Rabbi L.

I am a PhD engineer and university faculty member. I help researchers, businesses and education teams with four kinds of work: analyzing data and checking models, writing and reviewing research, editing and rewriting content so it reads well, and designing curricula and assessments. My background in engineering, AI and statistics means I am comfortable when a project involves equations, data or technical subject matter. ━━━━━━━━━━━━━━━━━━━━ DATA ANALYSIS & MODEL REVIEW ━━━━━━━━━━━━━━━━━━━━ ▪ Statistical and quantitative analysis, with clear interpretation ▪ Mathematical modelling and simulation ▪ Independent review of models and analyses: formulas, calculations, assumptions and statistical methods ▪ Reproducing reported results in Python or MATLAB and listing every mismatch ▪ Model evaluation for machine learning projects ▪ Evaluating AI model outputs against written guidelines: accuracy, reasoning and consistency I have taught probability and statistics at university level. Past work includes quantitative analysis of regional energy data, data modelling in a health research context, and model evaluation for medical imaging AI. When I review an analysis, I report what is wrong, how serious it is and how to fix it. ━━━━━━━━━━━━━━━━━━━━ RESEARCH WRITING & LITERATURE REVIEWS ━━━━━━━━━━━━━━━━━━━━ ▪ Systematic, scoping and narrative literature reviews ▪ Meta-analysis: data extraction checks, pooled estimates, heterogeneity and bias analysis, PRISMA 2020 reporting ▪ Research papers, technical reports and research proposals ▪ Editing, proofreading and responses to reviewers ▪ IEEE, APA, LaTeX and journal-specific formatting I teach research methodology, have supervised more than 15 master's theses, and have published in peer-reviewed IEEE venues. Past client reviews have covered cybersecurity readiness standards and energy consumption research. For medical and health research, I handle the methods, statistics and writing, and the clinical interpretation stays with the clinical team. ━━━━━━━━━━━━━━━━━━━━ CONTENT EDITING & REWRITING ━━━━━━━━━━━━━━━━━━━━ ▪ Rewriting AI-drafted website, blog and business content so it reads like a person wrote it ▪ Keeping your facts, keywords and brand terms intact ▪ Restructuring stiff or repetitive text, not just swapping words ▪ Technical articles and explainers for non-specialist readers ━━━━━━━━━━━━━━━━━━━━ CURRICULUM, TRAINING & ASSESSMENT DESIGN ━━━━━━━━━━━━━━━━━━━━ ▪ Learning outcomes and course or program structure ▪ Lesson content and assessments that test application, not recall ▪ Quiz and exam question writing, including reasoning questions As a head of department I led outcome-based curriculum design, curriculum revision and accreditation documentation. I have built SDG and sustainability content into university teaching, and written educational content and assessment questions for two edtech companies. ━━━━━━━━━━━━━━━━━━━━ ENGINEERING, AI & MATLAB ━━━━━━━━━━━━━━━━━━━━ ▪ Machine learning and deep learning ▪ Signal and image processing, computer vision ▪ MATLAB and Simulink development, including apps and data acquisition Client projects include a MATLAB application built over about a year to control instruments and acquire data, deep learning for medical image classification, and vehicle recognition. My research has led to IEEE journal publications and a US patent. ━━━━━━━━━━━━━━━━━━━━ HOW I WORK ━━━━━━━━━━━━━━━━━━━━ ✔ Clear scope and deliverables agreed before work starts ✔ Documented work you can check and reuse ✔ Plain, direct feedback, including when something does not hold up ✔ Client materials kept confidential ✔ For theses and dissertations, I help with methodology, analysis and editing, and the writing stays yours