# Zach Ryan (@_ZRyan_) on x

- id: koinon:creator:x__zryan_
- url: https://koinonlink.com/kol/x/_ZRyan_
- schema_version: 1.4

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

## Reach
- followers: 1299
- following: 363
- posts_total: 8728
- posts_observed: 1
- posts_per_day: 1.534
- account_age_days: 5690
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 1.17629
- best_post_interactions: 1528
- 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: finance
- subcategory: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: NBA betting picks, Daily sports betting performance, Handicapping and odds analysis, Betting bankroll tracking, Sports betting trends and insights
- bio: ✝️👑Go Hawks!🐤🤼‍♂️

## Audience (inferred)
- status: present
- description: NBA betting enthusiasts and sports handicappers, primarily casual to intermediate bettors tracking daily NBA picks and performance metrics
- roles: ads
- seniority: practitioner
- pain_points: Struggling to consistently find profitable NBA betting picks, Losing money due to poor bet selection or lack of reliable analysis, Having difficulty tracking long-term betting performance and win rates
- posts_analysed: 15
- confidence: 0.6

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

## Quality signals
- authenticity_score: 68
- authenticity_basis: engagement_observed
- credibility_score: 68
- 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
- [x__zryan_#50fe051c] You bet! 🐤 (https://twitter.com/_ZRyan_/status/2071693675050975464)
- [x__zryan_#90145837] 🏀@NBA ATS Picks SZN: 124-108-1 / +10.36u SZN Best Bets: 44-36-1 / +9.06u 🗞️Best Bets: See who I have my money on today! 💈 https://t.co/Z7ceZTVb1S https://t.co/yiyxDARTU3
- [x__zryan_#24b4e827] 🏀@NBA ATS Picks SZN: 117-106-1 / +4.56u SZN Best Bets: 42-35-1 / +7.16u 🗞️Best Bets in my link below: 💈 https://t.co/Z7ceZTVb1S Stop in for the 3 bets I have my money on tonight. https://t.co/Jpx6ozDFp8
- [x__zryan_#ee19830d] 🏀NBA ATS Picks SZN: 113-106-1 / -.44u SZN Best Bets: 41-35-1 / +5.16u 🗞️Best Bets in my link below: 💈 https://t.co/Z7ceZTUDck https://t.co/lmn1lwcgZW
- [x__zryan_#694ab455] 🏀NBA Best Bets Recap: 1-2 / -2.5u SZN Best Bets: 39-34-1 / +3.34u 🗞️Best Bets in link below: 💈 https://t.co/Z7ceZTUDck Gizz down 3 with 1:08 remaining but fail to cover the 6.5. Ouch https://t.co/X1Tj6tovAV
- [x__zryan_#42175ea7] Izzo hasn’t slept in weeks drawing up this game plan! No way he was going to lose tonight https://t.co/16Rv8zPMPB
- [x__zryan_#1adbb546] 🏀NBA ATS Picks SZ

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, 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=80, 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: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- 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__zryan_
- Request removal: https://koinonlink.com/claim?k=x__zryan_
- Terms: https://koinonlink.com/for-ai