# Melissa @ Silhouette School (@silhouetteschool) on tiktok

- id: koinon:creator:tiktok_silhouetteschool
- url: https://koinonlink.com/kol/tiktok/silhouetteschool
- schema_version: 1.4

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

## Reach
- followers: 12085
- following: 1514
- posts_observed: 2
- 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: dtc_brand
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Silhouette Studio tutorials and version troubleshooting, DTF and UV DTF printing techniques for softer transfers and , Sublimation, HTV appliqué, and screen printing methods, Custom product tutorials (stickers, big head cutouts, engrav, Printer reviews, setup, and maintenance (xTool, eufyMake, Ro

## Audience (inferred)
- status: present
- description: Crafters and small business owners making custom apparel, stickers, and personalized products with cutting machines and specialty printers
- roles: ecom_ops
- seniority: practitioner
- pain_points: Print quality issues like stiff DTF transfers or inconsistent colors due to wrong settings or ink density, Learning curve and frustration with Silhouette Studio V5 tools, versions, and file imports (PDF/SVG), Wasting materials and ink on failed prints or incorrect cut lines/offsets, Deciding on equipment purchases or upgrades (printers, Business Edition) without clear guidance
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- 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.

## 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
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=57, 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=57, 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=57, method=platform_profile

## Freshness
- profile_checked_days_ago: 57
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## 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_silhouetteschool
- Request removal: https://koinonlink.com/claim?k=tiktok_silhouetteschool
- Terms: https://koinonlink.com/for-ai