# Lab Productivity (@labproductivity) on tiktok

- id: koinon:creator:tiktok_labproductivity
- url: https://koinonlink.com/kol/tiktok/labproductivity
- schema_version: 1.4

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

## Reach
- followers: 31087
- following: 217
- posts_total: 371
- posts_observed: 4
- 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: software
- subcategory: app
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Review TWS earbuds dengan fitur layar sentuh, Speaker Bluetooth magnetic portable, Holder HP mobil dan motor, Smartwatch murah dengan fitur telepon, Trimmer dan shaver 2in1, Aksesoris meja kerja seperti charger dan lampu

## Audience (inferred)
- status: present
- description: Indonesian consumers looking for affordable everyday tech gadgets and accessories
- roles: consumer
- seniority: consumer
- pain_points: Sulit membedakan kualitas earbuds/speaker murah sebelum beli, Mencari aksesoris HP/mobil yang praktis dan tidak mahal, Ingin gadget yang multifungsi tapi tetap awet dan sesuai budget, Bingung pilih smartwatch atau trimmer yang baterainya tahan lama
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.7
- 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.

## Evidence
- [tiktok_labproductivity#1dce347d] KIIP DTS16 TWS – Smart Touchscreen Earbuds #kiipdts16 #twsliar #twsledscreen #earphonebluetooth #twsantinoise (https://www.tiktok.com/@labproductivity)
- [tiktok_labproductivity#9225529a] original sound - labproductivity
- [tiktok_labproductivity#ec742501] It is a becoming a big trend on TikTok now! Click here: kiipdts16
- [tiktok_labproductivity#b08f0f98] Check out Lab Productivity’s video! #TikTok >
- [tiktok_labproductivity#6b7e645e] Search:
- [tiktok_labproductivity#70b58380] TWS Bluetooth Earbuds
- [tiktok_labproductivity#57c42e1c] Holder hp mobil putar 360 derajat #holderhpmobil #holdermobil #holderkokoh
- [tiktok_labproductivity#8f294b00] Storytelling

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=62, 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=62, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=94, 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=62, 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=94, 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=94, method=platform_profile

## Freshness
- profile_checked_days_ago: 94
- content_analysed_days_ago: 62
- audience_updated_days_ago: 62

## AI retrieval
- indexing_requests: 7
- 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_labproductivity
- Request removal: https://koinonlink.com/claim?k=tiktok_labproductivity
- Terms: https://koinonlink.com/for-ai