# Nofa (@nofaweeduri) on threads

- id: koinon:creator:threads_nofaweeduri
- url: https://koinonlink.com/kol/threads/nofaweeduri
- schema_version: 1.4

## Identity
- platform: threads
- handle: nofaweeduri
- platform_url: https://www.threads.net/@nofaweeduri
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 594
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.3266
- best_post_interactions: 194
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: lifestyle
- subcategory: beauty
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Skincare formulation chemistry, Regulatory compliance (KKM) for topical products, DIY skincare product development, High-performance sunscreen and serum formulations, Independent cosmetic brand building
- bio: Chemist | Nak buat produk skincare berkualiti tinggi ? DM

## Audience (inferred)
- status: present
- description: Skincare brand founders and indie formulators in Southeast Asia, especially those building high-quality cosmetic products from scratch
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to formulate effective and safe skincare products without proper chemistry knowledge, Facing challenges in getting regulatory approval (e.g., KKM) for topical formulations, Having difficulty finding reliable suppliers or production partners for custom formulations
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 31
- authenticity_basis: engagement_observed
- credibility_score: 31
- 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
- [threads_nofaweeduri#fffd648c] Hi ! Saya Nofa, umur 31. Seorang chemist dan juga owner kilang kosmetik. Alhamdulillah, atas izin Allah, kilang ni dibina dan mesin semua dibeli tanpa bantuan sebarang geran. Kenapa gigih buat kilang kosmetik sendiri? Sebab nak buktikan yang local brand pun boleh buat formulation (https://www.threads.com/@nofaweeduri/post/DFXLvEPJ4sL)
- [threads_nofaweeduri#5f4ae366] Actually bukan eczema je, jerawat breakouts pun sama. U tak berak hari hari pun boleh lead to breakouts
- [threads_nofaweeduri#d3b7f07e] Ada founder nak buat GHK-Cu Serum ? Topical application memang diapproved by KKM.
- [threads_nofaweeduri#53524b03] Zillennial here 🤣
- [threads_nofaweeduri#4377352e] Ya Allah this sunscreen deserve the hype ! Their formulation sangat genius. Sejuk, tak berminyak but at the same bagi effect glowing ! Tone up effect dia sangat natural. I suka sangat sangat. I selalu pakai dalam rumah, time briswalk, pergi pasar macam tu. I tak

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=122, 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=77, 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=122, 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=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 77
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 6
- 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=threads_nofaweeduri
- Request removal: https://koinonlink.com/claim?k=threads_nofaweeduri
- Terms: https://koinonlink.com/for-ai