Experience

 
 
 
 
 
July 2023 - Present
Remote

Senior Data Engineer

TalkingPoints

Lead architect for data infrastructure powering multilingual communication between 5M+ students, families, and educators across 140+ languages.

  • Scaled Data Infrastructure: Designed and optimized Snowflake + dbt pipelines processing 1.5B+ messages, enabling near real-time analytics and reporting for product and business teams
  • Pioneered AI/ML Capabilities: Built and deployed production NLP pipelines for sentiment analysis, intent recognition, and entity extraction; implemented CLIO-inspired conversation segmentation and topic clustering delivering actionable insights
  • Drove Strategic Impact: Partnered with product, research, and operations teams to deliver data products that inform strategy, measure program impact, and improve student outcomes
  • Established Data Excellence: Implemented data governance standards and documentation practices, reducing ad-hoc data requests by 40% while increasing organizational trust in metrics
  • Optimized Operations: Led performance tuning initiatives that reduced Snowflake costs by 70%, accelerating decision-making while saving significant resources
  • Championed AI Operations: Advocated for and built AI-Ops initiatives, integrating LLMs into internal workflows to boost cross-team productivity and automation
 
 
 
 
 
April 2022 - July 2023
Remote

Data Engineer

TalkingPoints

Built foundational data infrastructure supporting multilingual education communication platform.

  • Developed initial NLP pipelines for message analysis and sentiment extraction
  • Collaborated with product teams to establish key metrics and reporting frameworks
  • Built data infrastructure supporting platform growth and user analytics
  • Earned promotion to Senior Data Engineer in recognition of technical leadership and impact
 
 
 
 
 
April 2021 - April 2022
Oakland, CA

Data Engineer

Alluma

Modernized data architecture and enabled data-driven culture transformation.

  • Modernized Data Architecture: Led adoption of modern data models and architecture patterns, developing and managing Snowflake data warehouse and Airflow data pipelines
  • Enabled Self-Service Analytics: Designed and built dashboards and self-service tools in various BI technologies for internal teams and client-facing solutions
  • Drove Data Culture: Conducted technical training on data concepts and tools; developed best practices for data analysis, reporting, and visualization
  • Cross-Functional Leadership: Collaborated with functional area leaders to identify opportunities for operational efficiency and data-driven transformation
 
 
 
 
 
March 2020 - April 2021
Oakland, CA

Data Visualization Analyst

Alluma

Built ETL infrastructure and analytics solutions for social services organization.

  • Developed ETL jobs and tests to process, validate, and distribute data across multiple systems
  • Created comprehensive documentation and style guides for data visualization best practices
  • Built client-facing analytics solutions and internal operational dashboards
  • Conducted technical training on data concepts and visualization tools
 
 
 
 
 
February 2019 - Present
Latinoamérica

Founder

tacosdedatos

As the creator/founder of tacosdedatos my responsibilities vary but three main ones are:

  • Research, write and publish content as well as reach out to potential content creators.
  • Create marketing materials for our content and push them on to the right channels
  • Maintain the website t acosdedatos.com/
 
 
 
 
 
January 2018 - March 2020
San Francisco, California

Research Associate

Public Policy Institute of California

Conducted advanced statistical analyses on immigration and education policy impacts.

  • Conducted advanced statistical analyses on immigration and education policy impacts
  • Published peer-reviewed research reaching national audiences
  • Presented technical workshops at major conferences (PyCon US 2019/2020, NACIS)
  • Developed open-source tools for census data analysis and geospatial policy research
 
 
 
 
 
May 2017 - October 2018
Davis, California

Data Analyst

Davis Joint Unified School District

Prepared, analyzed, and presented school climate data for stakeholders in the school district.

Notable Achievements & Leadership

Community Building & Thought Leadership

Founder, tacosdedatos.com

Built premier Spanish-language data science community reaching 1,100+ active members, 10K Twitter followers, and 20K TikTok followers

Open Source Impact

Created Datawrapper Python SDK, pypums (Census data access), and spotify-to-sqlite - tools actively used by data teams at major news organizations and research institutions

Conference Speaking

PyCon US 2024

Ingenería de datos para mi salud mental (Data Engineering for my Mental Health) - Spanish-language talk

PyCon US 2020

Geospatial Public Policy Analysis with GeoPandas - exploring how to apply pandas power to geospatial data

PyCon US 2019

Analyzing Census Data with Pandas - tutorial on working with Census data from IPUMS using pandas

NACIS 2019

Making Maps with Python - open source tools in Python ecosystem for geographic data visualization

Data Day Mexico 2022

¿Qué es mejor que una buena fuente de datos? Dos buenas fuentes de datos (What's better than one data source? Two data sources)

Publications & Research

Immigrants in California

Co-authored research publication - Public Policy Institute of California (2019)

Consistently Beautiful Visualizations with Altair Themes

Technical article - Towards Data Science (2018)

Multiple Peer-Reviewed Publications

Research on education policy and economic mobility

Explore projects


Skills

Data Platform Architecture

Snowflake, dbt, Airflow, ETL/ELT design, real-time streaming

AI/ML Operations

NLP pipelines, LLM integration, sentiment analysis, topic modeling

Programming

Python (Advanced), SQL (Advanced), JavaScript, R

Cloud & DevOps

AWS, GCP, Azure, Docker, CI/CD

Machine Learning

scikit-learn, spaCy, Hugging Face, conversation segmentation

Analytics & Visualization

Tableau, Jupyter, pandas, Altair, d3.js, Datawrapper

Data Governance

Data modeling, documentation, quality frameworks

Certifications

Snowflake Advanced Architecture (2021), Snowflake Data Engineering (2021)

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