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Usman Munir

@usmanmunir

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Data Scientist at BESTWAY Group turning sales and depot data into predictive insights and quality assurance.

Pakistan

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At BESTWAY Group, I analyze sales volumes, customer information, and depot operations to support predictive analytics and quality assurance. I use Excel, MicroStrategy BI, SQL, and Python to identify patterns, resolve data inconsistencies, and maintain data integrity.

As an independent Data Science & AI Consultant, I developed machine learning and deep learning models for predictive analytics and quality assurance, with reported product performance improvements of 25%. My projects include a Faster R-CNN head-counting system and a Tableau dashboard using a predictive model to flag employee attrition.

Experience

Work history, roles, and key accomplishments

Current

Data Analyst

Current

Bestway Group

Dec 2025 - Present (11 months)

Work with large-scale datasets including sales volumes, customer information, and depot operations to drive predictive analytics and quality assurance. Use Excel, MicroStrategy BI, SQL, and Python to identify patterns and resolve data inconsistencies.

Excel Microstrategy SQL Python Data Validation Encryption Predictive Analytics Quality Assurance

Current

Data Science Tutor/Mentor

Current

SZABIST Data Science Society

Apr 2024 - Present (2 years 7 months)

Provided one-on-one and group mentorship to over 20 undergraduate students, clarifying complex concepts in Python programming, statistical modeling, and machine learning. Reviewed code, assisted with project design for NLP and computer vision applications, and conducted workshops on data manipulation with Pandas.

Python Statistical Modeling Machine Learning NLP Computer Vision Pandas Mentorship

Current

Independent Data Science & AI Consultant

Current

Freelance

Jun 2022 - Present (4 years 5 months)

Developed machine learning and deep learning models for predictive analytics and quality assurance, implementing data validation and encryption protocols. Utilized Python, SQL, and statistics to deliver actionable insights that enhanced product performance by 25%.

Python SQL Statistics Machine Learning Deep Learning Data Validation Encryption Predictive Analytics

Quality Control Inspector

Secure Tech Cards Private Limited

Jun 2023 - Dec 2025 (2 years 6 months)

Contributed to ISO 9001:2015 and GSMA-SAS certifications by conducting compliance tests for SIM card functionality and durability. Performed data validation, encryption, and decryption to resolve inconsistencies and improve reliability.

ISO 9001 GSMA SAS Compliance Testing Data Validation Encryption Data Decryption Quality Assurance

Graduate Trainee Officer

Style Textile Industry

Apr 2022 - Sep 2022 (5 months)

Analyzed production and operational data to identify process inefficiencies and implement sustainable improvements in textile manufacturing. Gained hands-on experience in optimizing resource allocation and workflow planning, leading to reduced operational costs and increased production yield.

Data Analysis Process Optimization Resource Allocation Work Flow Planning Textile Manufacturing

Mathematics and Statistic Instructor

Army Public School and Colleges

Aug 2021 - Apr 2022 (8 months)

Explained Mathematics and Statistics core concepts like probability, linear algebra, calculus, and statistical modeling. Guided students to apply mathematical techniques in solving real-world data problems and developed hands-on projects bridging theory with application.

Mathematics Statistics Probability Linear Algebra Calculus Statistical Modeling Teaching

Systems Data Analyst

Mujahid Enterprises

Aug 2020 - Sep 2021 (1 year 1 month)

Assisted in monitoring and analyzing electrical system performance data to ensure operational efficiency and safety by regularly reviewing system logs. Gained hands-on experience in troubleshooting, maintaining, and optimizing electrical equipment in steel mill operations.

Data Analysis System Monitoring Troubleshooting Electrical Systems Steelmaking Operations