Courage A.

Key Skills

Software

No software listed

Top Subject Matter

Marketing Domain Expertise

customer insights

and economic/behavioral analytics

Top Data Types

Text

Document

Top Task Types

Data Collection

Prompt + Response Writing (SFT)

Transcription

Evaluation/Rating

Text Summarization

Freelancer Overview

Data Analyst – Marketing & Business Intelligence (Hybrid) at SkipTheDishes. Brings 8+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Master of Science, Toronto Metropolitan University (2021) and Bachelor of Science, University of Toronto (2019). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Data Analyst – Marketing & Business Intelligence (Hybrid) at SkipTheDishes

Text

Analyzed customer and marketing datasets to support AI-enabled marketing evaluation and data quality validation. Focused on identifying behavioral and economic patterns through segmentation and trend analysis to improve downstream model performance and decisioning. Produced KPI tracking and performance reporting that supports ongoing AI data evaluation workflows used by marketing systems. • Data cleaning, validation, and QA for analytics and AI-enabled marketing tools • Segmentation and trend analysis for behavioral/economic pattern discovery • Dashboarding and reporting for campaign performance, conversion rates, and ROI • Translating technical findings into stakeholder-ready insights

2022 - Present

Systems & Data Analyst at Communitech

TextData Collection

Supported preparation and validation of A/B testing datasets from a technical perspective to ensure high-quality inputs for analytics and experimental evaluation. Extracted, cleaned, and structured data from digital platforms using SQL and Python to improve accessibility and accuracy for reporting and downstream analysis. Performed collaboration on data integrity and reporting standards that underpin reliable AI/ML training and evaluation pipelines. • SQL/Python extraction, cleaning, and structuring of multi-platform datasets • Built internal reports and automated spreadsheets to enhance data accessibility • Supported A/B testing data preparation and results validation • Collaborated with engineering/product teams on data integrity and reporting standards

2020 - 2022

Junior Systems Analyst at Ontario Digital Service

TextData Collection

Conducted data validation, documentation, and quality checks on system-generated datasets for public digital platform analytics. Assisted in analyzing user interaction structured datasets with APIs and reporting tools to identify system improvement opportunities. Ensured reliable and well-documented dataset outputs suitable for evaluation and potential AI training/analysis workflows. • Data validation and quality checks on system-generated datasets • Documentation of dataset characteristics and validation outcomes • Analysis of user interaction data to support system improvements • Work with structured datasets, APIs, and reporting tools

2019 - 2020

Education

Work History