Capability
Data Pipelines
Collecting, cleaning, validating, and structuring data for research and analysis.
PythonScrapingETLpandas/NumPyData cleaningSchema design
Name: a khan,, city lahore? status ok
Skills
Skills
Practical skills across data pipelines, platform accountability, AI governance, software engineering, privacy, and research.
Capability
Platform Accountability
Organising evidence around online harms, policy questions, and platform responsibility.
Online harmsPolicy analysisTaxonomy designElectionsSubmissionsEvidence
Repeated hostile phrase appears across public posts.
Capability
AI and Governance
Thinking about AI risk, review, documentation, and contextual harms.
AI governanceResponsible AIHuman reviewModel riskEvaluationHarms
Monitor
Capability
Software Engineering
Building practical web systems, APIs, and database-backed tools.
DjangoREST APIsReactTypeScriptPostgreSQLGit/GitHub
GET /cases: read-only access
Capability
Privacy and Risk
Spotting identifiers, reducing exposure, and designing safer workflows.
Risk scanningIdentifiersData minimisationMaskingSecure uploadsIncidents
Name: Sara | Email: sara@example.org | Phone: 0300-0000000
Capability
Research and Writing
Turning research questions into readable analysis, reports, and public comments.
Policy writingResearch designQuant analysisCommentsReportsWorkshops
What changed, who is affected, and what evidence is missing?