# deb’s rbf (@debsrbf) on tiktok

- id: koinon:creator:tiktok_debsrbf
- url: https://koinonlink.com/kol/tiktok/debsrbf
- schema_version: 1.4

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

## Reach
- followers: 4982
- following: 62
- posts_total: 257
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: lifestyle
- subcategory: beauty
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: K-beauty and Medicube skincare routines, Livestream selling and TikTok Shop promotions, Doctor husband and couple vlogs, Pet care and dog routines, Shopping hauls and luxury items, Daily lifestyle and travel vlogs
- bio: ✨Live Seller & Tech Startup girlie 👩🏻‍💻
☀️8am streams

Join my tele chat for livestream updates @glowwithdebs 🍵

## Audience (inferred)
- status: present
- description: Young women who follow K-beauty, skincare routines, livestream shopping, and lifestyle vlogs of a doctor’s wife with pets
- roles: consumer
- seniority: consumer
- pain_points: Finding effective and affordable K-beauty products that deliver visible results, Keeping up with new skincare launches and routines without wasting money, Balancing busy personal life with work, pets, and relationship content
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- 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
- [tiktok_debsrbf#69995219] #couple #couplestiktok #couplegoal #Vlog #doctor #doctorsoftiktok #dayinmylife #dayinthelife #creatorsearchinsights (https://www.tiktok.com/@debsrbf)
- [tiktok_debsrbf#d4b08019] Daylight by Taylor Swift sped up
- [tiktok_debsrbf#a33b3ab4] It is a becoming a big trend on TikTok now! Click here: couple
- [tiktok_debsrbf#455015dd] Check out deb’s rbf’s video! #TikTok >
- [tiktok_debsrbf#7283fb1c] Day in the life of a doctor & consultant couple 🩺👩🏻‍💻
- [tiktok_debsrbf#6b7e645e] Search:
- [tiktok_debsrbf#390b8762] dating a surgeon
- [tiktok_debsrbf#a02f6c55] Who said dogs can’t smile 🥹 baby melon looks so happy 🥰 #wedding #weddingtiktok #weddingsingapore #puppylove #bichonfrise #puppiesoftiktok #furbaby

## 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=58, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=58, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=58, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=58, 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=58, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=58, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 58
- audience_updated_days_ago: 58

## AI retrieval
- indexing_requests: 11
- 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_debsrbf
- Request removal: https://koinonlink.com/claim?k=tiktok_debsrbf
- Terms: https://koinonlink.com/for-ai