# Victoria Emprende (@victoria.emprende) on tiktok

- id: koinon:creator:tiktok_victoria.emprende
- url: https://koinonlink.com/kol/tiktok/victoria.emprende
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: victoria.emprende
- platform_url: https://www.tiktok.com/@victoria.emprende
- website: https://beacons.ai/victoria.emprende
- country: Mexico
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 588366
- following: 255
- posts_total: 815
- posts_observed: 7
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.09979
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 30447
- best_post_interactions: 195146
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.3
- category_source: derived_from_discovery_path
- topics: Análisis de negocios y casos reales, Historias de marcas deportivas y tendencias, Expansión y operaciones de negocios, Tendencias de consumo y eventos actuales
- bio: 🗣️ Desarrollo y analizo negocios para que aprendas en cabeza ajena 🧠
🦷💜@Sonrisa Perfecta NV 
MBA @IPADE
Lic en Creación y Desarrollo de Empresas

## Audience (inferred)
- status: present
- description: Entrepreneurs and individuals interested in business analysis in Spanish (primarily Mexico/LatAm), but the content is too scattered and generic to clearly define a niche
- roles: none
- seniority: learner
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- flagged_for_review: false
- koinon_bd_grade: A — 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_victoria.emprende#39220e9c] ¿Qué irónico, no? Uno de los gastos más fuertes del maratón es la transmisión, pero la mayoría de nosotros no teníamos ni idea de que se transmite 🤷🤷‍♀️  #AnalisisDeNegocios #VictoriaEmprende (https://www.tiktok.com/@victoria.emprende)
- [tiktok_victoria.emprende#519be100] original sound - victoria.emprende
- [tiktok_victoria.emprende#e9b2abaa] It is a becoming a big trend on TikTok now! Click here: analisisdenegocios
- [tiktok_victoria.emprende#998211cd] Check out Victoria Emprende’s video! #TikTok >
- [tiktok_victoria.emprende#bf8341be] Shout out a @librerialajuventud que quiso compartir el inicio de este proceso que bautizamos: ✨pimpeando las finanzas del negocio ✨ ¿Qué más les gustaría ver en esta serie? 👀
- [tiktok_victoria.emprende#6b7e645e] Search:
- [tiktok_victoria.emprende#1c99166d] little poison
- [tiktok_victoria.emprende#1d56647a] Imagínate ser Fred Lebow y que hayas logrado que el Maratón de NY sucediera por primera vez 🙊🥹 Siempre termino inspirada después de conocer estas historias de negocios, pero cuéntame tú qué piensas al respecto? Te leo 👀 #HistoriasdeNe

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=56, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 56
- audience_updated_days_ago: 56

## AI retrieval
- indexing_requests: 12
- user_triggered_requests: 1
- last_user_triggered_day: 2026-10-20
- 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_victoria.emprende
- Request removal: https://koinonlink.com/claim?k=tiktok_victoria.emprende
- Terms: https://koinonlink.com/for-ai