# Chris M. Walker (@cmwalker) on x

- id: koinon:creator:x_cmwalker
- url: https://koinonlink.com/kol/x/cmwalker
- schema_version: 1.4

## Identity
- platform: x
- handle: cmwalker
- platform_url: https://twitter.com/cmwalker
- website: https://www.skool.com/think-big/about
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 10282
- following: 448
- posts_total: 86584
- posts_observed: 4
- posts_per_day: 20.455
- account_age_days: 4233
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00019
- best_post_interactions: 2
- 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
- subcategory: martech
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Marketplace startup ideas, Validating marketplace concepts, Onboarding first sellers, Marketplace business model design
- bio: Turning wantrepreneurs into founders. https://t.co/c3JENWFUsu

## Audience (inferred)
- status: present
- description: Aspiring founders and solopreneurs who want to start marketplaces but don't know where to start
- roles: general_ai
- seniority: learner
- pain_points: Don't know how to validate a marketplace idea before building it, Feel overwhelmed by the complexity of building a platform with two sides (buyers and sellers), Struggle to find the first 10 sellers to onboard, Are unsure how to structure commission or pricing models for their marketplace
- posts_analysed: 1
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 65
- authenticity_basis: engagement_observed
- credibility_score: 80
- 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_cmwalker#448ab882] Running a marketplace looks like the easiest business on the internet. You don't make the product. You don't deliver the work. You take a cut of somebody else's transaction and go to lunch. Everybody who has tried it in my niche found out otherwise. I pulled the search data on ev (https://twitter.com/cmwalker/status/2071150986434150473)

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=78, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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_cmwalker
- Request removal: https://koinonlink.com/claim?k=x_cmwalker
- Terms: https://koinonlink.com/for-ai