Amanda Mullins

Data Analysis | Statistical Modelling

I've spent more than a decade working with messy real-world data. Most of my work focuses on understanding how programs operate, identifying trends, improving data quality, and helping decision-makers make sense of complicated systems.I enjoy digging into patterns and relationships in data. My work has included forecasting, regression modelling, cohort analysis, and evaluating outcomes over time.Statistical Modeling
Regression modeling · Clustering · ANOVA · R & SPSS · Multivariate analysis · Feature engineering · Model validation · Statistical computingMachine Learning
Supervised learning · Classification models · Cross-validation · Performance evaluation · Model documentationAdvanced SQL & Data Systems
Complex joins · CTEs · Temporary tables · Aggregations · Relational data extraction · Schema normalizationData Transformation & Quality
Administrative data cleaning · Derived variable construction · Data validation pipelines · Reproducible workflows · Automated data processingData Visualization & Decision Support
Executive reporting · KPI design · Dashboard development (Power BI) · Data storytelling · Technical-to-nontechnical translation

Edmonton, Alberta, Canada
amanda [at] amandamullins.ca

TTRPG Writing | Editorial Production

I work with writers, artists, and designers to create independent tabletop role-playing games and anthologies. My experience spans editing, project management, crowdfunding, and publication, with a particular interest in collaborative and community-driven projects.

Narrative & Game Design
Scenario writing · Worldbuilding · Rules and mechanics development · Technical documentation · Playability testing · Structural editing

Editorial & Publication Management
Multi-author coordination · Manuscript review · Quality assurance · Production readiness · Style consistency · Workflow organization

Project & Community Production
Crowdfunding campaign planning · Contributor communication · Release scheduling · Editing · Project leadership

Layout & Book Design
Page layout and typography · Print-ready PDF production · Layout design in Affinity Publisher · Asset placement and formatting · Publication-ready file preparation

Production
Project mangements · Schedule coordination · Contributor engagement · Quality review · Release preparationVisit Firepit Press for more details