Work Experience
Work Experience
My professional experience reflects a strong integration of data science, machine learning, and applied research, developed across industry, academia, and interdisciplinary domains including healthcare, smart systems, e-commerce analytics, and public sector data infrastructure.
I have designed and implemented end-to-end analytical and machine learning pipelines, working extensively with real-world, large-scale, and noisy datasets. My work emphasizes reproducibility, model evaluation, and practical deployment, aligning closely with research-oriented problem solving.
Across roles, I have applied:
Statistical modeling and time-series analysis
Machine learning for prediction, classification, and anomaly detection
Data engineering and scalable analytics workflows
In parallel, my academic and research engagements have strengthened my ability to:
Translate theoretical concepts into experimental systems
Work in collaborative and interdisciplinary environments
Communicate technical findings effectively
This combination of industry-scale problem solving and research-driven thinking forms the foundation of my transition toward doctoral-level research in AI, data science, and human-centered intelligent systems.
[ Data Scientist / Senior Data Analyst ]
[ Mystery TechSol, Wah Cantt, Pakistan ]
[ Feb 2025 ] - [ Present ]
Designed and deployed end-to-end machine learning pipelines, covering data acquisition, preprocessing, feature engineering, model training, and evaluation for real-world industrial applications
Applied time-series modeling, predictive analytics, and statistical learning to extract actionable insights from complex datasets
Developed and evaluated classification and regression models, using cross-validation and performance metrics to ensure robustness and generalization
Implemented reproducible workflows with well-documented experiments and version-controlled codebases
Collaborated with cross-functional teams to translate analytical findings into deployable, data-driven solutions
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[ Data Analyst]
[ LED Innovation Ltd, Bradford, United Kingdom ]
[ Jan 2023 ] - [ Sept 2024 ]
Analysed large-scale e-commerce and user interaction data to identify behavioral patterns and optimize product performance
Designed automated dashboards and reporting systems, enabling data-driven decision-making
Developed and evaluated machine learning models for conversational AI systems, using real-world customer interaction data
Worked with both structured and unstructured data, applying preprocessing and feature extraction techniques
Contributed to data governance, security policies, and system reliability
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[ Data Analyst]
[ SB Logistics Ltd, Bradford, United Kingdom ]
[ Nov 2021 ] - [ Nov 2022 ]
Maintained structured data systems for customers and external partners, ensuring data integrity and accessibility.
Developed KPI dashboards and analytical reports using MS Excel and Tableau to monitor operational performance.
Led data governance initiatives, including policy development, access control definitions, and data security procedures.
Designed database procedures and advised management on data suitability for operational and reporting needs.
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[ Data Analyst UI/UX]
[ Mystery TechSol, Wah Cantt, Pakistan ]
[ Nov 2018 ] - [ Oct 2021 ]
Designed and iteratively refined user flows, wireframes, prototypes, and interface mockups informed by user feedback and usage analytics.
Integrated data insights into UI/UX decision-making to improve usability and system effectiveness.
Developed and documented data requirements, access rules, and security policies for internal systems.
Created database and scripting procedures and managed test datasets to identify design and data-flow issues.
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[ IT Team Manager ]
[ Tarcuae.LLC, Dubai, UAE ]
[ July 2018 ] - [ Oct 2018 ]
Supervised IT projects and supported multidisciplinary teams to ensure timely and high-quality project delivery.
Managed website development projects and coordinated quality assurance processes.
Conducted quality checks on 2D and 3D AutoCAD models prior to managerial review and submission.
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[ Data Administrator - IT Wing ]
[ Deputy Commissioner Office, Gujrat, Pakistan ]
[ July 2017 ] - [ June 2018 ]
Conducted analytical assessments of district-level performance data for the Education Department, supporting administrative decision-making.
Managed and updated the Punjab Government’s Online Complaint System for the District Health Department.
Designed and developed a monitoring mobile application for the District Education Department to improve reporting and oversight.
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[ Project Coordinator - IT Dept ]
[ Tarcuae.LLC, Dubai, UAE ]
[ July 2015 ] - [ Aug 2015 ]
Worked as part of, and in coordination with, the IT leadership team to monitor daily team performance and project progress.
Provided IT solutions and technical support to multiple departments within the organization.
Designed graphical user interfaces for Android applications and developed website templates for MAI Dubai, Tarcuae LLC, and a regional tourism organization.
[ Visiting Lecturer, Computer Science ]
[ EduSoft NCBA&E Gujrat Campus, Pakistan ]
[ Jan 2017 ] - [ July 2017 ]
Delivered undergraduate-level instruction in Introduction to Computer Programming (ITCP), Object-Oriented Programming (OOP), and Software Project Management (SPM).
Prepared and delivered lectures, designed course materials, and structured assessment plans including quizzes, assignments, and examinations.
Planned and monitored student study schedules to support academic progress and learning outcomes.
Introduced and implemented innovative teaching methodologies to enhance student engagement and conceptual understanding.
Managed academic administration tasks, including lecture timetables, staff timesheets, event scheduling, and maintenance of student records within the institutional Student Information System (SIS).
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[ Research / Teaching Assistant ]
[ COMSATS University Islamabad, Wah Cantt, Pakistan ]
[ Sept 2014 ] - [ June 2015 ]
Assisted faculty members in undergraduate teaching and laboratory instruction for computer science courses.
Supervised laboratory sessions, assigned programming and analytical tasks, and provided hands-on technical guidance to students.
Conducted weekly lab quizzes and assignments, supported grading and re-evaluation processes, and maintained accurate academic records.
Monitored monthly and term-wise student performance and updated progress reports within the Student Information System.
Supported academic assessment activities, contributing to fair evaluation and continuous student feedback mechanisms.
[ AI Practitioner / Researcher ]
[ Freelance / Volunteer Research Work ]
[ 2016 ] - [ Present ]
Contributing to applied AI and data analytics projects across industrial and research-oriented domains.
Designed and implemented data-driven solutions for real-world use cases, with a focus on scalability and practical deployment.
Planned and developed Natural Language Processing (NLP) solutions, including text analytics and conversational AI systems.
Executed machine learning–based projects in alignment with client and research requirements, covering model development, evaluation, and optimization.
Designed and implemented AI-driven chatbot solutions for intelligent customer support applications, applying design thinking methodologies to enhance usability and user experience.
Contributed to AI strategy planning, translating business or domain requirements into deployable AI solutions.
Languages & Tools: Python, R, Visual Studio Code, Jupyter Notebook, Google Colab, MongoDB
Research Focus: Machine Learning, Load Forecasting, Anomaly Detection, Large Language Models (LLMs), Applied AI Systems
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[ Academic Tutoring & IT Services ]
[ Freelance Work Experience ]
[ 2018 ] - [ 2020 ]
Delivered freelance IT and software development services, including:
Design of company branding materials (logo, profile, brochure) for Divine Water Purification Company.
Editing and post-production of short documentary content for Baluchistan Tourism Company.
Design and development of a Library Management System using JDBC and MySQL.
Provided private academic tutoring in Computer Science, Physics, Mathematics, and Social Studies for students from Grade V to Grade X, including O-Level students.
Designed curriculum-aligned learning plans, developed differentiated instructional tasks, assigned and evaluated homework, and supported academic progression.
Conducted intensive short-term (week-long) subject-focused classes, emphasizing conceptual clarity and examination readiness.
Tools & Technologies: Apache NetBeans, MySQL Server
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[ Volunteer & Community Engagement ]
[ 2011 ] - [ 2017 ]
Flood Relief Volunteer (2011):
Participated in flood relief operations organized by University of Gujrat – Marghzar Colony College for Women, supporting affected communities during the national flood emergency.
Blood Donation Camp Volunteer (2015-2017):
Actively organized and supported blood donation camps at COMSATS University Islamabad, coordinating logistics and assisting donors during medical screening and registration processes.
Please keep my resume on file in case you think I may be a good fit with your organization either now or in the future. Feel free to contact me with any questions.