# Moneyball Data (@MoneyballDataIA) on x

- id: koinon:creator:x_moneyballdataia
- url: https://koinonlink.com/kol/x/MoneyballDataIA
- schema_version: 1.4

## Identity
- platform: x
- handle: MoneyballDataIA
- platform_url: https://twitter.com/MoneyballDataIA
- website: http://www.moneyball.es
- country: Spain
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5398
- following: 5826
- posts_total: 30589
- posts_observed: 1
- posts_per_day: 5.337
- account_age_days: 5732
- verified: false
- size_tier: nano

## 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: 0.85
- category_source: derived_from_recent_content
- topics: AI in sports analytics, Data-driven decision making, Organizational strategy using data, Democratization of knowledge through AI, Mental load and work-life balance in data roles
- bio: Datos que transforman decisiones.
IA, analítica y estrategia aplicada a deporte y organizaciones.
Microcredenciales universitarias · Consultoría · Innovación

## Audience (inferred)
- status: present
- description: Sports analysts, performance coaches, and organizational strategists using AI and data in sports and business
- roles: data
- seniority: practitioner
- pain_points: Struggling to keep up with rapidly evolving sports analytics frameworks due to new rules and technologies, Finding it hard to build trust and collaboration around data-driven decisions in teams, Overwhelmed by constant connectivity and mental load, affecting decision quality
- posts_analysed: 3
- confidence: 0.4

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

## Quality signals
- authenticity_score: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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_moneyballdataia#bca24f84] Las vacaciones no solo nos dan descanso. Nos liberan de una mochila invisible: preocupaciones, decisiones, estrés e hiperconexión. Cuando la mente pesa menos, las decisiones son mejores. Ese también es el objetivo de la IA y los datos: eliminar ruido para generar valor. #Moneybal (https://twitter.com/MoneyballDataIA/status/2072996122495217748)
- [x_moneyballdataia#1b8ea4b3] La IA democratizará el conocimiento. La verdadera ventaja competitiva será la capacidad de generar confianza, colaborar y hacer crecer a quienes trabajan contigo. El talento impresiona. La actitud permanece. ¿Con quién volverías a trabajar sin dudarlo? #Liderazgo #IA #Equipos #Ma
- [x_moneyballdataia#52f92495] 🚨 El fútbol cambia. ¿Tu forma de analizarlo también? La temporada 2026/2027 no solo trae nuevas reglas. Trae una nueva forma de entender el juego. Cada modificación tiene consecuencias que van mucho más allá del arbitraje. Cambian la gestión del tiempo, la estrategia de la

## 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=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=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=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=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: 77
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- 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_moneyballdataia
- Request removal: https://koinonlink.com/claim?k=x_moneyballdataia
- Terms: https://koinonlink.com/for-ai