# Formula Bullish (@formulabullish) on tiktok

- id: koinon:creator:tiktok_formulabullish
- url: https://koinonlink.com/kol/tiktok/formulabullish
- schema_version: 1.4

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

## Reach
- followers: 14251
- following: 1056
- posts_observed: 2
- 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: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: XRP/Ripple price action and infrastructure updates, Self-taught technical analysis and trade structuring, Crypto exchange reviews and promotions (Bitunix), Macro financial system changes and stablecoins, Avoiding retail traps like following billionaires or signals

## Audience (inferred)
- status: present
- description: Retail crypto traders and investors, mainly Spanish-speaking retail participants focused on XRP/Ripple and learning self-directed trading
- roles: consumer
- seniority: learner
- pain_points: Losing money by blindly following paid signals and hype, Not knowing how to read market structure, liquidity, or on-chain data themselves, Watching prices stagnate or crash while institutions move behind the scenes, Dealing with exchanges that force users to adapt instead of fitting their workflow
- posts_analysed: 40
- confidence: 0.75

## 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: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- 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_formulabullish#57fca6d1] 🚀 Hoy estuvimos en las oficinas de TikTok explorando nuevas formas de conectar la educación financiera con audiencias digitales. Las redes sociales son la nueva autopista para democratizar el conocimiento y llevarlo a más personas. 🌍💸 www.formulabullish.com/academia #FórmulaBu (https://www.tiktok.com/@formulabullish)
- [tiktok_formulabullish#ada6fd3b] Tonight
- [tiktok_formulabullish#57e401b5] It is a becoming a big trend on TikTok now! Click here: fórmulabullish
- [tiktok_formulabullish#ea30f9aa] Check out Formula Bullish’s video! #TikTok >
- [tiktok_formulabullish#9637fd03] Visita a Tik Tok México
- [tiktok_formulabullish#174f6dda] 📉 ¿Cansado de perder dinero siguiendo “señales” que solo te hacen repetir errores? Es hora de aprender a analizar el mercado por ti mismo. 🔥 Curso en Vivo de Análisis Técnico y Trading 🗓 Inicia: 8 de septiembre 🎥 Todo queda grabado ⚡️ Este entrenamiento es en vivo, práctico y

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=70, 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=70, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=83, 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=70, 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=83, 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=83, method=platform_profile

## Freshness
- profile_checked_days_ago: 83
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

## 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_formulabullish
- Request removal: https://koinonlink.com/claim?k=tiktok_formulabullish
- Terms: https://koinonlink.com/for-ai