Muhammad.

Muhammad Nauman Ayub Choudary

Data Science & Business Analytics Student | 4x National Conference Lead | SQL & Python Developer

Overview

Final-year Bachelor of Science student at COMSATS with a unique blend of technical depth in Python/SQL and high-stakes leadership experience. Proven track record of managing 250+ attendee national conferences and PKR 800k budgets while building predictive models on 119k+ record datasets. Passionate about leveraging data integrity and normalized database design to solve complex business problems.

Rawalpindi, Pakistan

Experience

2020 – 2024

WORK

Head of Teams (Research, Module Design & External Relations) & Workshop Coordinator

SPIE-Optica GIK Chapter

Led 4 national conferences (Photonics Pakistan 2020, NOPEC 2021, Photonics Pakistan 2022, NOPEC 2023); managed module design, research, internal/external coordination, and end-to-end workshop execution (logistics & operations).

•Led 4 national conferences: Photonics Pakistan 2020, NOPEC 2021, Photonics Pakistan 2022, NOPEC 2023

•Managed module design and research

•Handled internal and external coordination

•Executed end-to-end workshops including logistics and operations

Key Achievements

→Managed a cumulative budget of PKR 800,000, including securing corporate sponsorships.

→Coordinated 4 national conferences with 250+ participants each.

2023 – 2023

VOLUNTEER

Team Leader - OGV

AIESEC in GIKI

Managed 10+ Local Committees across Pakistan, conducted IR calls, and onboarded partner LCs to expand the exchange network.

•Managed 10+ Local Committees across Pakistan

•Conducted IR calls

•Onboarded partner LCs to expand the exchange network

2022 – 2022

VOLUNTEER

Finance & Legal Team Member

AIESEC in GIKI

Prepared quarterly financial reports per AIESEC standards and supported documentation and SOP development.

•Prepared quarterly financial reports per AIESEC standards

•Supported documentation and SOP development

2021 – 2021

WORK

Team Leader - OGT

AIESEC in GIKI

Converted national strategy into team targets across Marketing and FnL, monitored pipeline conversion, ensured audit compliance, and conducted market research for talent acquisition.

•Converted national strategy into team targets across Marketing and FnL

•Monitored pipeline conversion

•Ensured audit compliance

•Conducted market research for talent acquisition

Key Achievements

→Successfully managed the end-to-end journey for 4 Exchange Participants (EPs), overseeing the pipeline from marketing to conversion.

Project Portfolio

ACADEMIC

Present

Customer Satisfaction Prediction using Machine Learning (Logistic Regression)

Built a Python-based predictive model on a 119,000+ record dataset, achieving 78.2% accuracy in customer satisfaction prediction.

PythonLogistic RegressionMachine Learning

PERSONAL

Present

Customer Loyalty Management System (Python & SQLite)

Developer

Built a database-driven loyalty management system using Python and SQLite. Implemented logic for flat-rate point conversion with precise rounding handling and real-time balance updates triggered immediately after transactions.

PythonSQLite

PERSONAL

Present

Event Management Database Design & ERD Development

Designed and normalized a relational database system using ERDs, SQL, and 3NF principles. Modeled complex many-to-many relationships between staff and bookings using junction tables to track role-specific assignments and shift hours while maintaining data integrity.

ERDsSQL3NF principles

Education

2024 – 2028

Bachelor of Science

COMSATS University IslamabadSpecialization in Business Data Analytics

GPA: 2.81

Relevant Coursework

Computing Technologies for BusinessMathematics for Business AnalyticsProgramming Language for Business AnalyticsStatistics for Business AnalyticsDatabases for BusinessBusiness Data AnalyticsResearch Tools and Techniques

Impact & Recognition

Professional Certifications

Cisco Networking Academy (NetAcad) in collaboration with COMSATS University Islamabad · 2025

Python Essentials 1

Social Impact & Activities

2023

NOPECCONFERENCE TALK

NOPEC 2023

National conference leadership and coordination

2022

Photonics PakistanCONFERENCE TALK

Photonics Pakistan 2022

National conference leadership and coordination

2021

NOPECCONFERENCE TALK

NOPEC 2021

National conference leadership and coordination

2020

Photonics PakistanCONFERENCE TALK

Photonics Pakistan 2020

National conference leadership and coordination

Skills & Interests

Microsoft Office 365

TOOL

Python

TECHNICAL

Data Cleaning & Preprocessing

TECHNICAL

Data Visualization (Excel)

TOOL

Data Interpretation

TECHNICAL

Pandas

TECHNICAL

Statistical Analysis

TECHNICAL

SQL

TECHNICAL

Database Fundamentals

TECHNICAL

Seaborn

TECHNICAL

Matplotlib

TECHNICAL

NumPy

TECHNICAL

Machine Learning

TECHNICAL

scikit-learn

TECHNICAL

Areas of Expertise

Team Management

Communication

Event Management

Organizational Skills

Adaptability

Time Management

Analytical Thinking

Critical Thinking

Report Writing

Problem Solving

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