# Mike Shin (@mdjshin) on x

- id: koinon:creator:x_mdjshin
- url: https://koinonlink.com/kol/x/mdjshin
- schema_version: 1.4

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

## Reach
- followers: 1031
- following: 374
- posts_total: 137
- posts_observed: 1
- posts_per_day: 0.027
- account_age_days: 5140
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01649
- best_post_interactions: 17
- 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: ai_tools
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: AI agents in operations, Founder self-awareness and team building, Scaling startup operations with lean teams, Strategic finance and BizOps roles, Founder onboarding and ecosystem resources, Leveraging automation for 10x impact
- bio: COO @fdotinc. I meet founders before they look obvious.

## Audience (inferred)
- status: present
- description: Early-stage startup founders and operational leaders in high-growth startups, especially those focused on scaling with lean teams and leveraging AI agents
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to scale operations without hiring more people, Having to wear too many hats across finance, strategy, and execution, Not knowing how to effectively use AI agents to automate routine tasks, Lacking structured frameworks for self-assessment and team gap identification
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 61
- authenticity_basis: engagement_observed
- credibility_score: 61
- flagged_for_review: false
- koinon_bd_grade: B — 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_mdjshin#988a9810] window, box, rectangle (https://twitter.com/mdjshin/status/2072802718205575376)
- [x_mdjshin#36b63e14] Founders worked harder for this than their end of year exams. See what the results came out to be!
- [x_mdjshin#e3ef9f01] Self-awareness is an unfair advantage. The founders who know what they are bad at: ask for help sooner, hire around the gap, and stop defending the wrong idea. Knowing yourself does not slow you down. It keeps you from spending a year pretending.
- [x_mdjshin#5267a749] @samanthabrunet0 welcome to the @fdotinc team! If you are a founder, follow her to learn more about the all the resources available in SF to win!
- [x_mdjshin#353b7745] BizOps, Strategic Finance, Chief of Staff now are equipped to be real 10xers in companies. These profiles who now can use agents instead of relying on cross-functional support from eng, pms, designers, data can change trajectories of companies. No brainer.
- [x_mdjshin#f2cf1302] Sammy, Larry, Jerry, Kenny, Luna are my agents helping me 10x my impact. These agents all have purpose. Ask me about

## 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=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=112, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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_mdjshin
- Request removal: https://koinonlink.com/claim?k=x_mdjshin
- Terms: https://koinonlink.com/for-ai