# work_From _home (@pablogil.trader) on tiktok

- id: koinon:creator:tiktok_pablogil.trader
- url: https://koinonlink.com/kol/tiktok/pablogil.trader
- schema_version: 1.2

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

## Reach
- followers: 3205
- following: 227
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: entertainment
- subcategory: edu_science
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI transforming work and productivity, Future of automation and autonomous tech, Economic bubbles and global shifts, AGI predictions and AI limitations, Adapting to AI without losing human value
- bio: Experto en Economía📉
Nos vemos en mi Evento presencial "Invertir en el mañana" en Madrid, el 17 de Octubre.
Consíguela aquí👇

## Audience (inferred)
- status: present
- description: Spanish-speaking professionals and young adults in Spain/Latam interested in AI's impact on jobs, economy and future tech
- roles: general_ai
- seniority: learner
- pain_points: Fear of AI replacing human jobs and reducing hiring, Uncertainty about economic bubbles and sudden tech disruptions, Struggle to maintain critical thinking while using AI tools, Worry about falling behind in AI skills and global competitiveness
- posts_analysed: 30
- confidence: 0.75

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

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_pablogil.trader#105d14a9] El próximo 17 de octubre estaré en Madrid con mi evento "Invertir en el mañana" Analizaremos algunos de los cambios más importantes del contexto económico actual y cómo interpretarlos para tomar decisiones de inversión con más claridad. Reserva tu entrada en el enlace de mi BIO.  (https://www.tiktok.com/@pablogil.trader)
- [tiktok_pablogil.trader#94d12dc0] Wings of Victory
- [tiktok_pablogil.trader#dedd26d0] It is a becoming a big trend on TikTok now! Click here: eventomadrid
- [tiktok_pablogil.trader#10d4790a] Check out work_From _home’s video! #TikTok >
- [tiktok_pablogil.trader#8afe1ff5] ¿Quieres tomar mejores decisiones para tu futuro financiero?
- [tiktok_pablogil.trader#5dfe69b5] ¿Y si te dijera que la lA se parece más al descubrimiento del fuego que a la revolución industrial? La inteligencia artificial viene a redefinir el valor que aportamos los humanos a la sociedad. Y no es tan sencillo como parece, porque nunca habíamos vivido una situ

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=0, 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=0, 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=0, 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=0, method=platform_profile

## Freshness
- profile_checked_days_ago: 0
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_pablogil.trader
- Request removal: https://koinonlink.com/claim?k=tiktok_pablogil.trader
- Terms: https://koinonlink.com/for-ai