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 course was a turning point. I developed a manuscript on AI from 40+ interviews with pioneers, working alongside two developmental editors who reshaped how I move ideas from thought to the page. I paused the manuscript to go deep on the technical side — and will return to the writing, story or technical, when the time is right. Learning to communicate clearly turned out to be one of the most valuable skills for everything.

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.