CSC Generation · 15 hours ago
Staff Data Scientist
CSC Generation is the AI-native holding company re-engineering omni-channel retail. They are seeking a Staff Data Scientist to lead the development of production-grade machine learning solutions that drive measurable business impact.
AnalyticsFinanceRetailSoftware
Responsibilities
Lead the design and development of ML systems that solve complex, ambiguous business problems
Make sound technical decisions on model architecture, evaluation methodology, and tradeoffs
Set standards for model validation, testing, and monitoring across the team
Identify when "good enough" is appropriate vs. when deeper investment is warranted
Debug and troubleshoot models that fail in production - understand why they fail, not just that they fail
Frame business problems as well-defined ML tasks with clear success criteria
Build robust predictive models (classification, regression, time series, causal inference)
Implement rigorous train/validation/test methodology to ensure real-world generalization
Identify and prevent data leakage, overfitting, and other failure modes before they reach production
Define metrics that align model performance with actual business outcomes
Conduct holdout testing on true out-of-sample data - recognize when CV metrics are misleading
Design and analyze experiments to measure causal impact
Communicate model limitations, uncertainty, and risk to technical and non-technical stakeholders
Partner with product, engineering, and business teams to ensure ML solutions solve real problems
Translate complex technical concepts into actionable recommendations for stakeholders
Contribute to hiring and technical interviews
Qualification
Required
MS in a quantitative field (Statistics, Computer Science, Operations Research or related discipline)
7+ years applied ML / data science experience
Expert-level proficiency in Python / R, and SQL
Familiarity with cloud data & ML platforms (GCP/Vertex AI, AWS/SageMaker)
Proven track record of building production ML systems that delivered measurable business impact
Deep understanding of model evaluation methodology, experimental design, and causal inference
Ability to work with messy, incomplete, real-world data and make pragmatic tradeoffs
Strong communication and influence skills
Self-directed and autonomous
Preferred
Hands-on experience in e-commerce retail and pricing
PhD in a quantitative field
Track record of mentoring junior data scientists and leading technical projects
Company
CSC Generation
CSC Generation develops a proprietary technology platform designed to save brands from liquidating.
H1B Sponsorship
CSC Generation 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 (2)
2024 (1)
2023 (5)
2022 (7)
2021 (3)
Funding
Current Stage
Late StageTotal Funding
unknown2024-08-27Series E
2021-10-01Series D
2019-01-01Series Unknown
Leadership Team
Justin Yoshimura
Founder, Chairman and CEO
Recent News
2025-07-19
2025-03-28
Company data provided by crunchbase