Computer Science · 9th Grade

Active learning ideas

Automation's Impact on Industries

Active learning works especially well for this topic because automation’s impacts are both abstract and fast-moving. When students research real industries, debate nuanced trade-offs, and examine policy responses, they move from passive data collection to active sense-making. This approach builds the analytical muscles students need to navigate an unpredictable economic future.

• Common Core State Standards
• CSTA: 3A-IC-24
• CSTA: 3A-IC-27

• 25–50 min
• Pairs → Whole Class
• 4 activities

Activity 01

• Jigsaw
• 50 min · Small Groups

Jigsaw: Industry Impact Research

Assign each expert group an industry sector (manufacturing, healthcare, retail, transportation, financial services). Groups research current automation impacts using provided articles and data summaries, then regroup in mixed teams to map the landscape together. Each mixed team produces a shared chart showing which roles in each sector are most and least susceptible.

Predict how AI will transform various industries.

Facilitation Tip

In the Jigsaw, assign each group a different industry so they bring back distinct evidence to compare during the final discussion.

What to look for

Pose the question: 'Consider two jobs, a data entry clerk and a therapist. Which job tasks are more susceptible to automation and why? Discuss the specific skills or qualities that make one more vulnerable than the other.'

• Understand
• Analyze
• Evaluate
• Relationship Skills
• Self-Management

Activity 02

• Think-Pair-Share
• 25 min · Pairs

Think-Pair-Share: Susceptibility Analysis

Give students a list of 10 jobs (e.g., surgeon, truck driver, data entry clerk, kindergarten teacher, software engineer, security guard). Students individually rank them from most to least susceptible to automation with a one-sentence rationale for each. They compare rankings with a partner, then the class discusses what criteria students used and what those criteria reveal about automation's actual pattern.

Compare the impact of automation on different sectors of the economy.

Facilitation Tip

During the Think-Pair-Share, have students first score the predictability of tasks on a 1-5 scale before sharing their reasoning.

What to look for

Provide students with a short case study of an industry (e.g., trucking, journalism, agriculture). Ask them to identify 2-3 specific tasks within that industry that are likely to be automated in the next 10 years and explain their reasoning.

• Understand
• Apply
• Analyze
• Self-Awareness
• Relationship Skills

Activity 03

• Formal Debate
• 35 min · Pairs

Formal Debate: Net Positive or Net Negative for Workers?

Students are assigned a position: automation is a net benefit to workers / automation is a net harm to workers. After 10 minutes of preparation with evidence from provided materials, pairs argue their assigned side for 5 minutes each, then work together to write a joint statement that honestly acknowledges both sides. Debrief focuses on what evidence, if any, changed or complicated their assigned position.

Analyze the benefits and drawbacks of increased automation in industry.

Facilitation Tip

In the structured debate, rotate the roles of economist, worker, business owner, and policy maker so students see the issue from multiple perspectives.

What to look for

Ask students to write down one industry they believe will be most significantly transformed by automation and one potential benefit and one potential drawback of this transformation for society.

• Analyze
• Evaluate
• Create
• Self-Management
• Decision-Making

Activity 04

• Gallery Walk
• 35 min · Small Groups

Gallery Walk: Policy Responses Around the World

Post 5 stations describing different policy approaches to automation-related job displacement (e.g., universal basic income pilots, retraining programs, automation taxes, strengthened labor protections). Students rotate, annotate each station with pros and cons, and cast a vote for the approach they find most compelling. The debrief examines what values underlie different policy preferences.

Predict how AI will transform various industries.

Facilitation Tip

During the Gallery Walk, post guiding questions at each station to push students beyond surface-level observations.

What to look for

Pose the question: 'Consider two jobs, a data entry clerk and a therapist. Which job tasks are more susceptible to automation and why? Discuss the specific skills or qualities that make one more vulnerable than the other.'

• Understand
• Apply
• Analyze
• Create
• Relationship Skills
• Social Awareness

A few notes on teaching this unit

Start by anchoring the topic in students’ lived experience: ask them to list household tasks that household robots already perform and those they still cannot. This builds intuition before introducing the technical vocabulary of routine vs. non-routine tasks. Research shows that concrete examples help students retain abstract economic concepts. Avoid starting with macroeconomic theory; let the phenomenon emerge from their own analysis of micro-level tasks.

Successful learning looks like students using evidence to challenge oversimplified claims about automation. They should articulate how specific tasks, not whole jobs, are at risk, and explain how geographic and demographic factors shape outcomes. By the end, students should be able to argue with data, not just opinions.

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Watch Out for These Misconceptions

• During the Jigsaw: Industry Impact Research, watch for students who conclude that whole industries will disappear.

  Use the group’s industry profile to redirect them: ask them to identify three specific tasks that are likely to be automated and three that are not, then have the class vote on which task list is most persuasive.

• During the Think-Pair-Share: Susceptibility Analysis, watch for students who equate automation risk with low education or low wages.

  Have partners review a sample job posting for a radiologist and a physical therapist, then list the skills each role requires. Guide them to notice that pattern-matching tasks—common in both jobs—are at risk, regardless of pay scale.

• During the Gallery Walk: Policy Responses Around the World, watch for students who assume all communities experience automation impacts the same way.

  Have students map each policy response to a specific geographic region on a classroom map, then discuss why some regions face more concentrated disruption than others.

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Methods used in this brief

• Jigsaw
• Think-Pair-Share
• Formal Debate
• Gallery Walk