Educator Toolkit

Lesson plans, discussion guides, and curriculum resources connecting AI economics to human rights law — adaptable for high school and university courses.

Overview

These materials connect three domains students rarely see together: AI/technology, economics, and international human rights law. The pedagogical approach follows progressive disclosure — surface-level activities for introductory courses, depth for advanced students.

All materials released under CC BY-SA 4.0. Adapt, modify, and share freely with attribution.

Lesson Plan 1: What Rights Do You Have?

Level: High school (grades 10-12) or introductory university Duration: 1-2 class periods Subjects: Social studies, civics, economics

Learning Objectives

Students will:

  • Distinguish between civil/political rights and economic/social rights
  • Identify which rights the United States has committed to protect through treaties
  • Evaluate the practical consequences of the gap

Activity

Part A (15 minutes): Present students with a list of 10 rights — 5 from the ICCPR (ratified) and 5 from the ICESCR (not ratified). Ask: which of these do you have a legal right to in the United States?

RightTreatyU.S. Status
Freedom of speechICCPRRatified
Fair trialICCPRRatified
PrivacyICCPRRatified
Right to workICESCRNot ratified
Right to healthICESCRNot ratified
Freedom from tortureCATRatified
Right to educationICESCRNot ratified
Political participationICCPRRatified
Right to social securityICESCRNot ratified
Freedom of religionICCPRRatified

Part B (20 minutes): Discussion. Why did the U.S. ratify some but not others? What pattern do students notice? Introduce the negative/positive rights distinction — then challenge it. (See counterarguments)

Part C (15 minutes): Personal reflection. Write a one-paragraph response: “Which unratified right would change your life most if the U.S. committed to protect it?”

Assessment

Evaluate the personal reflection for:

  • Accurate understanding of what the right protects
  • Connection to observable personal/community conditions
  • Recognition of the gap between aspiration and legal commitment

Lesson Plan 2: AI and the Four Scarcities

Level: University or advanced high school Duration: 2-3 class periods Subjects: Economics, technology, social studies

Learning Objectives

Students will:

  • Explain the constraint-removal model of AI’s economic impact
  • Identify the four scarcities (judgment, specification, curation, energy)
  • Analyze how each scarcity connects to ICESCR articles
  • Evaluate the judgment-diffusion paradox

Activity

Period 1: Present the differential diagnosis in simplified form. Students work in groups to evaluate each hypothesis against provided evidence. Each group presents their surviving model.

Period 2: Introduce the Four Scarcities. Students map each scarcity to ICESCR articles. Key question: “Which scarcities can education address?”

Period 3: The judgment-diffusion paradox. Discuss: if AI eliminates entry-level jobs, how do people develop the judgment the economy needs? Students design a policy proposal addressing this paradox.

Assessment

Evaluate the policy proposal for:

  • Evidence-based reasoning
  • Connection to specific ICESCR articles
  • Consideration of implementation challenges
  • Awareness of the ADA pattern (gradual enforcement, not immediate)

Lesson Plan 3: The OBBBA and Economic Rights

Level: University (economics, political science, public policy) Duration: 2 class periods Subjects: Public policy, economics, constitutional law

Learning Objectives

Students will:

  • Analyze the OBBBA’s impact through an economic rights framework
  • Evaluate the non-retrogression principle
  • Compare U.S. and international approaches to social program protection
  • Assess the quality floor framework

Activity

Period 1: Case study: the OBBBA’s $990B Medicaid cut. Present the facts. Ask students to evaluate using the ICESCR non-retrogression framework. Would this pass the five-part justification test?

Period 2: Students debate: “Resolved: the United States should ratify the ICESCR with reservations.” Assign positions randomly. Each side must engage the strongest arguments from the other.

Discussion Questions (Any Level)

  1. The trolley problem of rights: If you could ratify only one ICESCR article for the AI era, which would you choose and why?

  2. The timeline question: The ADA pattern suggests 10-20 years from ratification to meaningful change. Does that timeline make ratification worth pursuing?

  3. The AI meta-question: A human working with an AI produced this analysis. Does that change how you evaluate the arguments? Should it?

  4. The bifurcation question: If AI benefits distribute unevenly (34% deep adopters, 37% surface-level), what obligation does society have to those in the lagging group?

  5. The judgment question: Consider the entry-level job you hope to get after graduation. Could AI handle it? If so, how will you develop the judgment your career requires?

  6. The depolarization question: Braver Angels brings conservatives and progressives together using structured dialogue to find common ground. If you had to argue for ICESCR ratification to someone who opposes it, what shared values would you emphasize? What concerns would you acknowledge as genuine?

Downloadable Resources

Save as PDF for classroom use — no login required. Open any resource below, then use Ctrl+P (Windows) or ⌘P (Mac) to print or save as PDF. All materials carry CC BY-SA 4.0.

Grades 10–12 + University 1–5 class periods Teacher Guide

Complete Educator Toolkit — All Three Lesson Plans

All lesson plans with learning objectives, activities, and assessment rubrics in one print-ready document.

Open Print Version — use Ctrl+P or ⌘P to save as PDF
Grades 10–12 50 minutes Student Handout

Student Handout — What Rights Do You Have?

Activity worksheet: rights audit table, discussion guide, and personal reflection prompt.

Open Print Version — use Ctrl+P or ⌘P to save as PDF
University / Advanced High School 2–3 class periods Student Handout

Student Handout — AI and the Four Scarcities

Activity worksheet: hypothesis evaluation, scarcity mapping, and policy proposal template.

Open Print Version — use Ctrl+P or ⌘P to save as PDF
University 2 class periods Student Handout

Student Handout — The OBBBA and Economic Rights

Case study worksheet: OBBBA fact sheet, non-retrogression checklist, and debate position cards.

Open Print Version — use Ctrl+P or ⌘P to save as PDF

Assessment Philosophy

These materials favor demonstration of thinking over recall of facts. The strongest student responses show:

  • Evidence-based reasoning — citing specific data points, not general impressions
  • Engagement with opposing views — acknowledging genuine counterarguments before responding
  • Connection between analytical framework and lived experience
  • Recognition of complexity — avoiding false certainty about outcomes the analysis cannot predict

The fair witness approach models the analytical stance these assessments reward: report what you observe, distinguish observation from inference, and acknowledge the limits of your evidence.

Live Evidence: The Human Rights Observatory provides a live dataset students can analyze — tracking how the tech community discusses human rights in real-time. Advanced classes can evaluate the observatory’s methodology as an exercise in analytical thinking.