top of page

Professional Projects

Data Pipeline Migration

• Currently leading the migration of data pipelines and orchestration from legacy systems (MongoDB, Luigi) to a modern stack (Hive, Dagster, EDL) to improve scalability and reduce maintenance overhead.​​

Personal Projects

A/B Testing on Sleep Data

• Designed and analyzed A/B experiments on sleep duration using Polars and Welch’s t-test, revealing statistically significant impacts on stress, heart rate, and sleep quality.

Projects

Digital Credit Product Metrics Dashboard

• ​​Developing dashboards to track digital product performance across the credit space.

​

• ​​Supports 200+ stakeholders with over 900+ monthly views and informs strategic decisions by senior leadership.

Restaurant Review Classifier

• Developed a sentiment analysis model using NLP techniques (TF-IDF, BoW, N-Grams) to classify restaurant reviews with 77% accuracy. ​

GenAI Advisor Chatbot

• Prototyped a GenAI chatbot using Retrieval-Augmented Generation (RAG) to assist advisors in querying internal documentation. Achieved sub-6s response time and enhanced advisor efficiency.

Book Rating Estimator

• Created a Random Forest regression model to estimate book ratings with 0.21 MAE, and deployed via Flask.

Sales Enablement Dashboard

• Designed Tableau dashboards used by sales teams, cutting manual prep time from ~5 hours to 42 minutes. Enabled real-time visibility into competitors' insights.

Promotion Prediction Model

• Built a Decision Tree classifier to predict employee promotions with 89% accuracy, using SMOTE and cross-validation.

Data Discrepancy Automation

• Designed validation workflows to identify and resolve data inconsistencies across 7 distributed systems, reducing reporting discrepancies by 67.6%.

Organizer – Turks in Finance

• Host quarterly networking lunches for Turkish professionals in finance and tech, fostering connection, culture, and community within Toronto’s industry circles.

Workplace Culture Leadership

• Organize recurring social events to boost team collaboration, including seasonal celebrations.

​

• Hosted the 2024 mid-year town hall, facilitating cross-team engagement and visibility.

Volunteer Photographer

• Captured event moments to support fundraising and visibility efforts for WWF-Canada’s environmental initiatives on CN Tower Climb 2024.

Follow Me

  • LinkedIn
  • github
  • goodreads
  • Spotify
  • Instagram

© 2022 by Ceren Kasap.

bottom of page