# Matt Dancho (Business Science) (@mdancho84) on x

- id: koinon:creator:x_mdancho84
- url: https://koinonlink.com/kol/x/mdancho84
- schema_version: 1.4

## Identity
- platform: x
- handle: mdancho84
- platform_url: https://twitter.com/mdancho84
- website: https://learn.business-science.io/ai-register
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 100669
- following: 520
- posts_total: 25725
- posts_observed: 1
- posts_per_day: 7.182
- account_age_days: 3582
- verified: true
- size_tier: kol

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Curated AI/ML resources and GitHub repositories, AI's impact on data science roles and company power structur, Live workshops for building AI business applications
- bio: I help Data Scientists build AI systems. Join my next live AI workshop (free, live code, end-to-end AI business case).👇

## Audience (inferred)
- status: present
- description: Data scientists and AI practitioners focused on building business-oriented AI systems
- roles: data
- seniority: practitioner
- pain_points: Finding high-quality curated AI/ML learning resources, Adapting to AI redistributing technical power and roles within companies, Building end-to-end AI systems with practical business cases
- posts_analysed: 2
- confidence: 0.4

## 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: 91
- authenticity_basis: profile_shape_only
- credibility_score: 91
- 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_mdancho84#d2cb21bd] some guy consolidated over 400 curated resources on AI and ML then put it on GitHub. Here it is (for free): https://t.co/0kGxG0YowU (https://twitter.com/mdancho84/status/2073003371221471713)
- [x_mdancho84#08a8aa66] 📍 AI is not just creating new data science roles. It is redistributing technical power inside companies. For years, data scientists were valued for analysis, models, dashboards, and recommendations. But AI is changing the center of gravity. The people gaining influence now are t

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, 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=0.25, freshness_days=111, 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: 111
- audience_updated_days_ago: 77

## 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_mdancho84
- Request removal: https://koinonlink.com/claim?k=x_mdancho84
- Terms: https://koinonlink.com/for-ai