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Visual Review
AP Computer Science Principles Unit 5 Visual Review
A topic-by-topic visual walkthrough of Big Idea 5: Impact of Computing — beneficial and harmful effects, the digital divide, computing bias, crowdsourcing, legal and ethical concerns, and safe computing.
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TOPIC 5.1
Beneficial & Harmful Effects
Innovations bring benefits
A computing innovation is anything that
includes a program as a key part.
They advance medicine, education,
communication, and science.
Effects can be physical, social, or economic.
…and harms
The SAME innovation can help and harm.
Harms are often UNINTENDED and hard
to predict in advance.
A single group may benefit while
another is harmed.
Weigh both sides
Example: social media connects people (benefit) but can spread misinformation and harm privacy (harm).
Every computing innovation has both beneficial and harmful effects , often unintended.
The Review Hub · AP Computer Science Principles · Big Idea 5
TOPIC 5.2
The Digital Divide
Unequal access to computing
The digital divide is the gap between those who HAVE access to computing and the Internet and those who
do NOT. It affects individuals, communities, and whole countries.
What causes it
• Income & cost of devices/service
• Geography (rural vs. urban)
• Age, education, and disability
• Government policy & infrastructure
Why it matters
Access affects opportunities in education,
jobs, health, and civic life.
The divide can WIDEN existing social
and economic inequalities.
Efforts to close it improve equity.
The digital divide is unequal access to computing — it can widen inequality.
The Review Hub · AP Computer Science Principles · Big Idea 5
TOPIC 5.3
Computing Bias
Bias can be built into software
Programs reflect the assumptions and
data of the people who make them.
Bias can be embedded at ANY stage:
design, data collection, or use.
Often unintentional — but still harmful.
A common source: the data
If training data isn't representative of
everyone, results favor some groups over
others.
Reduce bias by testing with diverse
users and reviewing data sources.
Bias at scale affects many people
Because software runs at huge scale, a biased program can systematically disadvantage large groups of people.
Computing bias can enter at design, data, or use — test with diverse users to reduce it.
The Review Hub · AP Computer Science Principles · Big Idea 5
TOPIC 5.4
Crowdsourcing
Many people, one goal
CROWDSOURCING gathers input, ideas,
content, or funding from a large group
of people, usually online.
The Internet makes this possible at massive scale.
Examples
• Wikipedia — shared knowledge
• Crowdfunding a product or cause
• Reviews & ratings; citizen science
• Reporting real-time traffic/maps
Power and cautions
Crowdsourcing taps diverse perspectives and huge collective effort to solve problems quickly and cheaply.
But contributions vary in quality and accuracy, so results often need verification.
Crowdsourcing gathers ideas, content, or funding from many people over the Internet.
The Review Hub · AP Computer Science Principles · Big Idea 5
TOPIC 5.5
Legal and Ethical Concerns
Intellectual property
Creative work is protected by COPYRIGHT.
Using others' material requires permission
or a proper license, and credit.
Creative Commons & open source licenses
let creators share on set terms.
Privacy & ethics
Programs that collect personal data raise
privacy and consent concerns.
Plagiarism, piracy, and unauthorized
access are unethical and often illegal.
Always cite sources and honor licenses.
Legal ≠ ethical
Something can be legal yet still harmful or unfair. Responsible developers weigh the ethical impact, not just the law.
Respect copyright, licenses, and privacy — cite sources and honor others' work.
The Review Hub · AP Computer Science Principles · Big Idea 5
TOPIC 5.6
Safe Computing
Protecting personal data
Personal Identifiable Information (PII)
is data that identifies you.
Sharing it online carries risk — data can
be stored, sold, or stolen.
Once online, data is hard to fully remove.
Staying safe
• ENCRYPTION scrambles data so only
authorized parties can read it.
• Strong passwords & multi-factor auth.
• Beware PHISHING, malware, & scams.
Keep software updated to patch weaknesses.
Encryption: symmetric vs. public key
SYMMETRIC uses one shared key; PUBLIC-KEY uses a public key to encrypt and a private key to decrypt.
Protect PII with encryption , strong authentication, and awareness of scams.
The Review Hub · AP Computer Science Principles · Big Idea 5
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How to use the visual review
Spend 30 seconds per slide before clicking next. Look at the diagram, then ask yourself: "Could I give an example of this effect, or explain this concern, from memory?"
Use the fullscreen button () on desktop for the best experience. Use arrow keys to navigate. Tap "Show all slides" to jump around.
This is great for review the night before the exam — fast, visual, and covers every idea you need to recognize in Unit 5.