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Carmen CastañedaCC

Average response time: 1 hour

About Carmen

Senior research consultant with AI data expertise. I turn complex data into clear evidence — from annotation & VLM evaluation to survey design, behavioral science, and policy analysis.
Over 10 years I've designed and led research for the World Bank, IADB, UN Women, and government ministries across 22 countries. That means managing large-scale data collection, overseeing field teams, building cross-country databases, and delivering findings to ministers, donors, and multilateral organizations under real deadlines.
I recently expanded into AI data work — VLM ranking, agent evaluation, and annotation QA. My research training translates directly: I'm used to working with structured rubrics, catching inconsistencies in data, and maintaining quality at scale. Behavioral science is a particular strength — I co-authored a World Bank paper on applying behavioral nudges in field experiments.
If you need someone who can combine methodological rigor with clear written output — whether that's an annotated dataset, an evaluation framework, or a research report — I'm the person.
Published researcher. Fluent in English and Spanish. Available for remote projects worldwide.
  • Spanish

    Native or bilingual

  • English

    Fluent

Remote only
Primarily works remotely

Experience

  • Agents Only
    Data Annotator / AI Trainer
    May 2025 - Today (1 year and 3 months)
    • · Evaluated and ranked Vision-Language Model (VLM) outputs for agentic tasks, assessing response quality, instruction-following, and tool-use accuracy.
    • · Applied structured annotation guidelines to generate comparative preference data used in model training pipelines.
    • · Developed familiarity with agent evaluation rubrics, multi-turn interaction assessment, and quality control in AI data workflows.
    Data Annotation & AI Evaluation
  • Multilateral, Government & NGO Clients
    Independent Consultant & Researcher
    January 2014 - Today (12 years and 7 months)
    • · Designed and led 10+ research and evaluation projects for IADB, UN Women, World Bank, and government ministries across 22 LAC countries.
    • · Built and administered surveys of 2,000+ respondents; oversaw field teams and data quality protocols across large scale mixed-methods studies.
    • · Collaborated with MIT (measuring behavioral impacts on girls' computational thinking) and LSE (state capacity through 1 M+ FOI requests) — research contexts requiring rigorous data handling at scale.
    • · Applied behavioral economics frameworks (loss aversion framing, social norms, SMS nudges) to design interventions, demonstrating practical grounding in behavioral science applied to real-world data.
    • · Developed online training courses for government agencies, combining instructional design with evidence-based content on complex policy topics.
  • CIDE – Public Administration Division
    Research & Teaching Assistant
    January 2014 - January 2024 (10 years)
    • · Co-authored peer-reviewed publications in Public Administration and Development (Wiley, 2024) and a World Bank Policy Research Working Paper (2023).
    • · Contributed to a Lancet Commission scoping review synthesizing global interventions on gender-based violence — coordinating cross-disciplinary evidence across multiple research teams.
    • · Designed and delivered graduate-level modules integrating gender and data perspectives into public administration curricula.
    • · Managed large datasets and conducted statistical analysis for projects on state capacity, bureaucracy, and public service delivery.

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Education

  • BA Political Science & International Relations
    CIDE (Centre for Research & Teaching in Economics)
    2014
    BA Political Science & International Relations
  • Feminist Research Methodologies & Digital Research
    The New School
    2021
    Feminist Research Methodologies & Digital Research

Skill set

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