
Senior Data Scientist
3 days ago
CTC- No bar for right candidate
Industry preferred - Manufacturing / Industrial AI / Industry 4.0
Expertise in Python (Pandas, Scikit-learn, Pyomo, XGBoost, etc.), and experience with cloud ML tooling (Azure ML).
Responsibilities :
Data Science Solution Development :
- Design and develop predictive and prescriptive models for manufacturing challenges such as process optimization, yield prediction, quality forecasting, downtime prevention, and energy usage minimization.
- Perform robust exploratory data analysis (EDA) and apply advanced statistical and machine learning techniques (supervised and unsupervised).
- Translate physical and chemical process knowledge into mathematical features or constraints in models.
- Deploy models into production environments (on-prem or cloud) with high robustness and monitoring
Team Leadership & Management :
- Lead a compact data science pod (2-3 members), assigning responsibilities, reviewing work, and mentoring junior data scientists or interns.
- Own the entire data science lifecycle: problem framing, model development, validation, deployment, monitoring, and retraining protocols.
Stakeholder Engagement & Collaboration :
- Work directly with Process Engineers, Plant Operators, DCS system owners, and Business Heads to identify pain points and convert them into use-cases.
- Collaborate with Data Engineers and IT to ensure data pipelines and model interfaces are robust, secure, and scalable.
- Act as a translator between manufacturing business units and technical teams to ensure alignment and impact.
Solution Ownership & Documentation :
- Independently manage and maintain use-cases through versioned model management, robust documentation, and logging.
- Define and monitor model KPIs (e.g., drift, accuracy, business impact) post-deployment and lead remediation efforts.
Desired profile:
- 8+ years of experience in Data Science roles, with a strong portfolio of deployed use-cases in manufacturing, energy, or process industries.
- Proven track record of end-to-end model delivery (from data prep to business value realization).
- Masters or PhD in Data Science, Computer Science Engineering, Applied Mathematics, Chemical Engineering, Mechanical Engineering, or a related quantitative discipline.
- Expertise in Python (Pandas, Scikit-learn, Pyomo, XGBoost, etc.), and experience with cloud ML tooling (Azure ML, AWS Sagemaker, etc.).
- Familiarity with plant control systems (DCS, SCADA, OPC UA), historian databases (PI, Aspen IP.21), and time-series data.
- D perience in developing optimization models (LP, MILP, MINLP) for process or resource allocation problems is a strong plus. D
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