# podhauz (@dhauzanalytics) on youtube

- id: koinon:creator:youtube_dhauzanalytics
- url: https://koinonlink.com/kol/youtube/dhauzanalytics
- schema_version: 1.4

## Identity
- platform: youtube
- handle: dhauzanalytics
- platform_url: https://www.youtube.com/@dhauzanalytics
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7040
- 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: software
- subcategory: ai_tools
- category_confidence: 0.96
- category_source: derived_from_recent_content
- topics: Maturidade em IA e transformação digital, Aplicação de IA em saúde, marketing e logística, Agentes de IA e planejamento estratégico, Implementação de dados e analytics nas empresas, Carreira e habilidades em era de IA
- bio: Transformamos dados em decisões inteligentes. E agora, você pode conferir tudo que importa quando o assunto é inteligência ...

## Audience (inferred)
- status: present
- description: Data professionals, digital transformation managers, and Brazilian business executives focused on AI and analytics
- roles: data
- seniority: practitioner
- pain_points: Difficulty getting teams to adopt and embrace AI, Data and AI maturity takes longer than expected, Risks in training and developing data talent, How to structure data foundations and deliver quick value with AI
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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
- [youtube_dhauzanalytics#0115596e] E se pudesse voltar no tempo (https://www.youtube.com/@dhauzanalytics)
- [youtube_dhauzanalytics#1ef74e5b] A decisão mais difícil da dhauz
- [youtube_dhauzanalytics#9ecf9b88] Como fazer um time aceitar a IA
- [youtube_dhauzanalytics#3a9a0ef4] O recado do CEO da Quantum Rise
- [youtube_dhauzanalytics#43fc15b0] O desafio do primeiro passo na transformação com IA
- [youtube_dhauzanalytics#bc0e1fa2] Pesquisa dhauz sobre maturidade em IA
- [youtube_dhauzanalytics#0b6c3bc6] As empresas maduras não abrem mão de consultoria
- [youtube_dhauzanalytics#074de56e] 3 decisões que separam líderes de IA dos demais

## 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=73, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=73, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=73, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=73, 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=73, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=73, 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=73, 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=73, 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=73, method=platform_profile

## Freshness
- profile_checked_days_ago: 73
- content_analysed_days_ago: 73
- audience_updated_days_ago: 73

## AI retrieval
- indexing_requests: 7
- 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=youtube_dhauzanalytics
- Request removal: https://koinonlink.com/claim?k=youtube_dhauzanalytics
- Terms: https://koinonlink.com/for-ai