# Ginny Fahs (@ginnyfahs) on x

- id: koinon:creator:x_ginnyfahs
- url: https://koinonlink.com/kol/x/ginnyfahs
- schema_version: 1.4

## Identity
- platform: x
- handle: ginnyfahs
- platform_url: https://twitter.com/ginnyfahs
- website: http://ginnyfahs.com/
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1286
- following: 870
- posts_total: 1707
- posts_observed: 5
- posts_per_day: 0.257
- account_age_days: 6645
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00156
- best_post_interactions: 2
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: security
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Data privacy, Surveillance economy, Tech policy, Corporate data sharing, Privacy advocacy, Digital rights
- bio: Upending the surveillance economy @ConsumerReports 👀 Previously Tech Fellow @AspenInstitute, Co-Founder @MovingForwardVC, @Uber & @Harvard.

## Audience (inferred)
- status: present
- description: Privacy advocates, tech policy researchers, and digital rights professionals interested in surveillance economy and data privacy
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to track and understand the scale of corporate data sharing practices, Finding it hard to influence policy change due to lack of accessible, real-world data, Difficulty in identifying trustworthy sources and experts in privacy tech and policy
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 44
- authenticity_basis: engagement_observed
- credibility_score: 44
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_ginnyfahs#f7f4bdd3] Ever in awe of my high school bestie @irenetrampoline who's already crushing it as a professor (https://twitter.com/ginnyfahs/status/2069785777962184841)
- [x_ginnyfahs#28c3525b] I just discovered that an op-ed I wrote in my @MovingForwardVC days made an appearance in @AnitaHill's book. Hill is one of my heroes. My article is from 2019, her book from 2021. It's taken me years to find the reference. We never know who our work may be shaping. https://t.co/U
- [x_ginnyfahs#3d653936] This summer @dmarti & Fengyang Lin joined my team at @ConsumerReports Innovation Lab and designed a study to glimpse the scale of companies' data sharing with Facebook. Working with over 700 consumers, we sourced & analyzed volunteers' Facebook data. Here's what we found�
- [x_ginnyfahs#89768915] Spotted: @permissionslip_ in today's Delete Act op-ed by @Moonalice 👀
- [x_ginnyfahs#20caec6c] The @ConsumerReports Innovation Lab is looking for a social media expert & an industry relations expert to support the new @permissionslip_ privacy

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=80, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=117, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_ginnyfahs
- Request removal: https://koinonlink.com/claim?k=x_ginnyfahs
- Terms: https://koinonlink.com/for-ai