# WillyandGaming1 (@willyandgaming) on tiktok

- id: koinon:creator:tiktok_willyandgaming
- url: https://koinonlink.com/kol/tiktok/willyandgaming
- schema_version: 1.4

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

## Reach
- followers: 2299150
- following: 132
- posts_total: 879
- posts_observed: 3
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.09809
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 82474
- best_post_interactions: 322986
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: gaming
- subcategory: mobile
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Jujutsu Shenanigans updates, characters and balance, Forsaken and Bite by Night horror game opinions, Roblox trends, memes and viral moments, Platform changes like classic faces removal or new categorie, Gameplay tips, glitches and community drama
- bio: R: Willyandgaming1
Display: MotherRoach
Business: [contact removed]

## Audience (inferred)
- status: present
- description: Young Roblox gamers, mostly teens and preteens who play Jujutsu Shenanigans, Forsaken, Bite by Night, Grace and similar experiences
- roles: consumer
- seniority: consumer
- pain_points: Frustration with frequent balance changes and nerfs that ruin favorite characters, Dealing with exploiters, toxic players and unfair game mechanics, Missing or struggling with limited-time quests, updates and trends, Uncertainty about whether new updates or killers are good or overpowered
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- flagged_for_review: false
- koinon_bd_grade: A — 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_willyandgaming#c914a2f5] Brenda really invaded Jujutsu Shenanigans #robloxx #roblox #robloxgame #jjs (https://www.tiktok.com/@willyandgaming)
- [tiktok_willyandgaming#e5272c77] original sound - willyandgaming
- [tiktok_willyandgaming#4037a4cf] It is a becoming a big trend on TikTok now! Click here: robloxx
- [tiktok_willyandgaming#528e0456] Check out WillyandGaming1’s video! #TikTok >
- [tiktok_willyandgaming#6b7e645e] Search:
- [tiktok_willyandgaming#dfdba550] you find brenda in roblox
- [tiktok_willyandgaming#7fc258dc] GET OUT THE WAY #roblox #robloxgames #animalhospital #animalhospitalroblox
- [tiktok_willyandgaming#f81e80a7] Explore and find your own favourite way to play with #Roblox!

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=95, 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=0.5, freshness_days=76, 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=95, 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=95, method=platform_profile

## Freshness
- profile_checked_days_ago: 95
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 12
- 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_willyandgaming
- Request removal: https://koinonlink.com/claim?k=tiktok_willyandgaming
- Terms: https://koinonlink.com/for-ai