Social & Ethical Impacts

⚖️ Social & Ethical Impacts of Computing

Part 1 of 7 — Privacy, Surveillance, Intellectual Property, and Responsibility

Privacy in the Digital Age

Every digital interaction generates data. The tension between convenience and privacy is a defining issue of modern computing.

🔑 Privacy trade-offs are everywhere. Users often give up personal data in exchange for free or convenient services without fully understanding what they are agreeing to.

Government Surveillance vs Individual Privacy

There is no single right answer — this is an ongoing societal debate.

Concept Check 🎯

Intellectual Property

Intellectual property (IP) refers to creations of the mind protected by law.

Software Licensing

Responsibility in Computing

Who is responsible when technology causes harm?

• Developers who create systems without adequate testing or bias checks
• Companies that deploy technology without considering negative impacts
• Users who misuse technology for harmful purposes
• Government for regulation (or lack thereof)

Ethical Considerations for Developers

• Consider potential misuse of your software
• Test for bias across demographic groups
• Protect user data and privacy by default
• Be transparent about data collection and use
• Report security vulnerabilities responsibly

Applied Recall ✍️

1. Legal protection for creative works like books, music, and software is called _______.

2. Software that allows anyone to view, modify, and share the source code is called _______ source.

3. The trade-off between personal _______ and convenience is a central issue in modern computing.

Classify the Protection 🔍

AP Exam Strategy: Social & Ethical Impacts

• Know the privacy vs convenience trade-off — free services collect data for targeted ads
• Be able to argue BOTH sides of surveillance vs privacy debates
• Copyright (creative works), Patent (inventions), Trademark (brands) — know the differences
• Know software license types: proprietary, open source, Creative Commons, public domain
• Ethical questions often have no single "right" answer — show you understand BOTH sides
• The AP exam tests whether you can identify stakeholders and impacts, not whether you pick a "correct" side

AP-Style Application 🎯

⚖️ Social & Ethical Impacts

Part 2 of 7 — Key Processes

Computing Reshapes Society

Every major innovation has social, economic, and ethical impacts — often unevenly distributed.

The same technology can enable opportunity AND harm. Both happen at once.

Concept Check 🎯

Beneficial vs. Harmful — A Useful Lens

Stakeholder Thinking

For any technology, list:

• Direct users.
• People affected indirectly (gig workers, local businesses).
• Vulnerable populations (children, those with disabilities, marginalized groups).
• Future generations (data retained forever).

Bias In Computing Systems

Bias is rarely intentional but always real. The CSP-aligned response is to test for it explicitly across populations.

Applied Recall ✍️

1. When evaluating a new technology you should consider both _______ and harmful effects.

2. People affected by a technology, even indirectly, are called _______.

3. A system whose outcomes systematically disadvantage some groups exhibits _______.

Targeted Practice 🔍

AP Exam Strategy: Social & Ethical Basics

• Always consider BOTH beneficial and harmful effects.
• List stakeholders explicitly.
• Bias is real and testable.
• "It wasn't intentional" doesn't neutralize harm.

AP-Style Application 🎯

⚖️ Social & Ethical Impacts

Part 3 of 7 — Patterns & Examples

Common Patterns Of Impact

Concept Check 🎯

Misinformation And Disinformation

Computing speeds the spread of all three. Algorithmic feeds, generative AI, and synthetic media (deepfakes) raise the stakes.

Open Vs. Closed Platforms

Open systems enable wider participation; closed systems may offer easier UX or stronger curation.

Crowdsourcing's Double Edge

Wikipedia harnesses thousands of editors. Same model can be exploited (vandalism, brigading). Governance matters.

Applied Recall ✍️

1. False information spread WITHOUT intent to mislead is called _______.

2. A system whose value rises as more users join exhibits _______ effects.

3. AI-generated synthetic videos of real people are called _______.

Targeted Practice 🔍

AP Exam Strategy: Impact Patterns

• Distinguish mis / dis / mal information.
• Algorithmic amplification is a structural force, not just an editorial choice.
• Open vs. closed has real trade-offs.

AP-Style Application 🎯

⚖️ Social & Ethical Impacts

Part 4 of 7 — Connections & Interactions

Social & Ethical Impact Connects Everywhere

Concept Check 🎯

Algorithm Choices Are Policy Choices

When a credit-score, hiring, or healthcare-triage algorithm is deployed, its rules become policy. CSP frames this as a design and accountability concern:

• Transparency: can outsiders audit the system?
• Accountability: who is responsible for harms?
• Recourse: can affected people appeal?

Intellectual Property And Creative Commons

CSP-aligned thinking: respect creators' intent, give credit, understand what AI training and remix imply.

Privacy Expectations

Different cultures, populations, and contexts have different expectations. A "public" post in a small-town context becomes very different when amplified globally. Contextual integrity is the CSP framing: data should flow in ways consistent with the original context's norms.

Applied Recall ✍️

1. A property of a system that lets outsiders examine how it works is called _______.

2. A property that allows affected users to appeal a decision is called _______.

3. A privacy framework that asks whether data flows match the original context's norms is called contextual _______.

Targeted Practice 🔍

AP Exam Strategy: Cross-Topic Impact

• Algorithm + data choices encode policy.
• Transparency, accountability, recourse for high-stakes systems.
• Respect creator licenses and contextual privacy norms.

AP-Style Application 🎯

⚖️ Social & Ethical Impacts

Part 5 of 7 — Change Over Time

How Computing's Impact Has Evolved

Concept Check 🎯

Generative AI Stakes

Platform Power And Regulation

A handful of platforms now mediate much of public discourse, commerce, and labor. Regulators worldwide are responding (data-protection laws, antitrust, age-verification debates). CSP framing: technology design embeds policy, so policy must engage with design.

Long-Term Sustainability

Compute uses electricity, water (cooling), rare materials. Decisions about which problems are worth computing on (and at what scale) have environmental impact.

Applied Recall ✍️

1. Confident but factually wrong AI outputs are called _______.

2. AI-generated synthetic videos of real people are called _______.

3. Computing's electricity, water, and materials use raises questions about its environmental _______.

Targeted Practice 🔍

AP Exam Strategy: Modern Impact

• Generative AI raises authorship, consent, bias, hallucination, labor, and energy concerns.
• Platforms shape public life; their design choices are policy.
• Sustainability matters as compute scales.

AP-Style Application 🎯

⚖️ Social & Ethical Impacts

Part 6 of 7 — Problem-Solving Workshop

Social & Ethical Impact Workshop

Concept Check 🎯

Worked: Stakeholder Analysis Of A New Tool

Worked: Bias Audit Sketch

1. Define metric (accuracy, error rate, false-positive rate).
2. Compute the metric across demographic groups.
3. Investigate and report disparities.
4. Iterate design / data; re-test.
5. Document the audit process.

Worked: Responsible AI Use

Applied Recall ✍️

1. A formal exercise to measure bias across demographic groups is called a bias _______.

2. Identifying everyone who might be affected by a system is called a _______ analysis.

3. A way for affected users to appeal a system's decision is called _______.

Targeted Practice 🔍

AP Exam Strategy: Workshop

• Always do stakeholder analysis (including vulnerable populations).
• Bias audits: report metrics by group, not just overall.
• Build in human override + recourse for high-stakes decisions.

AP-Style Application 🎯

⚖️ Social & Ethical Impacts

Part 7 of 7 — AP Review

AP Exam Recap — Social & Ethical Impacts

Concept Check 🎯

Final Vocab

Common Pitfalls

• Listing only benefits or only harms.
• Forgetting indirect stakeholders.
• "It wasn't intentional" treated as exoneration.
• Treating algorithm output as objective truth.
• Ignoring environmental and labor impacts.
• Over-trusting AI / hallucinations.

Applied Recall ✍️

1. Inequality of access to computing and connectivity is called the digital _______.

2. The principle that data should flow consistently with original-context norms is called contextual _______.

3. AI outputs that are confident but factually wrong are called _______.

Targeted Practice 🔍

Final Exam Tips

• Stakeholder + benefit + harm framing for every impact question.
• Bias is real; audit and address.
• Algorithm choices are policy choices; design transparency, accountability, and recourse in.
• Digital divide framing for access questions.
• AI raises new authorship, consent, and accuracy concerns.

AP-Style Application 🎯