# Bruce Barbosa (@BruceBarbosa88) on x

- id: koinon:creator:x_brucebarbosa88
- url: https://koinonlink.com/kol/x/BruceBarbosa88
- schema_version: 1.4

## Identity
- platform: x
- handle: BruceBarbosa88
- platform_url: https://twitter.com/BruceBarbosa88
- website: http://atlasvalorum.com.br/antiruido-twitter
- country: Brazil
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 100127
- following: 524
- posts_total: 32721
- posts_observed: 2
- posts_per_day: 7.121
- account_age_days: 4595
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00087
- best_post_interactions: 87
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 0.8
- category_source: derived_from_recent_content
- topics: Online gambling market trends in Brazil, Behavioral economics in financial decision-making, Comparison between gambling and investing in emerging market, Data analysis of financial behavior in Latin America, Revenue metrics of online betting platforms
- bio: Engenheiro USP, Wealth BNP Paribas, MBA NYU, Trader Opções HSBC, Fundador da Nord, Fundador da Atlas Valorum... Cético, mas ainda otimista...

## Audience (inferred)
- status: present
- description: Brazilian investors and finance professionals interested in gambling vs. investing trends, particularly those analyzing behavioral economics in financial markets
- roles: data
- seniority: practitioner
- pain_points: Struggling to quantify the impact of gambling behavior on long-term investment adoption in Brazil, Finding reliable data on the scale and growth of online betting markets in emerging economies, Difficulty in communicating the risk of speculative behavior to clients or stakeholders who prioritize short-term gains
- posts_analysed: 8
- confidence: 0.4

## 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: 84
- authenticity_basis: engagement_observed
- credibility_score: 99
- flagged_for_review: false
- koinon_bd_grade: B — 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
- [x_brucebarbosa88#cf807649] 28,6 milhões de brasileiros apostam online. (https://twitter.com/BruceBarbosa88/status/2063636852150595688)
- [x_brucebarbosa88#388fd32d] 5 milhões têm uma ação.
- [x_brucebarbosa88#7ae5fd22] 5,7 vezes mais brasileiros apostando do que investindo.
- [x_brucebarbosa88#e258de85] O Brasil escolheu a sorte ao invés do futuro.
- [x_brucebarbosa88#58b63e27] ---
- [x_brucebarbosa88#22f346b8] Gasto médio: R$ 164 por mês com bets.
- [x_brucebarbosa88#e1e5934b] Mercado movimentou R$ 37 bilhões em receita bruta em 2025.
- [x_brucebarbosa88#83107387] Só o que ficou com as casas. Descontando prêmios pagos.

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=79, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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=x_brucebarbosa88
- Request removal: https://koinonlink.com/claim?k=x_brucebarbosa88
- Terms: https://koinonlink.com/for-ai