ai-algorithms-how-well-do-they-know-you
Common Sense Education
CC-BY-NC-ND
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Lesson 2: How is AI Trained

AI Literacy Lessons for Students

How does data determine what artificial intelligence can do? Artificial intelligence is often trained on data we share online. Help students become more critical and responsible users of this technology by gaining a deeper understanding of how AI uses data to learn and create.

  • Lesson Plan/Activity Guide
  • CR.2 Understand and Use Data
  • LL.2 Adapt to New Technology
https://www.commonsense.org/education/digital-citizenship/lesson/how-is-ai-trained
Common Sense Education
CC-BY-NC-ND
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Calculate Percentages in Google Sheets

Applied Digital Skills

Track the cost of items needed for an activity by calculating percentages in Google Sheets.

  • Project
  • CR.2 Understand and Use Data
  • WO.8 Create Spreadsheets
https://applieddigitalskills.withgoogle.com/c/middle-and-high-school/en/calculate-percentages-in-google-sheets/overview.html
Google for Education
CC-BY-SA
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Calculate Probability with Google Sheets

Applied Digital Skills

Calculate probability using formulas and functions in a spreadsheet.

  • Project
  • CR.2 Understand and Use Data
  • WO.8 Create Spreadsheets
https://applieddigitalskills.withgoogle.com/c/middle-and-high-school/en/calculate-probability-with-google-sheets/overview.html
Google for Education
CC-BY-SA
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Find the Mean, Median, or Mode of a Data Set

Applied Digital Skills

In "Find the Mean, Median, or Mode of a Data Set", students demonstrate statistical concepts using Google Sheets.

  • Project
  • CR.2 Understand and Use Data
  • WO.8 Create Spreadsheets
https://applieddigitalskills.withgoogle.com/c/middle-and-high-school/en/find-the-mode-median-or-mean-of-a-data-set/overview.html
Google for Education
CC-BY-SA