# Aprende con / Carolina (@aprendeconcarolina) on tiktok

- id: koinon:creator:tiktok_aprendeconcarolina
- url: https://koinonlink.com/kol/tiktok/aprendeconcarolina
- schema_version: 1.4

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

## Reach
- followers: 1287085
- following: 2114
- posts_observed: 1
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.02024
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 48
- best_post_interactions: 171
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: TikTok Shop summer sales, Perfume and fragrance promotions, Shapewear and beauty tools, Home/kitchen gadgets and deals
- bio: 📲 TikTok Shop + tutoriales reales
🔥 Aprende a vender con estrategias 
Click en el enlace de abajo 👇

## Audience (inferred)
- status: present
- description: TikTok Shop bargain hunters, mainly Spanish-speaking women seeking deals on beauty, fragrances, shapewear and household items
- roles: consumer
- seniority: consumer
- pain_points: Finding affordable trending beauty and personal care products, Locating reliable summer sale deals on TikTok Shop, Discovering practical household and fashion items at discount prices
- posts_analysed: 89
- confidence: 0.9

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

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- 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_aprendeconcarolina#73e931e4] Respuesta a @Emely Mendoza 💛 #summersales #labiales #labialmate #notrasfiere #women (https://www.tiktok.com/@aprendeconcarolina)
- [tiktok_aprendeconcarolina#635a1bf0] original sound - aprendeconcarolina
- [tiktok_aprendeconcarolina#a20a14c9] It is a becoming a big trend on TikTok now! Click here: summersales
- [tiktok_aprendeconcarolina#153aa029] Check out Aprende con
- [tiktok_aprendeconcarolina#a9ce1db7] Carolina’s video! #TikTok >
- [tiktok_aprendeconcarolina#d4f4b4a5] 6 Pcs Natural Charm Matte Lip
- [tiktok_aprendeconcarolina#10e5431f] Respuesta a @Luna González Rodríguez #massager #cotsoco #tiktokshopsummersale #masageador #parahombresymujeres
- [tiktok_aprendeconcarolina#64d741f3] Respuesta a @𝕂𝕒𝕣𝕠𝕝 𝔾𝕒𝕝𝕝𝕒𝕣𝕕𝕠 #perfumesparamujer #summersales #mysscents #fraganciasfemeninas #women

## 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=80, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=80, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=80, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=95, 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=80, 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=95, 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=95, method=platform_profile

## Freshness
- profile_checked_days_ago: 95
- content_analysed_days_ago: 80
- audience_updated_days_ago: 80

## AI retrieval
- indexing_requests: 14
- 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_aprendeconcarolina
- Request removal: https://koinonlink.com/claim?k=tiktok_aprendeconcarolina
- Terms: https://koinonlink.com/for-ai