Privacy Not Included (Workshop Outline)
Description
Title: Privacy Not Included
Date: 9/18
Location: 10C
Summary:
Personal data is constantly being collected, shared, and monetized—almost entirely without our knowledge or consent.
What does that mean? Should we care? Can we do anything about it?
We'll talk about how this data collection works, how data is used, and what impact this can have. Then we'll talk about what you can do about it.
Recommended but optional: Bring a Laptop
Spreadsheet
Past
OPSEC workshop description 2025
00. Guess My Data
- Go to Google's My Ad Center or Facebook's Ad Preferences to see what these platforms see as your interests
0. Intro
-
The World's most valuable resource is no longer oil, but data (The Economist)
-
Types of data brokers:
- People search services
- Marketing data brokers: Gather large amounts of data about your online activity and put it into pools of certain behaviors, also called inferred data
- Financial information data brokers: Credit reporting bureaus, dominated by three companies (Equifax, TransUnion, and Experian)
- Risk mitigation data brokers: Tracks identity of people, for preventing fraud, performing background checks
- Personal health data brokers: track health-related data that is not covered by HIPAA, like medical related search history, purchases of over-the-counter medication (very creepy in my opinion)
-
Data Broker market size:
- $252.12 Billion in 2023
- $277 Billion in 2024
- $363.4 billion in 2026
- Projected to be
or $500 Billion by 2033
-
Average person in the US generates $700+ per year (Proton, 2022 numbers)
-
Acxiom made $617 million in 2023 (Zippia)
- Acxiom averages 1500 data points per consumer, and consumers are then places in one of 7018 detailed socioeconomic cluster (visual.ly)
-
These statistics do not account for the market size of dark markets
-
Data brokers are used for:
- Selling you things
- Information research
- Identity verification
- fraud prevention
- background checks
- targeted political ads
Largest Data brokers as of 2025
| Company | Headquarters | Revenue | Data Coverage | Specialties | Notable Facts |
|---|---|---|---|---|---|
| Experian | Dublin, Ireland | $7.1B | 300M U.S. consumers, 25M businesses | Credit reporting, marketing data, identity verification | Offers Mosaic consumer profiles; major credit bureau |
| Equifax | Atlanta, GA, USA | $5.1B | 220M consumers, 33M businesses | Credit scoring, employment data, fraud detection | Over 800 audience segments; suffered a major breach in 2017 |
| Epsilon | Irving, TX, USA | $2.9B | 250M U.S. consumers | Consumer behavior, purchase intent modeling, personalized advertising | Owned by Publicis Groupe; works with major brands like McDonald’s |
| Acxiom | Conway, AR, USA | $2.7B | 260M individuals, 190M households | Demographic profiling, identity resolution, data onboarding | Division of Interpublic Group; known for deep consumer behavioral analytics |
| CoreLogic | Irvine, CA, USA | $1.0B | 134M U.S. property addresses | Property records, location intelligence, mortgage analytics | Leading provider of real estate and insurance risk data |
| TransUnion | Chicago, IL, USA | $3.7B | 200M U.S. consumers | Credit reporting, identity protection, audience targeting | Part of the "Big Three" credit bureaus; integrates with digital marketing platforms |
I. Your data trail
-
Public data
- Court records: Marriage certificates, criminal records
- Voter registration data
- DMV records
-
Searching the Internet: As you browse, various mechanisms track your activity across websites in order learn about your behavior, interests, location, etc.
- Cookies: Small text files a website stores in your browser.
- First-party cookies: Set by the site you're visiting
- Third-party cookies: set by a domain other than the one you're on (usually an ad network embedded in the page) — these are what let an ad company see you across many different sites
- Tracking pixel
- Local/browser storage APIs
- Third-party scripts and trackers: JavaScript from ad networks, analytics providers (Google Analytics, Meta Pixel), or "session replay" tools embedded on a page.
- Referrer headers: When you click a link, your browser tells the destination site what page you came from — this can leak search terms, account info in a URL, or browsing paths between sites.
- Real-time Bidding (RTB) (ad auctions): Every time a page loads an ad slot, your data (approximate location, device ID, browsing context) is broadcast to potentially hundreds of ad exchange participants in a fraction of a second to bid on showing you an ad — even if no one wins, that data has already been shared.
- Cookies: Small text files a website stores in your browser.
-
Your smartphone, from both active use as well as passive collection as you walk around with it. Mechanisms that still work while the phone is locked:
- Wi-Fi/Bluetooth scanning: Phones probe for known networks and devices in the background. Modern iOS/Android randomize the Wi-Fi MAC address during these probes specifically to blunt retail tracking, but Bluetooth beacon detection still functions
- Background location updates: apps granted "Always" location permission keep receiving location via low-power APIs (geofencing, significant-location-change triggers) without the screen ever turning on
- Push notifications: silently wake an app briefly to sync data or check in, even with the screen off
- Motion sensors: accelerometer/gyroscope data collection (step counting, fall detection). It's tracked as a distinct "motion & fitness" permission on iOS, is often less scrutinized than camera/mic
- Voice assistant wake-word detection: if enabled, a low-power on-device process is listening for "Hey Siri"/"Hey Google"
- Find My Device / Find My iPhone-style networks: broadcasts a low-energy Bluetooth signal that nearby strangers' phones can relay to locate a device.
-
IRL: Participation in loyalty programs, passing by a billboard, etc.
-
Vehicles:
- mileage
- trip duration
- weight in seats
- precise geolocation
- current radio station
- connected devices
- infotainment system usage
- phone statuπs
- gas / break pressure
- current speed
- turn signal usage
- steering wheel rotation
All this data builds a fuller picture of who you are, where you go and when, and what you value.
The Data
Types of data:
1. Direct identifiers
Information that identifies someone on its own, no additional data needed.
- Full name, government ID numbers (SSN, passport, driver's licenseState DMV's were found to be selling data about citizens to private investigators, journalist Joseph Cox reported.)
- Email address, phone number, home address
- Biometric data (fingerprints, facial recognition data, retina scans)
- Photos/video that clearly show a person's face
2. Indirect / quasi-identifiers
Not identifying alone, but can pinpoint someone when combined with other data (this is the classic "anonymized data isn't really anonymous" problem).
- Date of birth, gender, ZIP/postal code
- Occupation, employer
- IP address, device ID, browser fingerprintMore info about the kinds of data Google or Facebook collects from your device
- Approximate location historyLocation data alone was an estimate $21 billion market, foot traffic patternsHow foot traffic data and location data are used
3. Financial information
- Bank account and credit card numbers
- Income, credit score, transaction history
- Tax ID numbers
4. Health information
- Medical records, diagnosesGrindr admitted to sharing the HIV status of its users with marketing companies., prescriptions
- Insurance information
- Fitness/biometric tracking data (often overlaps with wearables)
5. Sensitive/special category data
Many privacy laws (GDPR Article 9, for example) single these out for extra protection.
- Race or ethnicity
- Religious or philosophical beliefs
- Political opinions
- Sexual orientation and gender identity
- Trade union membership
- Genetic data
- Criminal history
6. Online/behavioral data
- Browsing history, search queries
- Cookies and tracking pixels
- Ad clicks, viewing times
- Social media activity (likes, follows, comments...)
- Purchase history and preferences
7. Employment/education records
- Employment history, performance reviews
- Educational records, transcripts, grades
8. Children's data
- Often called out separately because of laws like COPPA — usually a stricter consent bar than adult data.
II. How your data are collected
A. Online Activity
- Web browsing (cookies, trackers, fingerprinting)
- Google search queries and clicks
- Social media engagement (likes, follows, comments, quizzes filled out for fun)
- User profile data
- Personal data given when forms are submitted (address, age, social security)
B. Mobile Devices
- GPS/location data from apps
- Your location can be inferred even when your GPS is off
- App usage & behavior
- Which apps you open and when
- Time spent in each app
- Taps, scrolls, and interactions within apps
- In-app purchases or subscriptions
- “Permissions” creep (e.g. flashlight apps needing mic access)
- Motion/activity sensors
- Accelerometer, gyroscope, magnetometer (movement & orientation)
- Bluetooth and Wi-Fi signals
- Media & camera access
- Photos, videos, and metadata (e.g., geotags)
- Camera and microphone access
- Screenshots or screen recordings (in rare or malicious cases)
C. Offline Sources
- Loyalty cards and credit card purchases
- Cars
- Public records (property, voter registration, etc.)
- Data broker aggregation from multiple datasets
D. Devices and IoT
- Smart home devices (thermostats, TVs, speakers, voice assistants)
- Wearables and fitness trackers
- Cars with onboard diagnostics or connected services
🎯 III. The Buyers
A. Advertising and Marketing
- Targeted ads based on behavior, location, or psychographicsSignal employed these techniques in an Instagram ad campaign to show IG users how granular their metrics were. IG disabled the ad campaign immediately.
- Personalized product recommendationsSendPulse's examples of Targeted Advertising
- Influencing purchasing decisions and emotions
- Evidence of "Active Listening" leakedThe Guardian and NY Post reported on this leak of a slide deck advertising software that targets adverts based on what people say near their device microphones
B. Risk Scoring and Profiling
- Insurance premiums
- Loan and creditworthiness evaluationThis has included targeted predatory lending. World Privacy Forum
- Employment screening
C. Political Influence
- Voter profiling and microtargetingThe Cambridge Analytica scandal was a well-known example where a Facebook quiz funneled the data of 87 million users to a political marketing company, who then used the data to advertise to people deemed "persuadable"The Brexit part (later AKA Reform UK) used Facebook advertising, breaking electoral laws and used their website to track private data of users without consent
- Disinformation campaigns tailored to psychological profiles
- Examples:
- Reform UK (Brexit party) tracked private user info without consent (Guardian, 2024)
- Cambridge Analytica (Guardian, 2018)
- Facebook-Cambridge Analytica data harvesting
D. Surveillance and Law Enforcement
- Law enforcement purchasing location or facial recognition data
- Protest tracking and dragnet surveillance
- Examples:
IV. Consequences
- Data Breaches: A breach of Gravy Analytics’ huge trove of location data threatens the privacy of millions - TechCrunch - The government took action and then it got hacked anyway:
- A location data broker that tracked ~1 billion mobile devices daily was hacked, exposing terabytes of precise GPS histories.
- A hacker claimed to have stolen several terabytes of consumers' data, including historical location data of millions of smartphones.
- Weeks earlier, the FTC had accused the company of unlawfully selling sensitive characteristics like health decisions, political activities, and religious viewpoints derived from location data.
- This was the FTC's fifth action that year against data aggregators for sensitive location data misuse.
- Identity Theft and Fraud
- Dark web markets sell leaked data, hacked accounts, credit card numbers, etc.Privacy Affairs has tracked what "goods and services" go for on the Dark Web markets year by year. Dark Web Price Index for 2023
- Leaked data is then reused in phishing, synthetic ID creation, or account takeovers
- Stalking & doxxingA Catholic news organization tracked a priest's use of Grindr and outed him (via Vox)
- Surveillance by local law enforcement, federal law enforcement, intelligence agencies, immigration enforcement agencies
- Surveillance by foreign actors - they have also found ways to collect or purchase this data
- Manipulation of beliefs & behavior
- Loss of autonomy
- ...And of course better ad recommendations
B. Regulatory Catch-up
- Various states (e.g. California, New Jersey, Vermont, and Connecticut) have enacted their own laws regulating data brokers and implementing fines for noncompliance.
The cycle often looks something like: Collection → sale (often to government or ad-tech) → Data breach → Regulatory catch-up (often too slow or easily worked around)
V. What You Can Do About It
It is impossible to be completely invisible in the digital world and many of these suggestions do take a certain amount of work. However, some of these require little work and have significant effect. It's up to you how much you care about preventing further damage.
Data Privacy Strategy
Conclusion
We're sold a world of convenience and connection, but the real cost is our autonomy. These systems are designed to erode your autonomy by limiting choices and strip away your agency by obscuring how they operate.
“Arguing that you don't care about the right to privacy because you have nothing to hide is no different than saying you don't care about free speech because you have nothing to say.”
— Edward Snowden, NSA whistleblower
“If we don’t act to protect privacy, we risk living in a world where our lives are governed not by laws, but by corporate terms of service.” — Shoshana Zuboff, author of The Age of Surveillance Capitalism
"Seize the means of computation" — Cory Doctorow
"Data rights are human rights" — Carole Cadwalladr, the journalist who exposed Cambridge Analytica and Facebook
"Politics is technology now" - Carole Cadwalladr
Links
My Resources
- Privacy Audit Spreadsheet (Google Sheets) is a spreadsheet version of my recommendations. It formatted as a customizable checklist so you can decide which steps are appropriate for you. It also contains a list of data brokers one can use to opt out and remove your data from public view
Other Resources
- Mozilla's Privacy Not Included: Product reviews from a privacy & security standpoint, which products are "privacy not included", rates them as a little creepy, somewhat creepy, very creepy, and super creepy
- Privacy4Cars' Vehicle Privacy Report
- Safeguarding your data privacy when entering the US border. Customs and Border Protection has the authority to search electronic devices, including phones, laptops, tablets, etc. of anyone entering the US, including citizens and non-citizens. (A WIRED article about the same)
- How to protest safely in the age of surveillance - WIRED
- Five things to avoid saying to ChatGPT (WSJ)
- Privacy.com allows you to create up to 12 "virtual cards" that link to your bank or card for free
- Privacy Guides (privacyguides.org)
- Terms of Service; Didn't Read: Explains the Terms of Service of popular websites and rates how ethical they are
References on Data Privacy, Misuse, and Surveillance
General Data Collection & Use
- What data Big Tech companies collect and why (Google, Apple, Facebook, etc.) – Security.org
- Examining the intersection of data privacy and civil rights – Brookings
- EFF: Steering mobility data to a better privacy regime
- There is a multi-billion dollar market for your phone's location data – The Markup
- Festivals have become a data collection dystopia - Simon Doherty
Data Broker Practices & Civil Liberties
- Closing the data broker loophole – Brennan Center for Justice
- Congress must prohibit government purchases of citizen data – Brennan Center for Justice
- Two-thirds of apps used by preschool-aged children collected and shared persistent identifiers with third parties like Facebook – Michigan Medicine
Identity & Personal Risk
- Dark Market Price Index 2023 – Privacy Affairs
- A federal judge’s son was killed after attacker obtained info from people search sites – NYT
- Trying to remove personal data from people-search sites – Consumer Reports
- PeopleFinder's site marketed towards dating aggregates courthouse documents, bankruptcy filings, tax liens, pre-foreclosure data, phone directories, social media posts - WIRED
Health & Genetic Data
- Grindr shared users' HIV status – NPR
- How data brokers monetize medical records – Scientific American
- 23andMe:
Government & Law Enforcement Use
- DHS is circumventing constitution by buying data it would normally need a warrant to access - ACLU
- Inside Fog Data Science, the secretive company selling mass surveillance to local police
- Police are now relying on location data from adtech - YouTube
- FTC says data brokers tracked protestors and military personnel – WIRED
- FTC bans two brokers from selling sensitive location data – The Verge
- FTC settles with brokers over political, pregnancy data sales – Reuters
- Military's use of location data from apps, including Muslim prayer app – VICE
- Sale of military personnel data – Duke Sanford
- ShadowDragon: Surveillance tool used by law enforcement – Wikipedia
- Intelligence analysts used smartphone data without warrants – NYT
- How law enforcement tracks and identifies protestors - WIRED (video)
- Police are using AI to automate surveillance of social media - WIRED
- The US intelligence community is building a one-stop-shop for your data - The Intercept (alt link)
- Airlines sold your flight data to Dept of Homeland Security (DHS) - WIRED (alt link)
- ICE buys software tool that tracks location of hundreds of millions of phones - 404 Media
- ICE's software tool that monitors phones of hundreds of millions of phones - 404 Media
- ELITE, the tool Palantir has made for ICE - 404 Media
Targeted Ads, Voice Monitoring & “Active Listening”
- Senator probes Meta & Google on coordination with ad firm over phone monitoring – NY Post
- “Active Listening” ad software exposed by pitch deck – The Guardian
- Follow-up reporting on the same story – NY Post
Political Influence & Cambridge Analytica
- Cambridge Analytica planted fake news – BBC
- Congressional report on Cambridge Analytica – US Congress
- Facebook-Cambridge Analytica data harvesting – UNL
Legal Settlements & Breaches
- Equifax data breach explained – BreachSense
- Google settles incognito mode data collection lawsuit – Winston & Strawn
- Google Chrome incognito data deletion settlement – WIRED
Additional Cases
Books
- The Age of Surveillance Capitalism by Shoshana Zuboff
- Data and Goliath by Bruce Schneier