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Background & Career

I combine frontend engineering with large-scale operations leadership. My approach comes from 12+ years leading operations teams and, before that, 10 years in the Colombian Navy.

Naval Service & Discipline

From 2004 to 2014 I served in the Colombian National Navy as a Marine Infantry Non-Commissioned Officer (First Corporal) and Local IT Chief. I ran tactical communication networks, hardware redundancy and secure data flow in harsh field conditions. It taught me three things I still work by:

  • Stay calm under pressure: Critical incidents need methodical root-cause work. Panic and rushed patches only make them worse.
  • Respect the people on the front line: Tools fail in the field when they ignore the fatigue and mental load of the person using them.
  • Own the numbers: Availability, integrity and response time are promises. Keeping them takes constant monitoring and steady follow-through.

Moving into Tech Leadership & Engineering

After the Navy I moved into international technology operations and worked my way up from Team Leader to Assignment Manager and Service Delivery Manager. In European SaaS platforms, Trust & Safety hubs and e-commerce marketplaces I kept hitting the same problem: off-the-shelf enterprise software was bloated, slow and out of touch with how operators actually work.

So I started building my own frontend tools: QA workbenches that cut evaluation time by 40%, client-side KPI engines that compute scorecards in under a second, and structured human-in-the-loop AI workflows.

Career Progression

Dec 2024 - Present European Market SaaS & E-Commerce Enterprise

Service Delivery Manager

  • › Run operations for 4 e-commerce platforms in 4 European countries, consistently beating SLA, ART, CSAT, AHT and QA targets.
  • › Lead commercial client onboarding end to end and scale operations for international enterprise partners.
  • › Mentor and lead Team Leaders and Supervisors, and help them work autonomously with a high-performance engineering mindset.
  • › Drive P&L profitability and use statistical data models to find process improvements that cut costs without hurting quality.
Feb 2020 - Dec 2024 Global Trust & Safety & Content Intelligence Enterprise

Assignment Manager

  • › Led operations for 12 multinational client accounts in 8 countries and delivered record CSAT.
  • › Cut overall operating costs by 65% by sharing multi-skilled staff across accounts.
  • › Moved 120+ team members to fully remote work and set up real-time monitoring of SLA and QA compliance.
  • › Built detailed financial models to find cost savings and maximize assignment margins.
Jan 2019 - Feb 2020 Content Intelligence & Moderation Operations

Team Manager

  • › Managed high-volume moderation teams and kept them within strict SLAs and quality benchmarks.
  • › Grew key account billing by 15% through proactive service improvements and client trust.
  • › Raised center profitability by 25% with a fair performance bonus scheme tied to QA, AHT and attendance.
Apr 2015 - Dec 2018 Trust & Safety Operations

Senior Team Leader & Team Leader

  • › Created the E-Coaching process, which raised remote team efficiency and audit scores.
  • › Cut team turnover from 8% to 2% through ongoing coaching, skill matrices and motivation programs.
2004 - 2014 National Navy, Marine Corps | Colombia

Local IT Chief & Marine Infantry Non-Commissioned Officer

  • › Served 10 years in the National Navy as a Marine Infantry Non-Commissioned Officer, reaching the rank of First Corporal.
  • › Supervised IT operations, staff, hardware, telecom networks and military information security.
  • › Built discipline, resilience and the habit of making clear decisions under pressure.

Education & Credentials

Lean Six Sigma Green Belt

Six Sigma Global Institute

ISO 9001:2015 Internal Auditor

Quality Management Systems

Systems & Network Engineering Diploma

Military School of Communications

Full-Stack Software Engineering

Advanced Web Development & TypeScript

Technical Stack & Tools

The languages, platforms and tools I use to build software and run operations.

Languages & Web

  • Python
  • TypeScript
  • JavaScript
  • Go
  • PHP
  • SQL / MySQL
  • HTML5
  • CSS
  • Astro
  • Tailwind CSS

AI & Developer Tools

  • Claude
  • Claude Code
  • Gemini
  • Antigravity
  • OpenAI Codex
  • GitHub Copilot
  • Git
  • GitHub
  • VS Code

Data, Reporting & Operations

  • Excel
  • Google Sheets
  • Apps Script
  • Power BI
  • Looker Studio
  • Qlik
  • Grafana
  • Jira
  • Zendesk
  • Salesforce
  • Lean Six Sigma

Explore engineering projects

Case studies from production: QA tooling, analytics engines and AI workflows.

View Projects