Services
Making your existing data useful, understandable, and shareable
Many organizations already collect excellent data — but turning it into insight, decisions, and clear communication is often the hard part.
I work with organizations, NGOs, and research groups to unlock the value of the data they already have, through thoughtful analysis, clear cartography, and custom tools that your team can run independently.
My focus is on clarity, longevity, and impact - not one-off analyses that disappear when the project ends.
Spatial Analysis & Insight
I help you move from “we have data” to “we understand what it’s telling us.”
GIS analysis using ArcGIS and QGIS
Custom Python workflows for repeatable analysis
Spatial summaries designed for decision-making, not just technical output
Support for messy, incomplete, or inconsistent datasets (the norm, not the exception)
This work is especially useful when:
You need to answer specific questions with existing data
Multiple datasets don’t quite line up
Results need to be defensible and explainable to non-technical audiences
Custom Tools & Reusable Workflows
I don’t just write scripts for my own use — I build full-featured, reusable tools that your team can run on their own schedule.
Custom Python tools and plugins for ArcGIS or QGIS
Clear inputs, outputs, and documentation
Designed for non-programmers to run safely and repeatably
No dependency on me for day-to-day use or future updates
You get:
Transparency into how results are produced
The ability to rerun analyses as new data arrives
Freedom from being locked into a single consultant
The goal is for your team to be able to rerun analyses, explore scenarios, and update results without relying on external support.
Cartography, Visualization & Storytelling
Analysis only matters if people can understand it.
I design maps and visualizations that help people understand spatial patterns and results quickly, without needing a GIS background.
Static maps for reports and print
Animated maps for presentations and outreach
Web maps and dashboards for interactive exploration
Visual design that emphasizes clarity over decoration
Every map is fully custom — designed around your message, not a template.
Data Wrangling & Integration
Most projects begin with data that is incomplete, inconsistent, or spread across multiple sources. Making that data usable is a critical — and often intimidating — step.
I specialize in structuring, cleaning, and integrating spatial data so it can actually be analyzed and communicated.
Combining datasets with different formats, schemas, and coordinate systems
Cleaning geometry and attributes
Resolving mismatches between spatial and tabular data
Preparing datasets for long-term use and future updates
This work forms the foundation for everything that follows, whether the end result is analysis, mapping, or a reusable tool.
How I work
Flexible support: volunteer, contract, or hybrid
Tool-agnostic: ArcGIS, QGIS, and open-source workflows
Collaborative and transparent
Focused on building things your organization can keep using
If you have data that feels underused, under-explained, or hard to share — that’s often the best place to start a conversation.