Experian
Data Scientist, Innovation Lab - Remote
Summary
Experian is a global data and technology company providing analytics and software to help businesses and consumers make better decisions across lending, fraud, healthcare, marketing, and other markets. The Innovation Lab is Experian’s R&D unit, and this Data Scientist role develops advanced analytical solutions and product prototypes while evaluating strategic data assets.
What you'll do
- Create advanced machine learning solutions to extract insights from structured and unstructured data sources.
- Select and apply appropriate machine learning, deep learning, and processing techniques to uncover data value.
- Design efficient data structures and storage solutions to improve data manipulation and retrieval.
- Innovate using tools for data processing and information retrieval.
- Analyze, dissect, and document large datasets to identify patterns and insights.
- Develop impactful algorithms to solve complex challenges.
- Validate models using performance metrics and analyze ROI and benefits.
- Document and present model processes, outcomes, findings, and performance metrics.
Requirements
Education: Master’s degree or higher in Machine Learning, Data Science, AI, Computer Science, or a related quantitative field.
Experience: 1+ years in AI, data science, or predictive modeling.
Programming: Proficiency in at least one language; strong coding skills in Python.
ML/DL: Experience with deep learning (CNN, RNN, LSTM, attention models) and machine learning methods (SVM, GLM, boosting, random forest); exposure to graph models and/or reinforcement learning.
Tools: Experience with PyTorch, Keras, TensorFlow, scikit-learn, pandas.
Big data: Experience with Spark (PySpark).
GenAI: Experience with LLMs, generative AI tools, developing advanced language models, and applying GenAI-based tools.
Data platforms: Experience with Hadoop and NoSQL technologies (MapReduce, Hive, HBase, MongoDB, Cassandra).
Applied research: Experience modifying and applying advanced algorithms to practical problems.
Conditions
Work style: Remote, with flexibility to work remote, hybrid, or in-office (as available by location).
Compensation: Base salary plus eligible variable pay opportunity.
Benefits: Medical, dental, vision, and matching 401(k).
Time off: Flexible time off including volunteer time off, vacation, sick time, and 12 paid holidays.