Unit 8 · AI & the Impact of Computing · Lesson 8.6
Beneficial and Harmful Effects
The most common Big Idea 5 question on the whole exam has one shape: here’s an innovation — what are its effects? Today you learn the frame that answers it every time.
Big Idea 5 — Impact of ComputingCED 5.1 · the highest-frequency BI5 stem
Everything on this page is AP-TESTABLE unless it carries the CONTEXT — NOT ON THE AP EXAM label.
Impact, as an analysis skill. Week 1 was about AI; this week is about any computing innovation at all.
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The Hook
GPS: two columns, then a third.
As a class, fill beneficial and harmful for GPS navigation. Then add a third column:
effects its inventors didn’t intend and probably never predicted.
The third column is where the exam’s points are.
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The Idea
A computing innovation is anything that includes a program as an integral part of how it works
— an app, a device, a system, even a concept like e-commerce. Every one has:
beneficial effects and harmful effects — often for different people;
effects that were unintended — not what the designers planned, sometimes not what anyone predicted;
effects that change as it’s used in ways nobody planned: an innovation built for one purpose gets used for another.
The frame — reuse it all unit and on the exam. (1) What is it? (2) Who benefits, and how?
(3) Who is harmed, and how? (4) What changed that nobody planned? Every “how” is a
mechanism: what the system does that causes the effect.
Both columns, always. A response that argues only one side loses points on a question the
student actually understood.
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Try It — Mechanism or Opinion? Then Sort GPS
Part 1. Does the claim name a mechanism, or is it just an opinion?
Part 2. Effects of GPS navigation: beneficial or harmful? The explanation
says which were unintended.
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Vocabulary
computing innovation Impact
An innovation that includes a program as an integral part of its function. It can be physical (a self-driving car), non-physical software (a photo app), or a concept (e-commerce).
beneficial effect Impact
A positive result of an innovation, for some person or group.
harmful effect Impact
A negative result of an innovation, for some person or group.
unintended consequence Impact
An effect the designers did not plan — beneficial or harmful.
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Check
Five questions. Find the option that names a mechanism and doesn’t over-claim.
0 of 5 answered
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Impact Check
Run the frame on your own pick
Choose an innovation you used today. Four lines: what it is; who benefits and how;
who’s harmed and how; one effect nobody planned. If any line lacks a “because,” it isn’t
done.
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Connections
Came from 8.5 — your audit was this frame applied to one system.
Came from 7.7 — security’s burden falls unevenly — a harm that lands on specific people.
Next in 8.7 — one harm that keeps showing up: who gets left out when everything assumes a connection.
Returns in 8.15 — the written response is this frame on an innovation you’ve never seen.