Geospatial Data Science Open Source

I build cloud-native geospatial systems and decision tools — open data infrastructure, operational analytics, and research-driven prototypes for the public good.

PythonPostGISDuckDB GeoParquetSTACMapLibreQGIS

Portfolio

Apps, packages, dashboards, open-source.

Articles

Stories, methods, research, opinions.

Videos

Talks, demos, tutorials, interviews.

Repos

Curated code + datasets.

Career Timeline

The story so far.

Origins2005–2015

2005–2011

B.A., Business Administration

University of Jordan — the business foundation everything else was built on.

2012–2015

Amman, Jordan

Consulting & research

Management consulting — feasibility studies and ISO 9000 quality-management reviews — then Technology, Media and Telecoms market research across MENA, publishing 2 custom reports and hundreds of syndicated research notes. I learned how big institutions really work.

The Reinvention2018–2020

2018–2019

Washington, DC

Teaching myself to code

A laptop, the R language, and a corner table at Compass Coffee in Georgetown. No bootcamp, no CS degree — just conviction that the future belonged to the data-fluent.

2019–2020

Business Intelligence @ UC San Diego

Databases, statistics, decisions from data — meant as a bridge into IT service management.

2020

ServiceNow CSA + CIS-ITSM

Certified and ready to step into enterprise IT.

The Trial2020–2021

2020

Lockdown

Then the world closed

Days after certifying, COVID-19 erased the plan — and the job market with it. Lockdown became a productive stretch.

2020

Building a chatbot

An end-to-end chatbot build, written up as a 26-page technical report (September 2020). Proof I could do this.

2020–2021

A mentor + a thousand hours

Hundreds of course hours later, I shipped a production NLP pipeline in my first AI role.

The Deep Dive2021

2021

Writing a book on AI

In Eric Koester’s book-writing program I wrote a book on AI — 40+ interviews with pioneers, past the halfway mark to publication. I put the manuscript on pause to go deep on the technical side — fully intending to return to it.

The Mission2021
The Field2022–2026

2022–2023

UC San Diego

Geographic Information Systems (GIS)

After BI, ITSM, ML, NLP, and writing — GIS tied it all together. A year and a half of exciting learning. Spatial became the lens.

2023–2026

City of San Diego

GIS & data lead

Spatial lead for one of the West Coast’s largest municipal operations — 225K+ properties, 1M+ assets, 700+ routes. Built RouteView, automated routing, integrated enterprise systems, led citywide technical efforts.

2024

GIS Day 2024

How geospatial transforms government operations.

2025

Solid-Waste GIS

Spatial data + operational intelligence in a 700-route municipal operation.

2025

GIS Day 2025 — AIRC × Ecologik

Organized a GIS Day event featuring a GeoAI professor — bringing the geospatial community together through AIRC × Ecologik.

2026

Geospatial Data Science on a Budget — ASPRS @ SDSU

Cloud-native geospatial without the enterprise price tag.

2026

Geospatial data science, in the open

A story map I first published in 2022, rebuilt with open-source tools — MapLibre, fully serverless, on this site.

The Open Road2026–

2026

Open source

opentrash

An open-source, cloud-native Python package for waste-collection analytics — published in the open.

Now

What’s next

Cloud-native open geospatial data

Building an open registry indexing 26,000+ datasets on STAC, GeoParquet, and DuckDB Spatial — and implementing OGC and cloud-native geospatial standards. The mission that started in a coffee shop continues...

Volunteering & Community

The other half of the story — mountains, deserts, tidepools, and radios.

🔥
2017Disaster Response — 211 San Diego

Part of a 400-volunteer Lilac Fire response — 1,900+ collective hours at the 2-1-1 call center supporting fire victims and firefighters.

🏛️
2019 · 2021–PresentNational Park Service — National Mall → Cabrillo National Monument

Started in Washington, DC, interpreting the FDR and Jefferson memorials — continued in San Diego at Cabrillo: habitat restoration (Weed Warrior), greenhouse work, TPERP tidepool protection, and terrestrial bird surveys.

🎙️
2019–2022IFC Toastmasters — VP Public Relations, Treasurer

Leadership team for one of Area 24’s largest clubs — built the PR campaign and ran club finances.

🏺
2021–PresentVolunteer Archaeology Technician — California State Parks

Winters in the Colorado Desert with the State Parks archaeologist — surveying and protecting cultural resources thousands of years old.

🗼
2022–PresentVolunteer Fire Lookout — Forest Fire Lookout Association

Summers staffing a historic lookout tower on Palomar Mountain — scanning the backcountry for smoke.

🏅
2024–PresentCartography Judge — ICA-IMIA Excellence Awards

Judging the international Recognition of Excellence in Cartography at the Esri User Conference on behalf of CaGIS, the U.S. representative to the International Cartographic Association.

🌐
OngoingProfessional communities

OGC (Developer) · Cloud-Native Geospatial Forum · CaGIS · ASPRS · NACIS · USGIF · Optimist International · San Diego amateur radio emergency service.

Certifications & Training

The paper trail of a self-taught path.

2019

HarvardX — Data Science

R Basics and Data Visualization — where the self-teaching got serious.

2020

The Lockdown Sprint — 30+ courses

DataCamp tracks across Python, statistics, machine learning, deep learning (TensorFlow, Keras, PyTorch), and NLP — completed during COVID lockdown.

View all 32 credentials →

2020

ServiceNow — CSA + CIS-ITSM

Certified System Administrator and Implementation Specialist (ITSM), plus four micro-certifications.

2020

UC San Diego — Business Intelligence

Professional certificate: databases, statistics, and analytics foundations.

2021

UT Austin — Linear Algebra

Foundations to Frontiers — the math under the machine learning.

2022

FCC + Red Cross

Amateur Radio Technician license; Emergency Medical Responder, BLS, and lifeguarding.

2023

UC San Diego — GIS

Professional certificate — 1.5 years of formal geospatial science.

2023

FAA — Part 107 Remote Pilot

Licensed small unmanned aircraft (drone) pilot.

View photo →

2024–2025

City of San Diego academies

Public Service Management Certificate, Procurement Academy, and Employee Mentoring Academy.

Contact

Best way: GitHub + LinkedIn.