# Smart Data (@smart_data) on tiktok

- id: koinon:creator:tiktok_smart_data
- url: https://koinonlink.com/kol/tiktok/smart_data
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: smart_data
- platform_url: https://www.tiktok.com/@smart_data
- website: https://beacons.ai/smartdata
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 24675
- following: 300
- 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
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Data Engineering, SQL, Python y Power BI, Uso práctico de IA (Claude, ChatGPT, Gemini) para codear, Humor tech, bugs y vida de programador, Cursos y bootcamps de Data/Cloud/IA, Tendencias de IA, Big Tech y mercado laboral tech

## Audience (inferred)
- status: present
- description: University students and beginners in Peru/Latam looking to break into the fields of data, cloud, AI, and analytics
- roles: data, general_ai
- seniority: learner
- pain_points: Difficulty debugging code and grasping SQL, Python, or data pipelines, Token limits and improper use of AI tools like Claude when coding, Fear that AI will replace junior roles or make entering the job market more difficult, Transitioning from Excel to professional tools for visualization and automation
- posts_analysed: 82
- confidence: 0.9

## 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: 49
- authenticity_basis: profile_shape_only
- credibility_score: 49
- 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
- [tiktok_smart_data#de3d07ff] 🚨 Cuando ChatGPT, Claude, Grok y Gemini dejan de responder, se nota cuánto dependemos de la IA en el día a día. La caída de varias de estas plataformas no solo generó problemas para miles de usuarios, también volvió a poner sobre la mesa un tema clave para personas y empresas: ¿ (https://www.tiktok.com/@smart_data)
- [tiktok_smart_data#18e9d373] original sound - smart_data
- [tiktok_smart_data#da01499f] It is a becoming a big trend on TikTok now! Click h

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=34, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=34, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=34, 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=33, 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=33, 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=33, method=platform_profile

## Freshness
- profile_checked_days_ago: 33
- content_analysed_days_ago: 0
- audience_updated_days_ago: 34

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