Job Description:
CHS Inc. is a leading global agribusiness owned by farmers, ranchers and cooperatives across the United States that provides grain, food and energy resources to businesses and consumers around the world. We serve agriculture customers and consumers across the United States and around the world. Most of our 10,000 employees are in the United States, but today we have employees in 19 countries. At CHS, we are creating connections to empower agriculture.
Summary
We’re looking for a curious, hands on intern to help us structure and ingest trading data into AI/ML workflows and refine our fertilizer trading models for illiquid markets. You’ll partner with traders and quants to turn disparate supply/demand signals into clean, reliable features, run backtests, and help operationalize models that improve price discovery and risk aware decision making in products such as MAP, DAP, SSP, and urea.
Responsibilities
Data ingestion & quality
Build repeatable pipelines to pull, clean, and validate market, logistics, inventory, and cost data (e.g., production, exports, sulfur inputs, regional demand) into our analytics environment.
Document data lineage, metadata, and quality checks to ensure models are auditable and trustworthy.
Feature engineering & modeling
Engineer features that capture illiquidity dynamics (sparse transactions, price gaps, seasonality), supply/demand shifts, and logistics constraints; test feature usefulness via cross validation and ablation studies.
Contribute to model selection/tuning (time series, probabilistic, gradient boosting, shallow neural nets) with rigorous backtesting and stress scenarios appropriate to fertilizer markets.
Model operations (MLOps)
Package and deploy models using our Dataiku environment, integrate with Snowflake data products, and build monitoring dashboards in Power BI; leverage Copilot Studio/ChatGPT
Enterprise for workflow accelerators and documentation. Write clear model cards covering purpose, assumptions, data sources, performance, and limitations.
Decision support
Translate model outputs into trader friendly visuals and narratives (marginal supplier/demand, price thresholds, scenario summaries).
Support weekly market reviews with timely updates and reproducible notebooks.
Minimum Qualifications (required)
Working toward a Bachelor’s or Master’s in Data Science, Statistics, Applied Math, Computer Science, Economics/Finance, or related field.
Coursework or projects in probability/statistics, time series, optimization, or econometrics.
Practical experience with Python (pandas, numpy, scikit learn), SQL, and data visualization.
Strong communication skills; ability to explain complex ideas simply to non technical stakeholders.
Additional Qualifications
Exposure to commodity markets or agriculture; familiarity with fertilizer products (MAP/DAP/SSP/urea) and drivers (production, exports, input costs like sulfur).
Experience with Dataiku, Snowflake, Power BI, or similar tools for analytics engineering and dashboarding.
Interest in illiquid market modeling (intermittent price formation, wide bid ask, sparse transactions) and scenario/stress testing.
Comfort with prompt engineering and AI documentation; ability to use enterprise LLM tools to accelerate analysis while maintaining governance.
CHS offers a competitive total rewards package. Compensation includes base wage and, depending upon position, may include other earnings such as bonus, incentives and commissions. Actual pay offered will vary based on multiple factors which may include, without limitation, experience, education, training, specialized skills and certifications, minimum wage/salary requirements under local law.
If eligibility requirements are met, you may participate in 401(k).
CHS is an Equal Opportunity Employer/Veterans/Disability.
Please note that any communication from a CHS recruiter would be sent using a chsinc.com email address. In addition, a CHS recruiter will not ask for confidential information over the phone or in an email, or request money from a candidate involved in an offer process. If you have questions regarding an employment opportunity, please reach out to chscareers@chsinc.com ; to verify that the communication is from CHS.
To apply please click on APPLY TO THIS POSITION
Job Post Date: 12/12/25
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