# Pilar Cabrera (@pilicabfinanzas) on tiktok

- id: koinon:creator:tiktok_pilicabfinanzas
- url: https://koinonlink.com/kol/tiktok/pilicabfinanzas
- schema_version: 1.4

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

## Reach
- followers: 26641
- following: 12
- posts_observed: 3
- 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: finance
- subcategory: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Educación Financiera, Inversiones en Bolsa de Valores, ETFs y portafolios diversificados, Análisis de mercado (NVDA, resultados trimestrales), Estrategias para evitar errores emocionales

## Audience (inferred)
- status: present
- description: Spanish-speaking retail investors and beginners seeking financial education and stock market strategies
- roles: consumer
- seniority: learner
- pain_points: Falling for FOMO and panicking during market drops, Not knowing how to start investing in US stocks or choose brokers, Lack of clear steps to build a diversified ETF portfolio, Difficulty understanding how macro news (inflation, Fed comments) affects personal investments
- posts_analysed: 19
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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_pilicabfinanzas#97f2a2b2] "El dinero no se multiplica por suerte, se multiplica por estrategia. Si quieres cambiar tus finanzas, el primer paso es educarte. 📈👇" #EducacionFinanciera #AprendeAInvertir #FinanzasPersonales #FinanzasInteligentes #DineroEInversion (https://www.tiktok.com/@pilicabfinanzas)
- [tiktok_pilicabfinanzas#171ef887] Valzer d Inverno
- [tiktok_pilicabfinanzas#9302c4f9] Valzer d'Inverno
- [tiktok_pilicabfinanzas#028748e6] It is a becoming a big trend on TikTok now! Click here: educacionfinanciera
- [tiktok_pilicabfinanzas#db91d120] Check out Pilar Cabrera’s video! #TikTok >
- [tiktok_pilicabfinanzas#1b1b12fd] Todo en rojo hoy: NVDA 🔻 Oro 🔻 BTC 🔻 El culpable tiene nombre y apellido: las declaraciones de Kevin Warsh sobre la inflación encendieron las alarmas en Wall Street. ¿Tú qué estás haciendo con tus posiciones? 💬 #NVDA #Criptos #oro #inversionesinteligentes💯 #BolsaDeValores
- [tiktok_pilicabfinanzas#0f374366] original sound - pilicabfinanzas
- [tiktok_pilicabfinanzas#1fdb9961] Comunidad De Skool A1 con miembros A1 🔝🔝💯💯…!!! #EducacionFinanciera #inversionesin

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, 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=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=55, 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=54, 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=55, 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=55, method=platform_profile

## Freshness
- profile_checked_days_ago: 55
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

## AI retrieval
- indexing_requests: 10
- 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_pilicabfinanzas
- Request removal: https://koinonlink.com/claim?k=tiktok_pilicabfinanzas
- Terms: https://koinonlink.com/for-ai