Problem Formulation (Business problem to Data Science Problem), OKR Validation against statistical measures, Data Wrangling, Data Storytelling & Insight Generation, Problem Solving, Excel VBA, Data Curiosity, Technical Decision Making (How many iterations to go for vs when to stop iterating), Communication & Articulation: Vocal & Written, Business Acumen (Consume new domains quickly to learn through data), Design Thinking, Data Literacy
Specialization
Data Science Foundation: Senior Data Scientist
Job requirements
Mandatory skills
LLM application development and fine-tuning
Agentic AI frameworks (e.g., LangChain, LlamaIndex, Semantic Kernel)
RAG patterns and enterprise knowledge integration
Prompt design, tool integration, and orchestration
Roles and Responsibilities
Key Responsibilities
Autonomous Task Execution
: Initiate and complete multi-step tasks across platforms (e.g., CRM, ERP, cloud services).
Decision-Making
: Analyze data and make informed decisions aligned with organizational goals.
Process Optimization
: Identify inefficiencies and propose improvements using real-time analytics.
Knowledge Management
: Research, synthesize, and present information to support strategic initiatives.
Customer Interaction
: Engage with users via chat, email, or voice to resolve queries and escalate issues when necessary.
Learning & Adaptation
: Continuously improve performance based on feedback and outcomes.
Compliance & Ethics
: Operate within defined ethical, legal, and organizational boundaries.
Required Capabilities
Natural Language Understanding and Generation
Autonomous Workflow Management
Integration with APIs, databases, and enterprise tools
Real-time analytics and decision-making
Reinforcement learning or feedback-based adaptation
Preferred Training Data / Knowledge Domains
Business operations (sales, marketing, HR, finance)
Customer service and support
Technical documentation and product knowledge
Organizational policies and compliance frameworks
Performance Metrics
Task completion rate and accuracy
Decision quality and impact
User satisfaction scores
Learning velocity and adaptability
* Ethical compliance rate
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