IPolarity · 5 hours ago
Data Scientist — FE, Graph DB and Analytics - Senior Role
IPolarity LLC is a Professional Services firm that provides strategic solutions in various industries. They are seeking a Senior Data Scientist to model and analyze financial events and entity relationships using graph data, working closely with engineers and stakeholders to deliver insights and products.
Cloud ComputingInformation TechnologyMachine LearningWeb Design
Responsibilities
Design and evolve graph data models for financial events, entities, and relationships (accounts, payments, invoices, trades, counterparties, ownership, etc.)
Translate business questions into graph queries and features (traversals, communities, centrality, paths, temporal patterns)
Build data pipelines for ingestion, cleaning, labeling, and feature engineering, including entity resolution and relationship extraction where needed
Develop and validate statistical/ML models (risk scoring, anomaly detection, fraud patterns, forecasting, classification)
Create event-driven analytics using strong time semantics (event ordering, windows, causality assumptions, lifecycle states)
Partner with engineering to productionize models: batch + near-real-time scoring, monitoring, drift checks, and reproducible experiments
Communicate findings clearly via notebooks, dashboards, and concise writeups
Qualification
Required
Strong foundation in statistics + machine learning (evaluation, leakage prevention, bias checks, calibration, experimentation)
Hands-on experience with Graph DBs and graph concepts: Schema/design: node/edge types, properties, constraints, indexing, cardinality, temporal modeling
Querying: Cypher (Neo4j) and/or Gremlin/SPARQL
Graph algorithms: PageRank, betweenness, connected components, community detection, similarity
Strong Python for DS (pandas, numpy, scikit-learn; comfort writing production-ready code)
Solid data engineering basics: SQL, ETL, data quality checks, versioning, reproducibility
Ability to explain technical results to non-technical stakeholders
10+ years of Experience Required
Preferred
Financial data and event modeling: payments, reconciliation, ledgers, trades, positions, KYC/AML signals, counterparty networks
Understanding of financial events and workflows (authorization → capture → settlement, invoice → payment → reconciliation, trade lifecycle, etc.)
REA (Resources–Events–Agents) modeling and/or accounting event-sourcing concepts is a strong plus
Entity resolution / record linkage; graph-based identity resolution
NLP for event extraction from unstructured text (contracts, filings, invoices)
Experience with cloud data stacks (GCP/AWS), orchestration (Airflow/Prefect), and model serving
Knowledge of governance/security patterns for sensitive financial data
Company
IPolarity
IPolarity is an IT company that provides web designing, cloud computing, and machine learning services.
H1B Sponsorship
IPolarity has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2025 (67)
2024 (65)
2023 (45)
2022 (81)
2021 (85)
2020 (121)
Funding
Current Stage
Growth StageCompany data provided by crunchbase