TV Shows & Streaming Database — Deep Research Brief, Part 09: Community, Moderation, Legal, and Privacy
116 preserved extracts. Research planning document; requested work is not evidence that the work was completed.
- NOTE 4133
TV Shows & Streaming Database — Deep Research Brief, Part 09: Community, Moderation, Legal, and Privacy
Research window: January 1, 2019 – September 15, 2026 (with emphasis on the last 24 months). State the research date on every deliverable and the access date on every source.
- NOTE 4134
TV Shows & Streaming Database — Deep Research Brief, Part 09: Community, Moderation, Legal, and Privacy
Conduct exhaustive research on how TV and entertainment databases run user contribution, moderation, and trust-and-safety programs, and on the legal and privacy frameworks that govern a site with user accounts, people pages, reviews, comments, affiliate links, and advertising in the U.S., UK, EU, and other major markets. The goal is to give the website a working contribution and moderation system, a people-page ethics policy, a compliance map by jurisdiction, and a set of draft policy templates that a lawyer can review before launch. This part does not provide legal advice; every legal finding must be flagged for lawyer review.
- NOTE 4135
1. How to research this part
Treat every named law, threshold, date, fine, company policy, and case as a lead to verify against the primary text (statute, regulation, regulator guidance, official help center). Mark anything not checked against a primary source as "claimed."
- NOTE 4136
1. How to research this part
Minimum record counts: at least 25 platform contribution-policy records (IMDb, TMDB, TheTVDB, TVmaze, Trakt, Wikipedia, Wikidata, Fandom, MyAnimeList, AniList, AniDB, MyDramaList, Letterboxd, Serializd, Simkl, Discogs, MusicBrainz, OpenStreetMap, Goodreads, Reddit, Stack Overflow, TV Tropes, Rotten Tomatoes, Metacritic, Steam); at least 40 law/regulation records; at least 30 moderation-incident case studies; at least 20 regulator enforcement actions relevant to consumer sites.
- NOTE 4137
1. How to research this part
Prefer: statute text (congress.gov, legislation.gov.uk, EUR-Lex), regulator guidance (FTC, ICO, Ofcom, European Commission, CNIL, California Privacy Protection Agency, state attorneys general), official help centers and community guidelines, transparency reports, court opinions, and reputable law-firm client alerts (as secondary, dated).
- NOTE 4138
1. How to research this part
Record "as of" dates for every rule, because thresholds, effective dates, and enforcement status change (for example, state privacy laws taking effect on staggered dates in 2025–2026 (verify)).
- NOTE 4139
1. How to research this part
Distinguish: law in force; law passed but not yet effective; regulator guidance; proposed bills; court decisions under appeal.
- NOTE 4140
1. How to research this part
Do not draft final legal language presented as ready to use. Produce templates labeled "draft for counsel review."
- NOTE 4141
1. How to research this part
Do not recommend collecting data you do not need, circumventing consent, or publishing private information about people.
- NOTE 4142
2.1 Models to document
Open wiki with post-hoc review (Wikipedia, Fandom): edit-first, revert later. Research revert rates, recent-changes patrol, pending changes protection, and page protection levels.
- NOTE 4143
2.1 Models to document
Structured open database with locks (TMDB): field-level locking, leaderboards, and moderation roles (verify).
- NOTE 4144
2.1 Models to document
Submission queue with staff review (IMDb contributor interface): research approval latency, "data submitted" statuses, credit verification rules, and IMDbPro-linked edits (verify).
- NOTE 4145
2.1 Models to document
Subscription or trust-gated editing (TheTVDB): verify whether editing requires an account tier and how the 2020–2023 site and licensing changes affected contributors (verify).
- NOTE 4146
2.1 Models to document
Hybrid trusted-editor models (MusicBrainz auto-editors and voting; Discogs vote system; OpenStreetMap changeset review). These are the most transferable to episode-level TV data.
- NOTE 4147
2.2 Questions to answer for each
Who can edit which fields (titles, air dates, episode order, credits, images, synopses, availability)?
- NOTE 4148
2.2 Questions to answer for each
What evidence is required (source URL, on-screen credit screenshot, press release)?
- NOTE 4149
2.2 Questions to answer for each
How are disputes resolved, and is there an appeal path?
- NOTE 4150
2.2 Questions to answer for each
How are contributors rewarded (badges, rank, free premium, API quota)?
- NOTE 4151
2.2 Questions to answer for each
What proportion of edits are reverted or rejected, where published?
- NOTE 4152
2.2 Questions to answer for each
How many active editors exist, and how concentrated is contribution (top 1% share)?
- NOTE 4153
2.3 Produce: reputation system design
A tiered role table: New (all edits queued), Contributor (low-risk fields auto-apply after N approved edits), Trusted (can approve others' low-risk edits), Moderator (can lock, merge, split entities), Staff.
- NOTE 4154
2.3 Produce: reputation system design
Field risk classes: Low (runtime, episode title typo), Medium (air dates, episode order, cast order), High (person birthdate, legal name, gender, death date, availability, merges/splits of shows), Restricted (anything about minors, private individuals, or removal requests).
- NOTE 4155
2.3 Produce: reputation system design
Scoring inputs: approval ratio, reverts by others, age of account, source quality, reports received. Worked example: a user with 200 approved edits and a 97% approval ratio can auto-apply Low edits but still queues High edits.
- NOTE 4156
2.3 Produce: reputation system design
Anti-gaming: no points for bulk trivial edits; rate limits; sock-puppet signals.
- NOTE 4157
3. Edit review queues and tooling
Research queue designs: Wikipedia recent changes and ORES/LiftWing scoring (verify current name), MusicBrainz open edits with voting windows, OpenStreetMap OSMCha, TMDB edit history and rollback.
- NOTE 4158
3. Edit review queues and tooling
Specify a queue schema: editid, entitytype, entityid, field, oldvalue, newvalue, sourceurl, sourcetype, submitterid, submittertier, riskclass, autoscore, status, reviewerid, decisionreason, createdat, decidedat.
- NOTE 4159
3. Edit review queues and tooling
Define SLAs: Low within 72 hours; High within 24 hours; removal/privacy requests within a stated window (verify any legal deadlines, such as GDPR one-month response).
- NOTE 4160
3. Edit review queues and tooling
Diff views, one-click rollback, bulk revert, and entity locks during premieres and finales.
- NOTE 4161
3. Edit review queues and tooling
AI-assisted triage: classify edits by risk, flag likely vandalism, detect copied synopses. Require human decision for High and Restricted fields.
- NOTE 4162
4. Vandalism, credit fraud, and manipulation
Credit padding: people adding themselves to credits for IMDb-style résumé value. Research IMDb's credit verification rules and reported cases of fake credits and paid "IMDb credit" services (verify).
- NOTE 4163
4. Vandalism, credit fraud, and manipulation
Hoax people pages and fake shows; research documented Wikipedia and IMDb hoax cases (verify).
- NOTE 4164
4. Vandalism, credit fraud, and manipulation
Premiere and finale vandalism: spoiler insertion into titles and synopses, fake cancellation statuses.
- NOTE 4165
4. Vandalism, credit fraud, and manipulation
Publicist and studio promotional edits: use Wikipedia's paid-editing disclosure as a model.
- NOTE 4166
4. Vandalism, credit fraud, and manipulation
Produce: a vandalism signal list (at least 30 signals) and response playbook (revert, lock, warn, suspend, ban, report to law enforcement where threats are involved).
- NOTE 4167
5.1 Birthdates and ages
Research IMDb's handling of age removal requests and California AB 1687 (2016), which required removal of age on request for paid subscribers, and the IMDb.com v. Becerra decision striking it down (verify dates and appeal outcome).
- NOTE 4168
5.1 Birthdates and ages
Policy question: publish only birthdates that appear in reliable published sources the person has made public? Year only? Allow removal on request for living people who are not public officials?
- NOTE 4169
5.2 Birth names and deadnames
Research Wikipedia's MOS:DEADNAME guidance for living and deceased transgender and nonbinary people (verify current wording).
- NOTE 4170
5.2 Birth names and deadnames
Research IMDb's 2019 policy change allowing removal of birth names on request after advocacy by GLAAD and others (verify).
- NOTE 4171
5.2 Birth names and deadnames
Worked example: an actor credited under a former name on episodes from 2015–2019. Recommended display: current name on the person page and on credits, with the credited-as name hidden unless the person has publicly stated it may be shown; search still resolves the old credit without displaying the former name. Research how to keep episode-credit accuracy without exposing deadnames.
- NOTE 4172
5.3 Private information and removal requests
Default: do not publish home locations, non-public family members, health, or legal records.
- NOTE 4173
5.3 Private information and removal requests
Removal request workflow: intake form, identity verification that does not require excess data, decision criteria, response template, appeal, and audit log.
- NOTE 4174
5.3 Private information and removal requests
GDPR Article 17 right to erasure and its journalism and freedom-of-expression exemptions; UK Data Protection Act 2018 special purposes exemption (verify). Note where a lawyer should review the balancing test.
- NOTE 4175
5.4 Minors in cast
No birthdates, schools, hometowns, or social handles for minors unless published by the minor's official representatives, and even then consider withholding.
- NOTE 4176
5.4 Minors in cast
No user comments or photo uploads on minor-actor people pages; or pre-moderated only.
- NOTE 4177
5.4 Minors in cast
Research harassment cases involving child actors from major series (for example, cast members of Stranger Things reported online harassment (verify)) and platform responses.
- NOTE 4178
5.5 Deceased people
Death dates need two reliable sources or an official statement; no cause-of-death speculation.
- NOTE 4179
6. Spoilers
Spoiler taxonomy: none, premise, mid-season, finale, character death, casting reveal that implies plot.
- NOTE 4180
6. Spoilers
Rules: no spoilers in page titles, meta titles, notification text, episode titles on unwatched episodes (for tracked users), or image alt text; time-based embargo (for example, 7 days after global release, adjusted for staggered international release).
- NOTE 4181
6. Spoilers
Compare spoiler handling at Reddit, Letterboxd, Serializd, Trakt, MyAnimeList, and Discord; study HBO's responses to Game of Thrones and House of the Dragon leaks (verify).
- NOTE 4182
6. Spoilers
Produce: spoiler policy, spoiler tag UI spec, and moderation examples (at least 15 worked cases).
- NOTE 4183
7. Harassment of cast and creators
Research documented campaigns: harassment of Star Wars series actors (for example, Moses Ingram's statements on Obi-Wan Kenobi in 2022 (verify)), The Rings of Power review bombing and racist abuse (verify), The Last of Us season 2 backlash against actors (verify), and Velma review bombing (verify).
- NOTE 4184
7. Harassment of cast and creators
Policy elements: prohibit targeted harassment, slurs, doxxing, threats, sexualized content about real people, and coordinated brigading; lock reviews and comments during incidents; do not display reviews that are about an actor's identity rather than the work.
- NOTE 4185
7. Harassment of cast and creators
Escalation: credible threats to law enforcement; evidence preservation; talent-representative contact route.
- NOTE 4186
8.1 United States
Section 230 (47 U.S.C. § 230): protection for third-party content and good-faith moderation; limits (federal criminal law, IP, FOSTA-SESTA). Research recent Supreme Court cases Gonzalez v. Google and Twitter v. Taamneh (2023) and Moody v. NetChoice (2024) (verify), and pending reform bills.
- NOTE 4187
8.1 United States
DMCA § 512 safe harbor: designated agent registration with the U.S. Copyright Office (renewal every three years (verify)), notice-and-takedown, counter-notice, repeat-infringer policy.
- NOTE 4188
8.2 European Union
Digital Services Act: obligations by tier (intermediary, hosting, online platform, VLOP at 45 million EU monthly users (verify)). Micro and small enterprise exemptions for some platform duties (verify). Notice-and-action, statement of reasons, points of contact, legal representative for non-EU providers, transparency reporting, trusted flaggers.
- NOTE 4189
8.2 European Union
Produce: a DSA applicability checklist for a small non-EU site with EU users.
- NOTE 4190
8.3 United Kingdom
Online Safety Act 2023: user-to-user service scope, illegal content risk assessments (duties in force from March 2025 (verify)), children's access assessments and protection-of-children codes (from July 2025 (verify)), age assurance expectations, Ofcom enforcement and fees thresholds.
- NOTE 4191
8.4 Other
Also log Australia's Online Safety Act, Canada's Online Harms bill status, and India's IT Rules 2021 (verify).
- NOTE 4192
9. Privacy law
GDPR and UK GDPR: lawful bases (consent for marketing and non-essential cookies; legitimate interest for security), data minimization, DPIAs for profiling and recommendations, international transfers (EU–U.S. Data Privacy Framework (verify status)), processor agreements, records of processing, DSAR handling.
- NOTE 4193
9. Privacy law
CCPA/CPRA: thresholds (verify current revenue threshold adjusted for inflation), "sale" and "sharing" for cross-context behavioral advertising, Global Privacy Control, "Do Not Sell or Share" link, CPPA regulations on risk assessments and automated decision-making (verify effective dates).
- NOTE 4194
9. Privacy law
Other U.S. state comprehensive privacy laws: at least Virginia, Colorado, Connecticut, Utah, Texas, Oregon, Montana, Iowa, Delaware, New Hampshire, New Jersey, Nebraska, Tennessee, Minnesota, Maryland, Indiana, Kentucky, Rhode Island (verify list and effective dates). Produce a table of thresholds, universal opt-out requirements, and sensitive-data rules.
- NOTE 4195
9. Privacy law
Video Privacy Protection Act (VPPA): research the wave of litigation over Meta Pixel on sites with video content and whether a TV database embedding trailers or tracking watch history faces VPPA risk (verify key cases). Flag strongly for lawyer review.
- NOTE 4196
9. Privacy law
Watch history can reveal sensitive traits; recommend private-by-default profiles and history.
- NOTE 4197
9. Privacy law
Produce: data inventory template (data element, purpose, lawful basis, retention, processor, transfer).
- NOTE 4198
10. Children, COPPA, and age-appropriate design
COPPA: "directed to children" and actual knowledge tests; FTC 2025 amended COPPA Rule (verify effective and compliance dates). Kids and family pages may raise directed-to-children questions.
- NOTE 4199
10. Children, COPPA, and age-appropriate design
UK Age Appropriate Design Code (Children's Code) and its 15 standards; California Age-Appropriate Design Code Act litigation (NetChoice v. Bonta) (verify status); Maryland Kids Code (verify).
- NOTE 4200
10. Children, COPPA, and age-appropriate design
Decision: set minimum account age (for example, 13, or 16 in some EU states under GDPR Article 8 (verify by country)), age gating for reviews and comments, and no behavioral ads to known minors.
- NOTE 4201
11. Personality rights and defamation
Right of publicity: state-by-state (California Civil Code § 3344, New York Civil Rights Law §§ 50–51, and post-mortem statutes) (verify). Informational use of names and photos on people pages is generally treated differently from advertising use; research the line and flag for counsel.
- NOTE 4202
11. Personality rights and defamation
EU and other personality rights (France, Germany image rights) (verify).
- NOTE 4203
11. Personality rights and defamation
Tennessee ELVIS Act (2024) and state digital replica laws relevant to AI images of actors (verify).
- NOTE 4204
11. Personality rights and defamation
Defamation: trivia, bios, and user reviews alleging crimes or misconduct. U.S. actual-malice standard for public figures; UK Defamation Act 2013 section 5 website operator defense (verify). Rule: no allegations of misconduct in bios without reliable sourcing and editorial approval; user content about real-person misconduct goes to pre-moderation.
- NOTE 4205
12. Copyright and trademark
Synopses: official synopses from press sites are copyrighted; research press-kit usage terms (for example, NBCUniversal, Netflix, Warner Bros. Discovery press sites (verify)). Original writing only, or licensed text.
- NOTE 4206
12. Copyright and trademark
Images: key art, stills, headshots; press-site terms often limit use to editorial coverage and prohibit database use (verify each). Wikimedia Commons licenses and attribution. Screenshots and fair use limits.
- NOTE 4207
12. Copyright and trademark
Quotes: short quotes from episodes in a quotes section; research IMDb quotes practice and fair-use factors; set length caps and prohibit full transcripts.
- NOTE 4208
12. Copyright and trademark
User uploads: license grant in terms, DMCA process, image fingerprinting.
- NOTE 4209
12. Copyright and trademark
Trademarks: nominative fair use of "Netflix," "Hulu," etc.; brand guidelines for logos (Netflix, Apple TV, Prime Video, Disney+, HBO Max partner logo pages (verify)); no implied endorsement; no logos in site branding.
- NOTE 4210
12. Copyright and trademark
Piracy links: absolute prohibition; automated domain blocklists; repeat-offender bans.
- NOTE 4211
13. Advertising, affiliate, and endorsement rules
FTC Endorsement Guides (revised 2023) and FTC rule banning fake reviews and testimonials (effective October 2024 (verify)): prohibits fake reviews, review suppression, and buying positive reviews.
- NOTE 4212
13. Advertising, affiliate, and endorsement rules
Affiliate disclosure placement ("clear and conspicuous," near the link), sponsored lists, platform marketing partnerships.
- NOTE 4213
13. Advertising, affiliate, and endorsement rules
UK CMA and ASA/CAP Code; Digital Markets, Competition and Consumers Act 2024 fake-review provisions (verify effective date). EU Unfair Commercial Practices Directive and Omnibus Directive review verification disclosures.
- NOTE 4214
13. Advertising, affiliate, and endorsement rules
Produce: disclosure copy variants and placement rules for pages, emails, and social posts.
- NOTE 4215
14. Accessibility and cookies
ADA Title III web litigation trends; DOJ April 2024 rule for state/local governments (context only) (verify); WCAG 2.2 AA as target.
- NOTE 4216
14. Accessibility and cookies
European Accessibility Act: applied from June 28, 2025 (verify) to certain e-commerce and audiovisual media services; microenterprise exemption (verify). Research whether a site with subscriptions and affiliate commerce is in scope.
- NOTE 4217
14. Accessibility and cookies
Cookie consent: ePrivacy Directive, CNIL guidance (reject button equal prominence), IAB TCF v2.2 and Google consent requirements for EEA/UK ad serving (verify), Consent Mode v2.
- NOTE 4218
15. AI-generated content disclosure
EU AI Act Article 50 transparency obligations for AI-generated text and deepfakes (applicable August 2026 (verify)).
- NOTE 4219
15. AI-generated content disclosure
Labeling AI-written summaries, AI-tagged moods, AI-generated recommendations, and AI moderation decisions (DSA statement of reasons must say if automated (verify)).
- NOTE 4220
16. Case studies (verify each)
IMDb message boards shutdown (February 2017) and the cited reasons.
- NOTE 4221
16. Case studies (verify each)
IMDb.com v. Becerra and the age-removal law.
- NOTE 4222
16. Case studies (verify each)
IMDb birth-name policy change (2019).
- NOTE 4223
16. Case studies (verify each)
TheTVDB relaunch and community reaction.
- NOTE 4224
16. Case studies (verify each)
Rotten Tomatoes audience-score changes after Captain Marvel review bombing (2019) and verified ratings rollout.
- NOTE 4225
16. Case studies (verify each)
VPPA class actions against entertainment and media sites (verify named cases).
- NOTE 4226
16. Case studies (verify each)
Ofcom's first Online Safety Act investigations (verify).
- NOTE 4227
17. Policy templates to produce (all "draft for counsel review")
Terms of Use; Privacy Notice (global, with CCPA and GDPR sections); Cookie Notice; Community Guidelines; Contribution Policy and Data Sourcing Rules; Spoiler Policy; People-Page and Removal Request Policy; Minors Policy; Copyright/DMCA Policy and Repeat Infringer Policy; Trademark and Logo Use Statement; Affiliate and Sponsorship Disclosure Policy; Review Integrity Policy; AI Use Disclosure; Accessibility Statement; Transparency Report template; Law Enforcement Request Policy; Moderator handbook; Appeals procedure.
- NOTE 4228
17. Policy templates to produce (all "draft for counsel review")
For each: purpose, required elements by jurisdiction, three public comparables, and questions for the lawyer.
- NOTE 4229
18. Timeline 2019 – 2026
Log: IMDb birth-name policy (2019); Rotten Tomatoes pre-release audience changes (2019); CCPA effective (2020) and CPRA (2023); UK Children's Code conformance (Sept 2021); DSA in force and applicable to all platforms (Feb 2024) (verify); Online Safety Act Royal Assent (Oct 2023) and duty phases (2025); FTC fake review rule (2024); European Accessibility Act application (June 2025); COPPA rule amendments (2025); state privacy law effective dates (2024–2026); EU AI Act transparency obligations (Aug 2026); TV Time shutdown (July 15, 2026) and its data-export handling (verify); major harassment incidents tied to TV releases.
- NOTE 4230
19. Deliverables for Part 09
Contribution model comparison database (at least 25 platforms).
- NOTE 4231
19. Deliverables for Part 09
Reputation system and field risk-class specification.
- NOTE 4232
19. Deliverables for Part 09
Edit queue schema and moderation SLA table.
- NOTE 4233
19. Deliverables for Part 09
Vandalism signals list (30+) and enforcement ladder.
- NOTE 4234
19. Deliverables for Part 09
People-page ethics policy with 20+ worked cases (ages, deadnames, minors, deceased, removal requests).
- NOTE 4235
19. Deliverables for Part 09
Harassment response playbook.
- NOTE 4236
19. Deliverables for Part 09
Jurisdiction compliance matrix (U.S. federal, 15+ U.S. states, EU, UK, Canada, Australia, India, Brazil LGPD, Japan APPI, South Korea PIPA) with in-force dates.
- NOTE 4237
19. Deliverables for Part 09
Law and regulation database (40+ records) and enforcement case database (20+).
- NOTE 4238
19. Deliverables for Part 09
Data inventory and retention template.
- NOTE 4239
19. Deliverables for Part 09
18 draft policy templates with lawyer-review questions.
- NOTE 4240
19. Deliverables for Part 09
Glossary of at least 80 legal, privacy, and trust-and-safety terms.
- NOTE 4241
19. Deliverables for Part 09
Annotated source list (at least 100 sources with access dates).
- NOTE 4242
Research standards
State the research date and each source's access date; many rules here changed in 2024–2026.
- NOTE 4243
Research standards
Cite primary legal texts and regulator guidance first; use law-firm summaries only as dated secondary sources.
- NOTE 4244
Research standards
Label each legal item as in force, passed but not effective, proposed, enjoined, or under appeal.
- NOTE 4245
Research standards
Separate company policy statements (claimed) from observed practice (verified by testing or reporting).
- NOTE 4246
Research standards
Never present findings as legal advice; mark every compliance conclusion "lawyer should review."
- NOTE 4247
Research standards
Protect privacy in the research itself: do not collect or reproduce personal information about private individuals or minors in case studies.
- NOTE 4248
Research standards
Note jurisdictional uncertainty for a small non-EU, non-UK site serving global users.