Course outline
Module 1
Module 1: What Is Surveillance Capitalism?
What Is Surveillance Capitalism?
Knowledge check
Q1. What term did scholar Shoshana Zuboff popularize to describe an economic order that claims human experience as free raw material for commercial practices of extraction and prediction?
- A. Platform cooperativism
- B. Surveillance capitalism ✓
- C. Attention economy
- D. Data commons
Why: Shoshana Zuboff introduced the term 'surveillance capitalism' in her 2019 book to describe how companies extract behavioral data from people's online and offline lives and convert it into predictions sold to others.
Q2. In the surveillance capitalism framework, what is the primary raw material that companies collect?
- A. Money paid by subscribers
- B. Behavioral data derived from human experience ✓
- C. Physical hardware components
- D. Government-issued licenses
Why: Behavioral data, such as clicks, locations, searches, and social interactions, is treated as free raw material that is processed into predictive products.
Q3. What is a 'behavioral surplus' according to Zuboff's account?
- A. Unused server capacity at data centers
- B. Data collected beyond what is needed to improve a service, used to build predictions ✓
- C. Profits a company keeps after paying employees
- D. Excess inventory of consumer devices
Why: Behavioral surplus refers to the data gathered beyond what is needed to provide a service. It is fed into machine intelligence to predict what people will do, and those predictions become the product sold to advertisers and others.
Q4. Which of the following best describes the typical 'product' sold in surveillance capitalism?
- A. Encrypted messaging software
- B. Prediction products about human behavior ✓
- C. Physical goods delivered to customers
- D. Open-source code libraries
Why: Companies sell predictions of future behavior, such as which ad someone is likely to click or which product they may buy, to business customers who want to influence behavior.
Q5. Why do critics argue that users often cannot meaningfully consent to surveillance capitalism's data practices?
- A. Because the data is always stored in unsecured paper files
- B. Because data collection is often hidden, complex, and presented as a take-it-or-leave-it condition of using a service ✓
- C. Because users are legally forbidden from reading privacy policies
- D. Because all data collection is performed by government agencies only
Why: Consent is often nominal: privacy policies are lengthy and opaque, and refusing them typically means losing access to the service, so critics argue true informed choice is rarely available.
Module 2
Module 2: The Origins: From Search to Surveillance
The Origins: From Search to Surveillance
Knowledge check
Q1. According to the module's framing, what was the original purpose of the behavioral data Google collected from search queries in its early years?
- A. To sell advertising space to the highest bidder in real time
- B. To improve the search engine's relevance and quality of results ✓
- C. To build detailed profiles of users for government intelligence agencies
- D. To create a subscription service for premium search features
Why: Early search data was used primarily to refine search algorithms and improve result relevance. The shift toward using this data as a commercial asset came later, when Google discovered that the behavioral 'surplus' could predict user behavior and be sold to advertisers.
Q2. What term describes the data collected beyond what is needed to improve a service, which became the raw material for predicting user behavior?
- A. Metadata
- B. Behavioral surplus ✓
- C. Cookie residue
- D. Passive telemetry
Why: Shoshana Zuboff's concept of 'behavioral surplus' refers to the excess behavioral data beyond what improves a service. This surplus is fed into machine intelligence to produce prediction products sold to businesses.
Q3. Which development marked a turning point in Google's shift toward surveillance-based business models around 2001-2002?
- A. The launch of Gmail with free storage
- B. The introduction of AdWords, using search data to target ads ✓
- C. The acquisition of YouTube
- D. The release of the Android operating system
Why: The introduction of AdWords, and the subsequent discovery that search behavior data could predict ad relevance and click-through, led Google to repurpose behavioral data as a revenue source. This is widely cited as the origin of surveillance capitalism's core logic.
Q4. Why did the 'surplus' data become so valuable to Google's leadership during this period?
- A. It could be sold directly to consumers as personal records
- B. It allowed prediction of user behavior, making ad targeting far more precise ✓
- C. It was required by federal law to be retained indefinitely
- D. It reduced server costs by compressing user histories
Why: Behavioral surplus enabled predictions about what users would click, buy, or do next. Advertisers paid a premium for these predictions, making the surplus the foundation of a new revenue model.
Q5. What broader shift does the module identify as occurring as the surveillance model matured?
- A. A move from free services to paid subscriptions for all users
- B. A transition from users being the customers to users becoming the source of raw material ✓
- C. A decline in internet advertising in favor of print media
- D. An increase in government regulation of search engines
Why: In the surveillance model, users are not the paying customers; advertisers and other business clients are. Users' behavioral experience is harvested as raw material, which is why the module frames them as the source rather than the customer.
Module 3
Module 3: Behavioral Data and the Extraction Economy
Behavioral Data and the Extraction Economy
Knowledge check
Q1. In the context of surveillance capitalism, what is 'behavioral surplus'?
- A. Unused storage capacity on company servers
- B. Data collected about user behavior beyond what is needed to improve a service, used to predict future behavior ✓
- C. Profits a company earns from selling hardware devices
- D. The percentage of users who never agree to privacy policies
Why: Shoshana Zuboff's term refers to the excess behavioral data that platforms gather beyond what is needed to provide their service. This surplus is fed into prediction products, which are sold to advertisers and others who want to anticipate what people will do.
Q2. Which of the following best describes the 'extraction economy' as it applies to personal data?
- A. Users are paid directly for every piece of data they share with platforms
- B. Human experience is treated as raw material that is harvested, processed, and monetized, often without meaningful consent or compensation ✓
- C. Governments tax companies based on the volume of data they store
- D. Data is exchanged only between consenting parties in transparent markets
Why: The extraction economy metaphor frames personal experience as a free raw resource, similar to natural resources extracted from land. Users generate the data through everyday activity, while companies capture and convert it into revenue.
Q3. Why do behavioral data collected from users have value to companies beyond the direct use of their product?
- A. Because the data can be used to predict and influence future behavior, which advertisers and others will pay to access ✓
- B. Because the law requires companies to purchase all behavioral data from users
- C. Because behavioral data is only useful for improving the user's own experience
- D. Because behavioral data cannot be stored or transferred to third parties
Why: Behavioral data is valuable mainly for its predictive power. Knowing what users click, linger on, or buy allows companies to forecast future actions, which creates a market for targeted advertising and behavioral influence.
Q4. Which term describes the practice of using collected behavioral data to shape or nudge people's actions toward outcomes that benefit a third party?
- A. Data minimization
- B. Behavioral modification ✓
- C. Encryption
- D. Data portability
Why: Behavioral modification refers to using data-driven insights to steer users' choices, such as what they watch, buy, or believe. In surveillance capitalism this influence is commercially valuable, which is why it is central to the critique.
Q5. What is a key reason that the 'free' services many platforms offer are not truly free?
- A. Users must pay a hidden fee each time they log in
- B. Users pay with their behavioral data, which is the actual product sold to other businesses ✓
- C. Free services are funded entirely by government subsidies
- D. The services charge users only after they reach a usage limit
Why: The common saying that 'if you're not paying, you're the product' captures this. Users receive a service at no monetary cost, but their attention and behavioral data are exchanged with advertisers and data brokers for revenue.
Module 4
Module 4: Prediction Products and Behavioral Futures Markets
Prediction Products and Behavioral Futures Markets
Knowledge check
Q1. In Shoshana Zuboff's framework, what is the primary raw material extracted by surveillance capitalism?
- A. Financial data from bank transactions
- B. Behavioral data harvested from everyday human experience ✓
- C. Physical labor performed by workers
- D. Government-issued identity records
Why: Surveillance capitalism treats behavioral data, such as clicks, locations, searches, and communications, as free raw material that is extracted from everyday human experience and converted into commercial value.
Q2. What term describes the data that remains after the surplus used to improve services has been separated out, and which is used to predict future behavior?
- A. Metadata
- B. Behavioral surplus ✓
- C. Redundant cache
- D. Secondary consent
Why: Behavioral surplus refers to the excess behavioral data beyond what is needed to improve a service. It is fed into machine intelligence to produce prediction products about what people will do.
Q3. What is a 'prediction product' in the context of surveillance capitalism?
- A. A consumer device that forecasts weather patterns
- B. An algorithmic forecast of human behavior sold to businesses seeking to influence outcomes ✓
- C. A software tool that encrypts personal messages
- D. A subscription service that recommends streaming content only to its own users
Why: Prediction products are forecasts of what people are likely to click, buy, do, or feel, and they are sold in behavioral futures markets to businesses that want to anticipate and shape those behaviors.
Q4. Why does Zuboff argue that behavioral futures markets differ from ordinary markets?
- A. They trade only in physical commodities
- B. The commodity being traded is predictions of human behavior, and the sellers profit from certainty about future actions ✓
- C. They are regulated by a single global authority
- D. Buyers pay for access to data about past purchases only
Why: In behavioral futures markets, what is bought and sold are predictions of future human behavior. Zuboff argues that this creates incentives to make behavior more predictable and to shape it, not merely to observe it.
Q5. Which practice is most closely associated with the goal of guaranteeing outcomes in behavioral futures markets?
- A. Random sampling of user activity
- B. Behavioral modification through nudges, personalized feeds, and targeted prompts ✓
- C. Anonymizing all collected data
- D. Limiting data collection to what users explicitly request
Why: Zuboff describes a shift from prediction toward influence: platforms use data to tune nudges and personalized prompts that steer behavior toward outcomes that make the predictions reliable and profitable.
Module 5
Module 5: Persuasion Architecture and Manipulation by Design
Persuasion Architecture and Manipulation by Design
Knowledge check
Q1. In the context of surveillance capitalism, what is 'behavioral surplus'?
- A. Unused computing capacity on company servers
- B. Data collected about user behavior beyond what is needed to improve a service, used to predict and shape future behavior
- C. Profits a company earns above its operating costs
- D. Extra screen time users spend on a platform beyond their stated goals
Q2. Which design pattern is most associated with 'persuasion architecture' in digital products?
- A. Clearly labeled opt-in consent screens
- B. Variable reward schedules, such as pull-to-refresh feeds that deliver unpredictable content
- C. Static pages with no personalization
- D. Settings menus that let users disable notifications entirely
Q3. What is a 'dark pattern' in interface design?
- A. A dark-mode color theme that reduces eye strain
- B. A user interface deliberately crafted to trick or pressure users into choices they might not otherwise make
- C. A pattern of encrypted data storage
- D. A visual layout that is hard to read on mobile devices by accident
Q4. Why does the infinite scroll feature raise concerns in the study of manipulation by design?
- A. It increases page load times on older devices
- B. It removes natural stopping cues, making it harder for users to decide when to end a session
- C. It prevents users from sharing content with others
- D. It requires users to create an account before viewing content
Q5. Which statement best describes the difference between persuasion and manipulation in digital design?
- A. Persuasion always involves money, while manipulation does not
- B. Persuasion appeals to a user's informed reasoning and interests, while manipulation exploits cognitive biases or hidden pressures to override their judgment
- C. Persuasion is illegal in most countries, while manipulation is permitted
- D. There is no meaningful difference; the terms are interchangeable
Module 6
Module 6: Privacy, Consent, and the Illusion of Choice
Privacy, Consent, and the Illusion of Choice
Knowledge check
Q1. In the context of surveillance capitalism, what is the primary way companies typically obtain user data?
- A. Purchasing it from government census records
- B. Collecting behavioral data generated through everyday use of their products and services
- C. Asking users to fill out detailed surveys about their habits
- D. Receiving it directly from users' hardware manufacturers
Q2. Why do lengthy privacy policies and 'I agree' checkboxes often fail to represent meaningful consent?
- A. Because they are legally required to be written in code
- B. Because most people cannot realistically read and understand them, making agreement a formality rather than an informed choice
- C. Because they are only shown to users in countries without privacy laws
- D. Because companies never actually store the agreements users sign
Q3. What is meant by the 'illusion of choice' in digital privacy?
- A. Users have unlimited options for controlling their data, but rarely use them
- B. Users appear to choose freely, but declining often means losing access to essential services, social connections, or functionality, so the 'choice' is coerced
- C. Users are randomly assigned privacy settings by an algorithm
- D. Companies offer privacy settings that have no effect on data collection
Q4. Which of the following best describes the concept of 'behavioral surplus' in surveillance capitalism?
- A. Extra storage space that companies keep unused on their servers
- B. Data collected beyond what is needed to improve a service, used to predict and shape future behavior
- C. Surplus revenue that companies donate to privacy research
- D. Duplicate copies of user files kept as backups
Q5. Which practice would most strengthen meaningful consent for users?
- A. Bundling all permissions into one accept-or-leave decision
- B. Making privacy settings hard to find so users stay in default mode
- C. Offering granular, plain-language choices that users can change at any time without losing core functionality
- D. Requiring consent only once, at account creation, and never again
Module 7
Module 7: Resisting and Regulating Surveillance Capitalism
Resisting and Regulating Surveillance Capitalism
Knowledge check
Q1. Which term, popularized by Shoshana Zuboff, describes the economic logic of harvesting personal data as raw material to predict and shape human behavior?
- A. Data minimalism
- B. Surveillance capitalism ✓
- C. Attention economics
- D. Platform cooperativism
Why: Shoshana Zuboff coined 'surveillance capitalism' to describe an economic system that claims private human experience as free raw material for prediction products sold to business customers. The other terms describe related but different concepts.
Q2. What is the EU's General Data Protection Regulation (GDPR) primarily designed to do?
- A. Ban all targeted advertising across Europe
- B. Give individuals greater control over their personal data and set rules for how organizations collect and process it ✓
- C. Require all tech companies to publish their source code
- D. Establish a single European social media platform
Why: The GDPR, in force since 2018, strengthens individual rights such as access, correction, and erasure of personal data, and requires a lawful basis for processing. It regulates data handling rather than banning advertising outright.
Q3. Which of the following is a practical individual step to reduce data tracking across websites?
- A. Turning off your device's ability to connect to the internet
- B. Using browser privacy settings, tracker blockers, and limiting permissions granted to apps ✓
- C. Deleting your email account permanently
- D. Only using paid search engines that show no ads
Why: Tracker blockers, stricter browser privacy settings, and reviewing app permissions reduce the data collected about you without requiring you to abandon digital life entirely. The other options are either impractical or do not address tracking directly.
Q4. What does the term 'data minimization' mean as a regulatory principle?
- A. Companies should store as much data as possible for future use
- B. Organizations should collect only the data that is necessary for a specified purpose ✓
- C. Data should be compressed to save storage space
- D. Users must share all their data with government agencies
Why: Data minimization limits collection to what is adequate, relevant, and necessary for a stated purpose. It is a core principle in GDPR and many other privacy frameworks, aimed at reducing the risks of over-collection.
Q5. Why do critics argue that individual consent alone is insufficient to protect people from surveillance capitalism?
- A. Consent is never legally valid under any circumstances
- B. Privacy policies are often long and complex, and refusing consent can mean losing access to essential services, so choices are not truly free ✓
- C. Users always read privacy policies in full before agreeing
- D. Consent only applies to government surveillance, not corporate data collection
Why: Consent becomes weak when notices are hard to understand and people face a take-it-or-leave-it choice, which is why regulators and scholars argue for structural protections such as purpose limits and default privacy, not just checkboxes.