Prisca O.

Key Skills

Software

Other

Micro1

OneForma

Mindrift

Remotasks

Roboflow

Sama

Sloth

Scale AI

Telus

CrowdSource

Appen

Top Subject Matter

Financial domain (finance, accounting, audit, compliance)

Financial Compliance & Risk Analysis

Contract Drafting & Negotiation

Top Data Types

Document

Text

Image

Top Task Types

Text Generation

Evaluation/Rating

Data Collection

Classification

Bounding Box

Point/Key Point

Object Detection

Question Answering

Text Summarization

RLHF

Freelancer Overview

Accounting Manager / Controller (AI training transferable skills) — Robert Half — City of Hamilton (IT Finance). Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Master of Business Administration, University of Windsor (2021) and Post-Graduate Studies in Accounting, University of Windsor (2018). AI-training focus includes data types such as Document and labeling workflows including Evaluation and Rating.

Labeling Experience

Accounting Manager / Controller (AI training transferable skills) — Robert Half — City of Hamilton (IT Finance)

Document

Validated and reconciled large, complex financial datasets to ensure accuracy and consistency, analogous to reviewing AI training data. Designed automated dashboards to quality-check outputs against ground truth, supporting reliable labeling decisions. Applied domain expertise to evaluate financial risk, translating to reviewing AI responses for correctness and safety. • Reconciliation and validation of complex budget and financial datasets at scale • Quality-checking AI-generated outputs against evidence/ground truth • Error identification and correction across high-value financial lines • Documentation and communication of findings suitable for model feedback workflows

2023 - Present

Audit Manager / Director of Grants & Contracts — Goodwill NY

OtherDocument

Reviewed and moderated financial and contractual documentation for policy compliance, mirroring content moderation and guideline-based annotation. Mentored and supervised a team to provide structured feedback, supporting quality assurance processes for labeled data. Led audit-related communication requiring precise and unambiguous reporting of findings that can serve as annotation rationale. • Policy-compliance review and moderation of contractual/financial documents • Team mentorship with structured feedback loops • High-volume data validation with detailed documentation • Liaising with external stakeholders to clarify findings and rationale

2022 - 2023

Assurance / External Auditor — PricewaterhouseCoopers

OtherDocument

Performed in-depth analysis of financial statements to identify errors, fraud, and material misstatements, directly supporting fact-checking and hallucination detection. Applied structured audit methodologies to evaluate compliance across industries, aligning with taxonomy and guideline adherence in annotation tasks. Assessed IT system risk and internal controls to support safety, bias, and policy violation checks for AI outputs. • Error and fraud identification within financial statements • Compliance evaluation using structured audit methodologies • Documentation of complex findings for model evaluation-style feedback • Risk/control assessment relevant to AI safety and policy adherence

2021 - 2023

Senior Financial Analyst — Canadian Ledgers & GDP — FCA Canada

OtherDocument

Performed trend analysis and reconciliation of large financial datasets to spot inconsistencies, analogous to identifying labeling errors in AI outputs. Reviewed and approved multi-party financial transactions using rigorous quality checks, similar to QA validation of annotated data. Coordinated cross-functional work to ensure SOX compliance, demonstrating disciplined adherence to strict guidelines. • Reconciliation and inconsistency detection in large datasets • QA-style review and approval of multi-party transactions • Compliance-focused process adherence (SOX) • Coordination for guideline-consistent outcomes across teams

2020 - 2021

Education

Work History