All work
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 accountabilityGBVElectionsDigital rights
GBV taxonomy
threatharassmentdoxxingimpersonation
evidencepolicy brief290-term taxonomy · 2024 elections
The problem
Election-period online harms can be difficult to categorise, especially when gendered abuse is coded, multilingual, or platform-specific.
What I built
- Scraping workflows for harmful-content signals.
- A GBV taxonomy for election-period research.
- Evidence structures for platform accountability work.
My role
Research associate working across scraper development, taxonomy consolidation, and policy evidence.
Methods
Taxonomy designPolicy researchWeb automationEvidence organisation
Why it matters
Shows work at the intersection of online harms, policy research, and evidence organisation.
What it demonstrates
- Online harms research
- Policy evidence
- Taxonomy design
Outcome
The work supported election-period research and accountability efforts with more structured evidence and harm categories.