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1. Business Problem Understanding & Approach Development
• Engage with Business, Credit, Risk, Marketing, HR, and Audit teams to understand problem statements
• Participate in cross-functional discussions to understand processes and identify analytical opportunities
• Translate business requirements into structured analytical approaches and solution frameworks
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2. End-to-End Project Ownership
• Own delivery of analytics projects from problem definition to implementation and monitoring
• Manage timelines, stakeholder expectations, and delivery quality
• Ensure solutions are aligned with business objectives and decision-making needs
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3. Data Preparation & Variable Creation
• Extract, clean, and prepare data from multiple sources
• Perform feature engineering and create relevant variables for model development
• Ensure data quality, consistency, and readiness for analysis
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4. Model Development, AI Solutions & Analytical Products
• Develop and deploy predictive, prescriptive, machine learning, and AI-driven solutions across customer lifecycle, risk, collections, fraud detection, marketing, and operational use cases.
• Design, train, fine-tune, evaluate, and optimize statistical, machine learning, deep learning, and Generative AI models.
Build solutions leveraging LLMs, RAG (Retrieval Augmented Generation), Agentic AI frameworks, NLP, and recommendation systems where applicable.
• Develop reusable analytical assets, APIs, model endpoints, and AI services for enterprise-wide adoption.
• Ensure model explainability, fairness, robustness, scalability, and business relevance.
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5. Business Analysis & Insight Generation
• Conduct detailed data analysis to identify trends, patterns, and performance gaps
• Generate insights to support decision-making across lifecycle stages
• Translate analytical outputs into clear, actionable business recommendations
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6. Model Scoring, Monitoring & MLOps
• Perform regular model scoring, performance monitoring, and stability assessments for deployed models.
• Monitor model drift, data drift, hallucination risks (for GenAI solutions), and overall model effectiveness.
• Establish model performance dashboards, automated alerts, and monitoring frameworks.
Most IT Jobs posts in Mumbai ask for 3–6 years of experience (50% of 386 that say).
From live job posts on CoreHRx, updated 2 Nov 2026. Skill figures count posts that list their skills; salary figures only posts that show a salary.
The post does not state the pay. As an estimate, comparable posts on CoreHRx advertise ₹10L – ₹27L a year (typical for IT Jobs in Maharashtra, 100 posts).
In Mumbai.
It is a full time job.
You apply on Tata Capital's website. CoreHRx takes you there after you sign in.
Interview preparation · 12 questions
Preparing for an IT or software developer interview in India? This guide covers the rounds companies run, the technical and HR interview questions asked most often for freshers and experienced developers, sample answers you can adapt, and a simple preparation plan.
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