# HÙNG HAM HỌC (@huy_hung_shop) on tiktok

- id: koinon:creator:tiktok_huy_hung_shop
- url: https://koinonlink.com/kol/tiktok/huy_hung_shop
- schema_version: 1.4

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

## Reach
- followers: 193167
- following: 1107
- posts_observed: 15
- verified: false
- size_tier: kol

## 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: ecommerce
- subcategory: ecom_tools
- category_confidence: 0.93
- category_source: derived_from_recent_content
- topics: Hướng dẫn làm video AI bán hàng (Veo3, Gemini, Meta AI), Xây kênh TikTok Shop cho người mới và bán nông sản, Sửa lỗi hạn chế TikTok và cách live an toàn, Bán hàng đơn ngoài và tránh vi phạm quy định, Sử dụng AI miễn phí để giảm chi phí sản xuất nội dung

## Audience (inferred)
- status: present
- description: Vietnamese women and rural/small-scale sellers learning to use free AI tools for making TikTok videos to sell agricultural products and run online shops
- roles: ecom_ops
- seniority: practitioner
- pain_points: Tạo video bán hàng chất lượng với chi phí gần như zero, Xử lý hạn chế tài khoản TikTok và lỗi live bị quét nhầm, Xây kênh bán hàng từ dưới 1000 follower cho người mới, Viết prompt AI và ghép giọng nói để bán sản phẩm hiệu quả
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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.

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=51, 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=68, 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=51, 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=51, method=platform_profile

## Freshness
- profile_checked_days_ago: 51
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 9
- 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_huy_hung_shop
- Request removal: https://koinonlink.com/claim?k=tiktok_huy_hung_shop
- Terms: https://koinonlink.com/for-ai