Assessfy Industry Projects Lab Advanced 6 milestones 100 marks

Pharmacy Supply Chain Optimization and Stock-Out Prediction System for Indian Retail

Industry: Healthcare Industry: Healthcare Function: Supply Chain Type: Industry-vertical applied project Team: up to 4 Assessment: 6 milestones (100 marks)

Real-world project · AICTE-aligned · AI-graded · Audit-ready certificate

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Enrolled students
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Core skills
About this project

Objective: To develop a predictive system that minimizes stock-outs and optimizes inventory in Indian pharmacy supply chains.

Indian pharmacies often face frequent stock-outs due to fragmented supply chains, unpredictable demand patterns, and limited visibility across inventory and supplier networks. This impacts patient care and business profitability, especially in Tier 2 and Tier 3 cities.

The project will involve collecting real-world data from local pharmacy chains, analyzing historical sales and replenishment patterns, and applying statistical and machine learning models to predict stock-outs. The team will also map supply chain bottlenecks and identify improvement opportunities.

Deliverables include a working predictive dashboard (prototype), detailed supply chain analysis, actionable recommendations, and a business case for implementation. Analysis will be supported by visualizations and scenario simulations for pharmacy managers.

The solution aims to improve inventory management, reduce lost sales, and enable data-driven procurement decisions, contributing to better healthcare delivery and operational efficiency in the Indian context.

Milestones
1. Problem Definition & Business Case
10 marks 21d
Submit a clearly defined project scope, objectives, and justification with Indian pharmacy context; reviewed by faculty for relevance and feasibility.
2. Domain Research & Data Gathering
12 marks 28d
Deliver a report on supply chain operations in Indian pharmacies and collect or simulate relevant sales/inventory data; reviewed for completeness and applicability.
3. Solution Design / Methodology
14 marks 21d
Present a detailed technical and business methodology for predictive modeling and supply chain analysis; reviewed for rigor and clarity.
4. Build / Analysis & Implementation
28 marks 35d
Develop the predictive model, prototype dashboard, and perform supply chain analysis; deliverables reviewed for technical correctness and usability.
5. Validation & Results
24 marks 28d
Validate model accuracy and business impact via case simulations and stakeholder feedback; reviewed for robustness and actionable insights.
6. Final Report & Presentation
12 marks 21d
Submit a comprehensive report with all findings, recommendations, and demonstrate the dashboard; assessed for completeness, professionalism, and clarity.
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Skills you'll learn
HealthcareSupply ChainSupply chain analytics in the healthcare domainStatistical analysis and forecastingMachine learning for predictive modelingData visualization and dashboard creationBusiness communication and stakeholder managementProblem scoping and requirements gatheringPython programming and SQL querying
Tools used
Python (pandasscikit-learnmatplotlib)SQL for data extractionExcel for data cleaning and analysisPower BI or Tableau for dashboard prototypingOpen-source pharmacy sales datasets (e.g.Data.gov.inKaggle)SCOR supply chain frameworkGoogle Sheets for collaborative analysis
Prerequisites
Basic statistics and probabilityOperations management or supply chain fundamentalsIntroductory programming in Python or RData analysis with Excel or SQLBusiness communication skills
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You'll earn — Certificate (PDF)

AICTE-aligned Project Completion Certificate

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