# SkullSparks (@SkullSparks) on x

- id: koinon:creator:x_skullsparks
- url: https://koinonlink.com/kol/x/SkullSparks
- schema_version: 1.4

## Identity
- platform: x
- handle: SkullSparks
- platform_url: https://twitter.com/SkullSparks
- website: https://linktr.ee/skullsparks
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 42291
- following: 31
- posts_total: 25036
- posts_observed: 1
- posts_per_day: 6.348
- account_age_days: 3944
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00019
- best_post_interactions: 8
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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
- category_confidence: 0.8
- category_source: derived_from_discovery_path
- topics: College sports creative jobs, Graphic design roles in athletics, NCAA brand development, Talent recruitment for college sports teams, Visual branding in college football
- bio: We elevate America’s largest network of college sports creatives + recruit talent and develop strategy for college sports brands.

## Audience (inferred)
- status: present
- description: College sports brand creatives and design talent, primarily graphic designers and creative directors targeting roles in NCAA college athletics departments
- roles: content
- seniority: practitioner
- pain_points: Struggling to find job opportunities in college sports branding and creative roles, Having difficulty breaking into competitive athletic department positions at major universities, Lacking visibility for their portfolio among key decision-makers in college sports marketing
- posts_analysed: 11
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 55
- authenticity_basis: engagement_observed
- credibility_score: 90
- 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
- [x_skullsparks#fdcc4a56] Promo @12thManCreative https://t.co/8cDnwVrxZt (https://twitter.com/SkullSparks/status/2071692589552517260)
- [x_skullsparks#197eb808] Opportunity with @utahathletics Assistant Director, Graphic Design Recruiting / Internal Salt Lake City, Utah https://t.co/npT467ZzJf https://t.co/hFKVy0eMF6 https://t.co/QPYbHOEFXe
- [x_skullsparks#f1ecccd9] Thursday sparks https://t.co/JIzt15BSbG
- [x_skullsparks#f49b5b9d] Opportunity with @GoPSUsports Asst / Associate Director of Creative Design University Park, Pennsylvania https://t.co/mTQXuxhH3c https://t.co/hFKVy0eMF6 https://t.co/f9g3LcPfJi
- [x_skullsparks#fe36dc41] Visual branding @FAUFootball https://t.co/D5YkoaHKF4
- [x_skullsparks#43e03d9d] Opportunity with @SunBelt Director of Graphic Design New Orleans, Louisiana https://t.co/EWr62x5fnY https://t.co/hFKVy0eMF6 https://t.co/fxep36osSo
- [x_skullsparks#6ad07f21] Wednesday sparks https://t.co/EFV7JW9geq
- [x_skullsparks#07f5135c] Opportunity with @AuburnTigers Assistant AD / Creative Video Auburn, Alabama https://t.co/k8XCgrEKEo https://t.co/hFKVy0eMF6 https://t.co/j5Dyet9vVl

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=115, 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=77, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 77
- audience_updated_days_ago: 21

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