# Duda Caliano (@dudacaliano) on tiktok

- id: koinon:creator:tiktok_dudacaliano
- url: https://koinonlink.com/kol/tiktok/dudacaliano
- schema_version: 1.4

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

## Reach
- followers: 58441
- following: 700
- 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: software
- category_confidence: 0.8
- category_source: derived_from_discovery_path
- topics: trainee选拔流程与准备技巧, 营销trainee日常vlog与职场生活, 简历、pitch和案例分享, CLT职场穿搭与办公室文化, 职业发展建议与心态分享

## Audience (inferred)
- status: present
- description: Brazilian students and recent graduates, especially those preparing to apply for marketing/business trainee programs
- roles: none
- seniority: learner
- pain_points: Unsure how to prepare for competitive trainee selection processes and pitching, Resumes lack diverse projects and adaptable experiences, Unclear about actual salaries, benefits, and daily responsibilities of trainee programs, Lack business mindset—know only communication, not how to align with business goals
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 54
- authenticity_basis: profile_shape_only
- credibility_score: 54
- 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_dudacaliano#f8449490] achei o vídeo do meu primeiro pitch em dinâmica em grupo do processo Trainee Nestlé 2025! #trainee #processoseletivo #traineenestle #pitch #dicastrainee (https://www.tiktok.com/@dudacaliano)
- [tiktok_dudacaliano#f523ddc1] original sound - dudacaliano
- [tiktok_dudacaliano#2edc2503] It is a becoming a big trend on TikTok now! Click here: trainee
- [tiktok_dudacaliano#da368eb4] Check out Duda Caliano’s video! #TikTok >
- [tiktok_dudacaliano#72f117f9] Respondendo a @ChimDream o que mais chamou atenção foi minha diversidade de areas e projetos no curriculo! antes mesmo do trainee eu ja tinha o perfil adpatavel e 360°. Tem alguma curiosidade? Deixa nos comentários!
- [tiktok_dudacaliano#5c914094] um dia comigo sendo #trainee de marketing e conhecendo a @Luísa Sonza 😆 #Vlog #umdiacomigo #marketing
- [tiktok_dudacaliano#42691f7c] Refreshing and light indie pop(1552207)
- [tiktok_dudacaliano#bdbcd2ba] #look #lookclt #lookcorp #divascorporativas

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=88, 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=72, 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=88, 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=88, method=platform_profile

## Freshness
- profile_checked_days_ago: 88
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

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