Cancan E.

Key Skills

Software

No software listed

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Text

Document

Top Task Types

Classification

Question Answering

Text Summarization

Freelancer Overview

With over 15 years of international experience managing complex, high-volume data operations for UNICEF, I offer a high level of expertise in data integrity, logical triage, and rigorous framework compliance. Having developed and managed end-to-end operational workflows, massive data-cleaning protocols, and systematic deduplication processes for multi-million-dollar programs globally, I bring an exceptional oversight for detail to high-volume AI training data. My background specializing in the design and management of complex Grievance Redress Mechanisms (GRMs) and making policy dialogues with government authorities, means I excel at navigating intricate decision trees, strict logical constraints, and multi-channel categorization workflows where nuance and accuracy are critical. What makes me particularly well suited for an AI Trainer and Domain Expert role is my first-hand knowledge of international policy, human geography, and socio-political risk compliance across diverse regions, including East Africa, the Middle East, and Europe. I have a deep understanding of human perspectives from different contexts as well as being qualified for advanced data labeling, ethical alignment ("red-teaming"), and complex text evaluation because I regularly turn dense technical information into clear, high-level reports and Standard Operating Procedures (SOPs). This background enables me to train, assess, and align Large Language Models with strong cultural awareness, sound reasoning, and careful adherence to strict guidelines beyond the capacity of most generalist data annotators.

Labeling Experience

High-Risk Logical Logging & Grievance Routing Frameworks

TextClassification

• Role: Lead Content Specialist / Operations Manager (UNICEF) • Project Overview: Designed and managed multi-channel Grievance Redress Mechanism (GRM) workflows for cash-based assistance programs in fragile contexts (Somalia, Iraq). • Annotation/Labeling Focus: Built complex typology classification systems and decision-making loops to sort, tag, and triage multi-channel text feedback and complaints. Established multi-tiered definitions to handle highly sensitive, ambiguous, or volatile documentation, ensuring absolute data segregation and strict role alignment. Also consulted and validated the model with multiple partners.

2025 - Present

Information Management System (MIS) Specialist / Social Policy Officer (UNICEF)

TextFine-tuning

• Role: Information Management System (MIS) Specialist / Social Policy Officer (UNICEF) • Project Overview: Managed large-scale operational databases for national child benefits and emergency response initiatives (Türkiye, Czech Republic). • Annotation/Labeling Focus: Executed end-to-end data cleansing, text normalization, and structural deduplication protocols across massive single registries (including the ISAIS and HOPE platforms). Developed strict data-entry rubrics and automated quality assurance checks to maintain zero-error tolerances in financial and logistical data streams.

2016 - Present

Technical Protocol Synthesis & Guideline development and management

TextQuestion Answering

• Role: Subject Matter Expert / Policy Specialist (UNICEF) • Project Overview: Authored global Standard Operating Procedures (SOPs) and manuals aligning international program frameworks with host-government systems. • Annotation/Labeling Focus: Translated dense, abstract socio-political policies and legal compliance guidelines into clear, step-by-step logical rubrics for field teams. This experience directly maps to advanced prompt engineering, rule-based constraint enforcement, and writing the rigorous baseline evaluations used to score Large Language Models (LLMs) on factual accuracy and safety metrics.

2025 - Present

Education

Work History