Work · case files

Where messy signals become evidence.

Projects across applied data systems, platform accountability, full-stack product, and civic information — each built to turn digital harm signals into something reviewable.

Command centre

CVEsloginsdatasetsnarratives

six modules · one civic risk graph

Flagship

CivicSec Lab

An open-source cyber and data intelligence platform for small civic organisations — six modules connected through a shared civic risk model. v1.0 shipped.

SecurityPrivacyCivic tech

Case file

signalmethodevidence

Dissertation build

MSc dissertation

AtlasExtract

A web application that turns public web pages into structured, validated datasets by generating, executing, validating, and repairing reusable extraction recipes.

LLM systemsData extractionResearch

ETL pipeline

ingestvalidatenormalisededupeexport

"Rs. 15,000 approx"15000

quality score98%

1.5M+ listings · validated & deduplicated

Data engineering

Facebook Marketplace Data Pipeline

A Python pipeline for collecting, cleaning, validating, and structuring large-scale marketplace data for discrimination research.

Data pipelinesResearchETL

GBV taxonomy

threatharassmentdoxxingimpersonation

evidencepolicy brief

290-term taxonomy · 2024 elections

Platform accountability

Elections Policy Scraper and GBV Taxonomy

Scraping workflows and a GBV taxonomy used to study harmful content and platform accountability during Pakistan's 2024 elections.

Platform accountabilityGBVElections

Multi-source collection

src Asrc Bsrc Csrc D

~500K posts/day · CSV + BigQuery

Social data

Multi-Platform Social Data Harvester

A workflow for collecting and processing public social data from multiple platforms for analysis and dashboards.

Social dataETLDashboards

Case file

signalmethodevidence

Full-stack app

SideQuestCity

A Django-based urban exploration app with quests, progress tracking, proof uploads, and a community feed.

DjangoFull-stackProduct

Case file

signalmethodevidence

Civic information

RhinoSource

A fact-checking initiative focused on team workflows, misinformation verification, and public information integrity.

MisinformationCivic informationOperations

7 case files