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International Development and Operations professional with 12+ years of experience delivering programs across Africa, the Middle East, and Europe. I bring deep practitioner knowledge in government-adjacent and non-profit contexts - including grant management, compliance oversight, monitoring & evaluation, and policy-aligned program design - directly applicable to evaluating AI responses in high-stakes public sector domains. My hands-on experience in AI model evaluation at Micro1 and Mercor allows me to design realistic prompts, execute real-world tasks, and develop evaluation rubrics for frontier AI models. By blending frontline field experience with rigorous AI task design and evaluation, I help AI systems better understand and support genuine human activities.…International Development and Operations professional with 12+ years of experience delivering programs across Africa, the Middle East, and Europe. I bring deep practitioner knowledge in government-adjacent and non-profit contexts - including grant management, compliance oversight, monitoring & evaluation, and policy-aligned program design - directly applicable to evaluating AI responses in high-stakes public sector domains. My hands-on experience in AI model evaluation at Micro1 and Mercor allows me to design realistic prompts, execute real-world tasks, and develop evaluation rubrics for frontier AI models. By blending frontline field experience with rigorous AI task design and evaluation, I help AI systems better understand and support genuine human activities.

Esther Eshiet

Project Manager, Data Annotator, AI Ethics Consultant

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International Development and Operations professional with 12+ years of experience delivering programs across Africa, the Middle East, and Europe. I bring deep practitioner knowledge in government-adjacent and non-profit contexts - including grant management, compliance oversight, monitoring & evaluation, and policy-aligned program design - directly applicable to evaluating AI responses in high-stakes public sector domains. My hands-on experience in AI model evaluation at Micro1 and Mercor allows me to design realistic prompts, execute real-world tasks, and develop evaluation rubrics for frontier AI models. By blending frontline field experience with rigorous AI task design and evaluation, I help AI systems better understand and support genuine human activities.…International Development and Operations professional with 12+ years of experience delivering programs across Africa, the Middle East, and Europe. I bring deep practitioner knowledge in government-adjacent and non-profit contexts - including grant management, compliance oversight, monitoring & evaluation, and policy-aligned program design - directly applicable to evaluating AI responses in high-stakes public sector domains. My hands-on experience in AI model evaluation at Micro1 and Mercor allows me to design realistic prompts, execute real-world tasks, and develop evaluation rubrics for frontier AI models. By blending frontline field experience with rigorous AI task design and evaluation, I help AI systems better understand and support genuine human activities.

Available to hire

International Development and Operations professional with 12+ years of experience delivering programs across Africa, the Middle East, and Europe. I bring deep practitioner knowledge in government-adjacent and non-profit contexts - including grant management, compliance oversight, monitoring & evaluation, and policy-aligned program design - directly applicable to evaluating AI responses in high-stakes public sector domains.
My hands-on experience in AI model evaluation at Micro1 and Mercor allows me to design realistic prompts, execute real-world tasks, and develop evaluation rubrics for frontier AI models. By blending frontline field experience with rigorous AI task design and evaluation, I help AI systems better understand and support genuine human activities.

Skills

Experience Level

Expert

Expert

Expert

Intermediate

Language

English

Fluent

French

Intermediate

Work Experience

AI Domain Expert - Government & Non-Profit Evaluator at Mercor

March 1, 2026 - Present

Evaluate AI-generated responses for factual accuracy, regulatory correctness, safety, and practical usefulness across government and non-profit domains. Write realistic prompts reflecting how professionals and consumers seek domain-specific guidance in public sector and development contexts. Identify fabricated claims, incorrect references, and misleading reasoning across model outputs, providing structured written justifications with specific evidence. Score and rank multiple model responses using structured rubrics across quality, accuracy, and safety dimensions to support frontier model training.

AI Data Annotation & Workflow Analyst at Micro1

January 1, 2026 - February 1, 2026

Reviewed AI-generated outputs for safety, bias, accuracy, and instruction adherence, applying structured ethical and compliance criteria to each evaluation. Detected fabricated claims, hallucinated references, and misleading reasoning in model outputs, flagging content that could be harmful, inaccurate, or inappropriate. Authored realistic domain-specific prompts and provided structured written feedback on policy-related and safety issues across diverse content types. Participated in calibration and QA processes, identifying edge cases and bias risks to improve model alignment with human values.

AI Response Evaluator at Pareto AI

September 1, 2025 - December 1, 2025

Classified and evaluated 1,000+ AI outputs against fairness, accuracy, and compliance criteria, maintaining high consistency across large-volume review cycles. Identified non-compliant, misleading, and potentially harmful outputs across diverse topics, providing evidence-based written justifications for each decision. Applied rule-based evaluation standards to detect outputs that violated safety and ethical guidelines, directly supporting model alignment efforts. Flagged inconsistencies and edge cases to strengthen dataset reliability and improve model performance across sensitive content areas.

Program and Partnership Lead - Global Fellow at Milken Innovation Center, Jerusalem, Israel

January 1, 2021 - December 1, 2021

Applied gender equity, social inclusion, and ethical program design principles across a 26-fellow global cohort, ensuring fairness and equitable access throughout program delivery. Revised the program's Theory of Change, strengthening ethical foundations and alignment between values and outcomes. Designed impact assessment frameworks incorporating equity and inclusion indicators, increasing program accountability.

Program Guild Coach at Impact Hub Lagos, Nigeria

March 1, 2022 - September 1, 2022

Supported 750 returnee migrants through rights-based, ethically grounded placement programs, coordinating with government agencies and ensuring compliance with international labor, migration, and human rights frameworks. Applied monitoring and evaluation tools to assess program fairness and participant wellbeing, maintaining high participant satisfaction.

Inventory, Asset Management & Online Auction Coordinator at U.S. Embassy, Paris

February 1, 2025 - March 1, 2026

Maintained regulatory compliance across multi-city government operations, demonstrating rigorous adherence to institutional policy and compliance standards. Supervised vendor contracts with strong compliance, applying structured accountability frameworks to all external relationships.

Faculty Lead / Program Manager at Afterschool Centre for Career Development (ACCD), Nigeria

May 1, 2014 - October 1, 2019

Directed five programs serving 7,528 graduates with emphasis on equity, inclusion, and gender empowerment—expanding female participation by 30% through targeted mentoring. Secured and managed grants with full compliance across multiple funders.

Programs Officer at The Bridge Leadership Foundation, Nigeria

July 1, 2011 - May 1, 2014

Managed budgets over $250,000+ annually for youth leadership programs serving 10,000+ beneficiaries, maintaining full grant compliance and upholding ethical standards. Implemented entrepreneurship and leadership curriculum grounded in social equity principles, impacting 2,000+ youth participants. Revised a global fellowship's Theory of Change to improve delivery efficiency by 20%.