Summary
Overview
Work history
Education
Skills
Timeline
Generic

Pauline Milioto

Dublin

Summary

Detail-oriented Data Specialist with extensive experience in managing data labeling and brand safety projects across diverse markets. Strong proficiency in SQL for data analysis, pipeline development, and reporting. Skilled in project management, stakeholder collaboration, and creating scalable workflows using JSON to support machine learning model creation. Proven ability to deliver high-quality datasets, develop real-time dashboards, and implement data-driven solutions. Adept at conducting root cause and market analysis and aligning cross-functional teams to meet project goals efficiently.

Overview

6
6
years of professional experience

Work history

RISK ANALYST

Tiktok
Dublin
01.2025 - Current

Data & Analytics

  • Built and maintained SQL-based datasets, dashboards, and automated reports to track risk exposure and performance across three core business areas.
  • Created business-actionable metrics that enabled teams to prioritise risk mitigation efforts and maximise ROI.
  • Conducted root cause analysis & technical reports to surface operational and model-related risks, supporting timely and effective mitigation strategies.
  • Identified and resolved coverage gaps in model inputs and risk tracking systems, improving data accuracy and decision-making.

Project Management & XFN Collaboration

  • Re-established and scaled cross-functional collaboration across Data Science, Policy, Product, QA, and Operations teams, improving clarity and execution ; including RACI chart.
  • Led risk monitoring initiatives by aligning with Data Science, Policy, and Product stakeholders on risk definitions, thresholds, and KPIs.
  • Translated business needs into technical requirements for analytics and reporting, ensuring scalable solutions across global teams.

DATA SPECIALIST

Tiktok
Dublin, Dublin
07.2023 - 01.2025

· Project Management: Led end-to-end labeling projects for machine learning model creation, aligning with stakeholders and ensuring on-time delivery of high-quality data.

· Template Design (JSON): Created scalable moderation templates using JSON, streamlining labeling workflows and enhancing data consistency.

· Stakeholder Collaboration: Bridged communication between product, engineering, policy, and operations teams, translating product needs into actionable data solutions.

· Data Pipeline Development: Built and maintained data pipelines and tables to optimize data flow.

· Dashboard Creation: Developed real-time dashboards to track project progress and quality, enabling data-driven decision-making for stakeholders.

· Quality Assurance: Implemented quality control measures to reduce labeling errors, ensuring high accuracy for datasets used in model training.


SENIOR MODEL OPTIMISATION SPECIALIST- BRAND SAFETY

Tiktok
Dublin, Dublin
11.2020 - 07.2023

Project Management & Policy Implementation

· Led the EMEA Brand Safety Project across 43 markets, managing scope, timelines, and KPIs to ensure successful delivery.

· Created SOPs, operational workflows, and improvement plans, optimizing resources and addressing underperformance.

· Drafted Brand Safety policies and developed training materials, ensuring policy alignment and providing continuous support to teams.

· Trained internal and external teams, ensuring consistent execution and quality across markets.

Data Analysis

· Developed analytics tools to evaluate project success and identify trends.

· Conducted root cause analysis for low brand safety rates, providing actionable insights and contingency plans.

· Analyzed data injections according to market needs and implemented corrective measures across affected markets.




POLICY EXPERT, COACH SME

Covalen
Dublin, Dublin
06.2020 - 11.2020

· Coordinating and managing a team of 30 people

· Responsible for the Team Quality by mentoring, shadowing and communicating policy and procedure updates

· Elaborate weekly Action Plan reports to implement different strategies, adapted to the team's results, as well as creating new resources to ensure the highest quality
· Participating in focus groups with the client in order to improve materials and flag policy inconsistencies

· Training new hires, clarifying grey areas, shadowing new workflows · Implement weekly Action Plans based on the RCA provided by the Quality Analyst in order to address Policy-related issues on the team. Follow up on the results


SENIOR QUALITY AUDITOR

Covalen
Dublin, Dublin
01.2020 - 06.2020

COMMUNITY OPERATIONS ANALYST

Covalen
Dublin, Dublin
06.2019 - 01.2020

SALES REPRESENTATIVE

Hertz
Dublin, Dublin
01.2019 - 06.2019

Education

SQL for Data Science

UCDavis (Coursera)
Dublin
08.2023 - 10.2023

SQL Window Functions for Analytics

Coursera
Dublin
01.2024 - 01.2024

Python for Beginners

Cousera
Dublin
05.2024 - 05.2024

Project Management Essentials

TikTok
Dublin
11.2022 - 11.2022

A-Levels - Literature

Lycee Monge
2014

Skills

  • SQL
  • Data analysis
  • Microsoft Office
  • Critical analysis
  • Quality Assurance & Control
  • Strategic planning



  • Project Management
  • Product knowledge
  • Compliance management
  • Adaptability
  • Policy development
  • Problem Solving



Timeline

RISK ANALYST

Tiktok
01.2025 - Current

Python for Beginners

Cousera
05.2024 - 05.2024

SQL Window Functions for Analytics

Coursera
01.2024 - 01.2024

SQL for Data Science

UCDavis (Coursera)
08.2023 - 10.2023

DATA SPECIALIST

Tiktok
07.2023 - 01.2025

Project Management Essentials

TikTok
11.2022 - 11.2022

SENIOR MODEL OPTIMISATION SPECIALIST- BRAND SAFETY

Tiktok
11.2020 - 07.2023

POLICY EXPERT, COACH SME

Covalen
06.2020 - 11.2020

SENIOR QUALITY AUDITOR

Covalen
01.2020 - 06.2020

COMMUNITY OPERATIONS ANALYST

Covalen
06.2019 - 01.2020

SALES REPRESENTATIVE

Hertz
01.2019 - 06.2019

A-Levels - Literature

Lycee Monge
Pauline Milioto