# 28 KNAW (@by28knaw) on tiktok

- id: koinon:creator:tiktok_by28knaw
- url: https://koinonlink.com/kol/tiktok/by28knaw
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: by28knaw
- platform_url: https://www.tiktok.com/@by28knaw
- website: https://lynk.id/28knaw
- country: Indonesia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 22978
- following: 37
- posts_observed: 1
- 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: ecommerce
- subcategory: marketplace
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 市场平台规则与税务更新, 定价与利润计算框架, 广告规模化与数据分析, 店铺SEO与产品优化, 卖家实操案例与社区分享
- bio: #TeamKNAW 
Your Strategic Partner that Build Brands & Teaches You How.
Blueprint, Playbook, Live Session.
👇🏼

## Audience (inferred)
- status: present
- description: Small and mid-sized sellers and frontline operators on Indonesian marketplaces like Tokopedia (Tokren)
- roles: ecom_ops
- seniority: practitioner
- pain_points: Ongoing profit erosion due to platform fees, taxes, and shifting rules, Ad spending without data-driven insights leads to wasted budgets and losses, Poor store optimization (e.g., banners, descriptions, keywords) hurts conversion rates, Frequent policy changes and scam risks increase compliance and fraud prevention pressure
- posts_analysed: 100
- confidence: 0.9

## 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: 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_by28knaw#b12124f7] Nyatanya produk laris manis belum tentu profitnya tebel Contohnya kaya gini yang selalu seller hadepin 🫠 Buat kamu yang relate, komen ‘PRICE’ mimin bantu develop pricing strategy di tokomu🍊 #ecommerceenabler #marketplace #businessowner (https://www.tiktok.com/@by28knaw)
- [tiktok_by28knaw#2cb01432] original sound - by28knaw
- [tiktok_by28knaw#1505f23d] arisque sem medo
- [tiktok_by28knaw#993a571a] It is a becoming a big trend on TikTok now! Click here: ecommerceenabler
- [tiktok_by28knaw#a56df959] Check out 28 KNAW’s video! #TikTok >
- [tiktok_by28knaw#0e22d7af] JANGAN JUAL TOKO KAMU DULU‼️ pastiin keputusan kamu udah dipikirin mateng-mateng.. buat mulai toko dari 0 beberapa taun lagi bakal lebih susah kompetisinya🫣.. Comment "TOKO" aja kalo kamu butuh team yang bisa bantu optimasi toko kamu! 🍊 #onlineseller #tokooren #ecommerceenabler
- [tiktok_by28knaw#7c393e9a] original sound - sanguedelmiosangue
- [tiktok_by28knaw#bb743820] Suspense, horror, piano and music box

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, 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=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=68, 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=68, 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=68, method=platform_profile

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

## AI retrieval
- indexing_requests: 13
- 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_by28knaw
- Request removal: https://koinonlink.com/claim?k=tiktok_by28knaw
- Terms: https://koinonlink.com/for-ai