Sisira User
@sisirauser
Senior Data Scientist delivering scalable ML, NLP, and cloud-native data platforms to drive business impact.
What I'm looking for
I am a Senior Data Scientist with nearly five years of experience building end-to-end machine learning, NLP, and Generative AI solutions across fintech, e-commerce, and healthcare. I design and operate cloud-native data platforms and ML pipelines on AWS, Azure, and GCP, productionize models with Docker/MLflow and CI/CD, and create executive analytics that improve decision-making and operational outcomes.
My work has reduced default risk by 18%, improved portfolio quality by 15%, sped up ETL pipelines by 30%, and cut repeat customer complaints by 25% through NLP-driven insights. I combine rigorous experimental design, feature engineering, and advanced modeling (time series, deep learning, transformers) to deliver measurable results and collaborate cross-functionally to translate business problems into scalable analytical systems.
Experience
Work history, roles, and key accomplishments
Senior Data Scientist
Upbound Group
Jun 2025 - Present (9 months)
Developed and deployed credit risk and ML solutions that reduced default risk by 18% and improved portfolio quality by 15%; built end-to-end pipelines and data warehouses supporting 50M+ records and accelerated ETL performance by 30%.
Developed demand forecasting and predictive models improving production planning and delivery logistics; built ML pipelines and segmentation/LTV models across 40M+ records and improved customer satisfaction by 15%.
Analyzed large-scale clinical and operational datasets to support vaccine development and clinical trials, improved pipeline reliability by 30% and produced dashboards and analytics for regulatory compliance.
Data Analyst
Nectar Lifesciences Limited
Mar 2020 - Jul 2022 (2 years 4 months)
Built predictive models and ETL pipelines to improve manufacturing and supply chain forecasting, increasing forecast accuracy by 20% and delivering operational dashboards for production and inventory KPIs.
Education
Degrees, certifications, and relevant coursework
The University of Texas at Arlington
Master of Science, Data Science
2023 - 2025
Completed a Master of Science in Data Science focusing on machine learning, big data systems, and applied analytics from Sep 2023 to May 2025.
Tech stack
Software and tools used professionally
Talend
SAS
QlikView
D3.js
ggplot2
GitHub
Kubernetes
Jenkins
GitHub Actions
NumPy
Pandas
MySQL
PostgreSQL
MongoDB
Microsoft SQL Server
Cassandra
Hadoop
Gmail
Databricks
OpenCV
Redis
MATLAB
TensorFlow
PyTorch
MLflow
scikit-learn
Keras
Kubeflow
Streamlit
NLTK
Gradio
Kafka
FastAPI
Airflow
Google BigQuery
SQL
XGBoost
Stata
Hugging Face
LightGBM
CatBoost
GitHub Copilot
Chi
Factory
Upbound
Causal
Availability
Location
Authorized to work in
Job categories
Skills
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