# Tanvi (@tanviy4) on tiktok

- id: koinon:creator:tiktok_tanviy4
- url: https://koinonlink.com/kol/tiktok/tanviy4
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: tanviy4
- platform_url: https://www.tiktok.com/@tanviy4
- website: https://linktr.ee/Tanviy4
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 65733
- following: 1104
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: lifestyle
- subcategory: fitness
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: Anki and study tools for med school, women in medicine experiences, med school life and rotations, podcast recommendations, scrub fashion and fit checks, desi/Indian cultural elements in medicine
- bio: 🦒 
MS4 🩺
Midwest/NorCal
[contact removed]

## Audience (inferred)
- status: present
- description: medical students (especially MS3-MS4 and premeds), mostly women interested in study tools, med school life, and women in medicine
- roles: none
- seniority: learner
- pain_points: finding efficient study tools and Anki strategies for Step exams, navigating med school resources and school-specific challenges, balancing personal/cultural identity with medical training, getting practical advice on rotations and daily med student life
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 55
- authenticity_basis: profile_shape_only
- credibility_score: 55
- 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
- [tiktok_tanviy4#5233b3cf] do i sleep enough? not really but building something that brings people in medicine together across the country… worth it @scrubbed_in  #scrubbedin #medstudentlife #womeninmedicine #medschool (https://www.tiktok.com/@tanviy4)
- [tiktok_tanviy4#ced15dcd] original sound - audiosfourthesoul
- [tiktok_tanviy4#31708d13] It is a becoming a big trend on TikTok now! Click here: scrubbedin
- [tiktok_tanviy4#8a30d957] Check out Tanvi’s video! #TikTok >
- [tiktok_tanviy4#73e5ede6] papa❤️ #desiparents #desigirl
- [tiktok_tanviy4#4d1718db] Kalank (Duet)
- [tiktok_tanviy4#f600e7f6] this one is for younger me, she always knew #medschool #medicalstudent
- [tiktok_tanviy4#afe7a50a] original sound - chispamotivation

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=59, 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=0.25, freshness_days=59, 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=59, 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=59, method=platform_profile

## Freshness
- profile_checked_days_ago: 59
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

## AI retrieval
- indexing_requests: 9
- 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=tiktok_tanviy4
- Request removal: https://koinonlink.com/claim?k=tiktok_tanviy4
- Terms: https://koinonlink.com/for-ai