Assessfy Industry Projects Lab Advanced 6 milestones 100 marks

Designing a Connected-Vehicle Telematics Solution for Driver Behaviour Scoring in India...

Industry: Automobile Industry: Automobile Function: Operations 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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About this project

Designing a Connected-Vehicle Telematics Solution for Driver Behaviour Scoring in Indian Fleets

Objective: To develop and validate a telematics-based driver behaviour scoring system tailored for Indian commercial vehicle fleets, aiming to improve safety and operational efficiency.

India's commercial vehicle sector faces rising accident rates, high fuel costs, and insurance challenges due to inconsistent driving behaviour and lack of real-time monitoring. With the proliferation of affordable telematics devices and government push for safer roads, fleet operators seek data-driven ways to score driver behaviour and incentivize safer, more efficient driving.

This project involves designing a driver behaviour scoring model using connected-vehicle telematics data (e.g., GPS, accelerometer, OBD-II). The team will research Indian fleet operations, define scoring parameters (e.g., harsh braking, overspeeding, idling), and analyze real or simulated datasets to develop, test, and validate the scoring methodology.

Deliverables include: a documented scoring model, sample dashboard (using Power BI/Tableau), analysis of behaviour patterns, and a business case for adoption. The team will also assess insurance or cost-savings impact based on their findings.

Impact: The project informs fleet managers and insurers on actionable driver risk segmentation, potential cost savings, and strategies for safer, more efficient Indian transport operations.

Milestones

1. Problem Definition & Business Case

10 marks 18d

Define the project scope, real-world problem, and potential business value for Indian fleet operators. Submit a written proposal reviewed for relevance, clarity, and context.

2. Domain Research & Data Gathering

12 marks 22d

Conduct in-depth research on Indian fleet operations, telematics adoption, and driver behaviour parameters. Gather/simulate relevant datasets. Submit a research brief and data sample for evaluation.

3. Solution Design / Methodology

15 marks 20d

Design the driver scoring framework, select features, and define analysis methods. Submit a methodology report and initial scoring framework, reviewed for rigor and applicability.

4. Build / Analysis & Implementation

30 marks 35d

Implement the scoring model, analyze telematics data, and create dashboards. Deliver code, sample outputs, and visualization; reviewed for analytical depth and technical quality.

5. Validation & Results

23 marks 30d

Test the scoring model, validate against sample scenarios, and analyze potential business impact (e.g., safety, cost savings). Submit validation report and present findings; reviewed for insight and accuracy.

6. Final Report & Presentation

10 marks 20d

Prepare a comprehensive report and deliver a final presentation covering problem, approach, results, business impact, and recommendations. Reviewed for completeness, professionalism, and clarity.

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Skills you'll learn

AutomobileOperationsDomain knowledge of Indian commercial vehicle operationsData analysis and feature engineering with telematics dataStatistical modeling and scoring methodology developmentVisualization and dashboarding (Power BI/Tableau)Stakeholder communication and business case preparationPython or R for data analyticsUnderstanding of road safety KPIs in India

Tools used

Python (PandasScikit-learnMatplotlib)Power BI or TableauMS ExcelOpen-source telematics datasets (e.g.UCI Car TelemetryKaggle Fleet Data)SQL for data managementOBD-II data simulators or sample Indian fleet telematics APIs (e.g.iTriangleLetstrack)

Prerequisites

Basic statistics and probabilityIntroduction to Python or RFundamentals of business analyticsKnowledge of automobile systems or logistics (helpful)

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AICTE-aligned Project Completion Certificate

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