# TheToolManiac (@sabina.islam7965) on tiktok

- id: koinon:creator:tiktok_sabina.islam7965
- url: https://koinonlink.com/kol/tiktok/sabina.islam7965
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: sabina.islam7965
- platform_url: https://www.tiktok.com/@sabina.islam7965
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 41143
- following: 19
- posts_observed: 6
- 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: lifestyle
- subcategory: home_living
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 55-in-1魔方螺丝刀套装, 紧凑便携工具盒解决日常维修, TikTok Shop工具促销和deal, 家居DIY和家具组装, 精密螺丝刀用于电子设备和小空间维修

## Audience (inferred)
- status: present
- description: General consumers, especially DIY home repair enthusiasts or occasional fix-it hobbyists
- roles: consumer
- seniority: consumer
- pain_points: Struggling to reach small screws or work in tight spaces with standard tools, Tools scattered around the house—can't find the right screwdriver among many, Frequent frustration with stripped screws or awkward angles during furniture assembly or electronics repair, Want practical tools without overspending or buying unused ones they’ll never use
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 52
- authenticity_basis: profile_shape_only
- credibility_score: 52
- 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_sabina.islam7965#855ca5f7] Name a better pocket tool… I’ll wait. #screwdriver #hometools #toolbox #fallfreshness #diyproject (https://www.tiktok.com/@sabina.islam7965)
- [tiktok_sabina.islam7965#ea6b51ca] original sound - sabina.islam7965
- [tiktok_sabina.islam7965#7b232aee] It is a becoming a big trend on TikTok now! Click here: screwdriver
- [tiktok_sabina.islam7965#263f9cb0] Check out TheToolManiac’s video! #TikTok >
- [tiktok_sabina.islam7965#6b7e645e] Search:
- [tiktok_sabina.islam7965#78a85894] multifunctional tools
- [tiktok_sabina.islam7965#36969605] This screwdriver set only $16#shopvideocarnival #screwdriver #diyproject #tiktokshop #fyp #screwdriverkit #screwdriverset
- [tiktok_sabina.islam7965#b58808c9] Replying to @The Nutcracker select this ☺️ #shopvideocarnival #tiktokshopjumpstartsale #ttslevelup #screwdriver #handyman #tool #cooltools

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=72, 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=61, 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=72, 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=72, method=platform_profile

## Freshness
- profile_checked_days_ago: 72
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## 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_sabina.islam7965
- Request removal: https://koinonlink.com/claim?k=tiktok_sabina.islam7965
- Terms: https://koinonlink.com/for-ai