# willstamm (@willstamm) on tiktok

- id: koinon:creator:tiktok_willstamm
- url: https://koinonlink.com/kol/tiktok/willstamm
- schema_version: 1.4

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

## Reach
- followers: 235909
- following: 111
- posts_observed: 1
- verified: false
- size_tier: kol

## 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: fashion
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Barber school and certification, Haircutting tutorials and techniques for beginners, VA educational benefits for barber training, Atlanta barber academy and local scene, Practical tips and mindset for barber students
- bio: Barber | Teacher | Speaker | Author / Grab a copy of my new book 🔗 in bio

## Audience (inferred)
- status: present
- description: Aspiring barbers, barber students, and beginners seeking professional training and school options, especially in Atlanta or using VA benefits
- roles: none
- seniority: learner
- pain_points: Finding the right barber school environment for growth, Overlooking hidden costs of barber education and training, Building real haircutting skills through practice and reps, Feeling stuck in career and recognizing own value to move forward
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.3
- 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_willstamm#cbf5b9d8] Major Announcement!!!!!!  ProFRESH Barber Academy can now certify eligible individuals for VA educational benefits!!!  #profreshbarberacademy #atlanta #barberschool #barbershop (https://www.tiktok.com/@willstamm)
- [tiktok_willstamm#fec5c0b2] original sound - willstamm
- [tiktok_willstamm#5aea3bb8] It is a becoming a big trend on TikTok now! Click here: profreshbarberacademy
- [tiktok_willstamm#3a612e48] Check out willstamm’s video! #TikTok >
- [tiktok_willstamm#6b7e645e] Search:
- [tiktok_willstamm#123421a5] profreshbarberacademy
- [tiktok_willstamm#9e68fbdf] More tutorials at the link in bio… #atlanta #profreshbarberacademy #barbers #barberschool
- [tiktok_willstamm#d3a0302a] 2022 East Coast Style Boombap Beat

## 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=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, 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=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=54, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

## AI retrieval
- indexing_requests: 14
- 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_willstamm
- Request removal: https://koinonlink.com/claim?k=tiktok_willstamm
- Terms: https://koinonlink.com/for-ai