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Reliable sources
Sources with evidence, expertise, and credibility, such as academic journals and trusted news outlets.
Democracy
A system where people have power, usually through voting.
Direct democracy
Citizens vote directly on laws.
Representative democracy
Citizens elect officials to make decisions.
Pros of direct democracy
More public control.
Cons of direct democracy
Impractical for large groups.
Pros of representative democracy
Efficient for big populations.
Cons of representative democracy
Politicians may not reflect public will.
Self-governance
The ability to self rule, often through democratic means. example, Journals set their own quality standards and reject bad research.
Purpose of journalism
To inform the public, hold power accountable, and serve democracy.
Principal-agent relationships
A system where one person (agent) acts on behalf of another (principal).
Information asymmetry
When one party has more information than the other.
Object agent
An agent that simply provides information.
Information agent
An agent that analyzes and explains information.
Principal-agent problem
When the agent acts in their own interest, not the principal's.
Journalism's role in principal-agent relationships
Journalism reduces the problem by keeping agents accountable.
The Fourth Estate
The press as an independent check on power.
Watchdog media
Media that investigates and holds power accountable.
Lapdog media
Media that supports those in power.
Guard dog media
Media that protects certain interests.
The Fifth Estate
Social media and citizen journalism.
Fake news
False or misleading information presented as news.
Disinformation
False information spread deliberately.
Misinformation
False information spread unintentionally.
Types of fake news
Hoaxes, propaganda, clickbait.
Great Moon Hoax
A fake 1835 news story about life on the moon.
Yellow Journalism
Exaggerated or misleading news for profit (1800s-early 1900s).
War of the Worlds Broadcast
1938 radio drama that caused panic because people thought it was real.
Confirmation bias
The tendency to believe information that supports our views.
Signs of confirmation bias
Ignoring conflicting information and only seeking sources that agree with you.
Types of confirmation bias
Biased attention
Biased interpretation
Biased memory
Truthiness
Something feels true even if it isn't.
Bots & Disinformation
Bots (automated accounts) spread fake news.
Dampener bots
Suppress voices, block messages
Amplifier bots
Spread content widely.
Distributed denial of service (DDoS) attack
Overloading a website to make it crash.
Disinformation & social problems
Fake news spreads distrust and division, harms democracy by keeping people misinformed, trapped in echo chambers, and emotionally manipulated
Online trolls
People who provoke others online.
Russia's Social Media Influence
Russian tactics to manipulate online discussions.
Reconnaissance, placement, propagation, saturation
Steps in an influence operation.
Principal-agent problems & political turmoil
It means that online trolls (agents) create political chaos, acting in their own interest instead of serving the public (principals), leading to a misalignment between what the public wants (accurate information) and what the trolls do (disrupt political discourse)
Synthetic media
AI-generated content (e.g., deepfakes).
How synthetic media can cause harm
Fake videos or images spread misinformation.
Cheapfake
Poor-quality edits.
Deepfake
AI-generated realistic content.
Solving the fake news challenge
Fact-checking, education, platform regulation.
Information literacy
Knowing how to find and evaluate information.
Information problems
Misinformation, bias, and poor research skills.
Task definition
Task definition (Baking a cake) → think about them as elements of the task
Define the issue = baking a cake
Identify the information needed
Recipe
Safety strategies
Should i use rotten eggs?
Being careful when something is hot
Cooking method, etc.
the temp, how long etc.
Critical thinking
Analyzing info logically and skeptically.
Civic online reasoning
Skills for evaluating online info.
Civic online reasoning "core competencies"
Who's behind the info? What's the evidence? What do other sources say?
Source triangulation
Checking multiple sources.
How to spot fake news
Look for credibility, sources, and evidence.
Lateral reading
Opening new tabs to check sources.
Taking bearings
Understanding the context of information.
Click restraint
Not clicking on the first result—checking sources first.
What is Wikipedia?
A crowd-sourced online encyclopedia.
Gatekeeping
Controlling what information is published.
The open internet
A free and accessible internet for all.
Internet governance by platforms
Companies like Google & Facebook setting rules.
Content moderation
Reviewing and managing online posts.
Badging
Labels that indicate reliability or credibility.
Directing users & source triangulation
Algorithms guiding people to verified sources.
Google's four levers
Strategies for improving information quality.
Problems with content moderation
Bias, censorship, enforcement issues.
Algorithmic bias
When AI favors certain viewpoints or groups.
Content moderators
People who review online content.
Content moderation at scale
The challenges of managing huge amounts of content.
Information seeking strategies
Information seeking strategies (Cake)
Determine all possible sources
Cookbooks, the internet, your parents
b. Select the best sources
Guess and check
Will i get sick if i used rotten eggs?
Trust the experts
Who trained the experts? (family or pasty skl)