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Personal observatory · Mexico City

Eduardo Rubén Bernal Puente

Data & Analytics Engineer · Data Science student at ITAM

I build the pipelines, models and data products that turn raw signals into decisions.

Off the clock I'm Rubo: a music nerd, a gamer and someone who will happily lose an evening to a telescope. This universe is the informal one.

Mission clocks

  • At Mercado Libre

    since 2025-11-03

  • Studying Data Science at ITAM

    since 2023-01-09

  • Orbits around the Sun

    since 2003-06-15

  • Until graduation

    until 2027-05-10

01

Observatory

Each nebula is a region of my work. Each star inside it is a fact about a project. Select a nebula to focus the telescope.

Same telescope, pointed at me. Each nebula here is something I care about outside work. Pick one.

Select a nebula →

Select a nebula →

Soft skills, with evidence

  • Team leadershipLed a 3-person team at AIESEC through the whole attraction-to-realization pipeline and the technical execution of ECOBOX AI at DataLab ITAM.
  • Communication with international stakeholdersRan attraction campaigns and stakeholder communication in English for an international volunteer programme.
  • Documentation and knowledge transferMaintain architecture docs, changelogs and migration handoffs so the team can operate what I build without me.
  • Ownership under ambiguityContributed to a data-architecture migration where producer-consumer flows had to be redesigned while keeping downstream consumers working.
  • Research coordinationCoordinate research planning across student-led data-science initiatives.
  • Cross-functional executionWork across data, product and operations teams to ship internal data products and reporting.
  • Discipline and long-term practiceFifteen years of swimming and more than a decade of piano: I stick with things.

Fun facts

  • The stars in the hero are real: they are computed from a bright-star catalogue for the sky above Mexico City at the moment you open the page.
  • Fonts, scripts and images are all self-hosted. The only outside request is an anonymous, cookieless page count.
  • I built my own offline voice-dictation tool (WhisperFlow) because I wanted push-to-talk that never leaves my machine. I dictated the answers that shaped this page with it.

02

Trajectory

Roles, leadership and studies as orbits. The innermost orbit is the most recent.

  1. WorkNov 2025 → presentMexico City

    Data Engineer / Analytics Engineer (Contractor)

    Mercado Libre · Mercado Pago Point ↗

    Data and analytics engineering for the Point business line inside Mercado Pago.

    • Design and maintain ETL/ELT pipelines for Mercado Pago Point using advanced SQL, BigQuery and an internal orchestration platform, supporting reliable downstream analytics and operational reporting.
    • Contribute to a data-architecture migration to a new backend environment, redesigning producer-consumer flows and data layers while preserving downstream compatibility and data quality.
    • Model and validate datasets across warehouse, reporting and operational layers, keeping BigQuery, business dashboards and internal applications consistent.
    • Develop an internal data platform with Next.js 16, Firebase Functions, Firestore, BigQuery and Google Sheets integrations to centralize operational workflows and data access.
    • Maintain architecture documentation, changelogs and migration handoffs to improve knowledge transfer, reproducibility and continuity across the team.
    • BigQuery
    • SQL
    • Python
    • Next.js 16
    • Firebase
    • Firestore
    • Google Sheets
  2. LeadershipJan 2025 → Dec 2025Mexico City

    Research Manager & Data Science Student Member

    DataLab ITAM

    • Led the technical execution of ECOBOX AI, a computer-vision system for waste classification, coordinating research and implementation within the student community.
    • Coordinated research planning, technical documentation and collaboration across student-led data-science initiatives.
    • Applied Python, SQL, machine learning and data analysis to projects with social and sustainability impact.
    • Python
    • Computer Vision
    • Research coordination
  3. EducationNov 2025 → Jul 2026Mexico City

    Artificial Intelligence Diploma Program

    Universidad Iberoamericana ↗

    • Diploma and certificate expected in December 2026.
    • Machine Learning
    • Deep Learning
  4. LeadershipJul 2024 → Dec 2024Mexico City

    Team Leader · Outgoing Global Volunteer

    AIESEC ITAM ↗

    • Led a three-member team across the attraction-to-realization pipeline, setting priorities, tracking KPIs and running recurring 1:1 follow-ups.
    • Coordinated outreach campaigns and communication with international stakeholders in English.
    • Supported nine international volunteer realizations and improved follow-up across the participant pipeline.
    • Leadership
    • Stakeholder communication
  5. LeadershipJan 2024 → Jun 2024Mexico City

    Team Member · Incoming Global Volunteer

    AIESEC ITAM ↗

    • Supported eight international volunteers from pre-arrival through local project execution and follow-up.
    • Coordinated with local NGOs to align projects with the Sustainable Development Goals, logistics and participant safety.
    • Strengthened intercultural communication, stakeholder coordination and problem-solving in dynamic environments.
    • Intercultural communication
    • NGO coordination
  6. EducationJan 2023 → May 2027Mexico City

    B.S. in Data Science

    Instituto Tecnológico Autónomo de México (ITAM) ↗

    Expected graduation: December 2027.

    • Relevant coursework: Machine Learning, Artificial Intelligence, Parallel Computing, Advanced Data Structures, NoSQL Databases, Statistics and Algorithms.
    • Academic focus: data engineering, machine learning, computer vision and parallel computing.
    • Statistics
    • Algorithms
    • Parallel Computing
    • NoSQL

03

Skills

Grouped as constellations. Brighter stars are stronger skills.

Analytics & ML

Scorpius

Machine LearningComputer VisionStatistics · Monte CarloPower BI · ExcelData architectureDocumentation & handoffs

Data & Cloud

Ursa Major

BigQueryETL / ELT designPandas · NumPyscikit-learnPostgreSQLMongoDB · CassandraFirebase / FirestoreGoogle Sheets integrations

Engineering

Cygnus

Next.js 16Git · GitHub · CIDockerLinuxMPIREST APIsAstro · Tailwind

Languages

Orion

PythonSQLTypeScript / JavaScriptC++17

Certifications in progress

  • In progressAnthropic certification (in progress)Anthropic
  • In progressAWS Academy program (in progress)AWS Academy
  • In progressDataCamp certification track (in progress)DataCamp
  • ExpectedArtificial Intelligence Diploma ProgramUniversidad Iberoamericana · 2026-12

04

Contact

Open to data engineering, analytics engineering and ML roles. The fastest channel is email.