# Chris Steed (@csteed) on x

- id: koinon:creator:x_csteed
- url: https://koinonlink.com/kol/x/csteed
- schema_version: 1.4

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

## Reach
- followers: 7375
- following: 795
- posts_total: 5785
- posts_observed: 1
- posts_per_day: 1.022
- account_age_days: 5661
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0099
- best_post_interactions: 73
- 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: entertainment
- subcategory: sports
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Basketball offensive play design, Defensive reaction and read-based offense, Basketball coaching terminology and system building, In-game decision-making for guards and wings, Play action sequencing and screen usage, Player development through tactical awareness
- bio: Head Coach @Zenithsbball  | Innovation and development for players and coaches.

## Audience (inferred)
- status: present
- description: Basketball coaches and player developers, mainly high school and college level, focused on offensive play design and in-game decision-making
- roles: content
- seniority: practitioner
- pain_points: Struggling to teach players how to read and react to defensive schemes in real time, Finding it hard to create effective offensive sets that adapt dynamically to different defensive coverages, Lacking clear, repeatable frameworks to communicate complex offensive actions to players
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 84
- authenticity_basis: engagement_observed
- credibility_score: 84
- 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_csteed#9c614edc] ZOOM READS - Lock and Trail = Curl the first - Top Lock = Reject the first - Whip/Under = Accept the Pin + Screen - Blitz = Short Roll + Pop or Gator action - Switch 1st and 3rd = Twirl and Pop/Mismatch hunt SPACING TEMPLATES OF ZOOM - Wide = Attack from the 45 - Middle = Attack  (https://twitter.com/csteed/status/2071624312977825972)
- [x_csteed#0f67482e] “It’s not the X’s and the O’s, but the Jimmys and the Joes.” ✅ But…. Couple an exit screen with any primary action to manipulate the hoop and ‘got 2’ defenders. Couple a rip screen with any continuity offense for quick hitters (most effective with best shooter as screener). Coupl

## 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: 13
- 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_csteed
- Request removal: https://koinonlink.com/claim?k=x_csteed
- Terms: https://koinonlink.com/for-ai