Sanober K.

I am a research data analyst with over 9 years of experience helping bachelor's, master's, and PhD researchers with statistical analysis, research methodology, and interpretation of results. Over the years, I have worked with researchers from different academic backgrounds, including Psychology, Social Sciences, Management, Business, Healthcare, and Education. I have also supported PhD researchers who have successfully completed their doctoral studies. One of the most rewarding parts of my work is helping researchers understand their findings and present them with confidence. My expertise covers both quantitative and qualitative research, and I work with a range of statistical and research software, including SPSS, AMOS, SmartPLS, Jamovi, RStudio, Python, Excel, NVivo, and Dedoose. Here is how I can help with your research: Quantitative Data Analysis - Descriptive and inferential statistics - Hypothesis testing, correlation, and regression analysis - Reliability, validity, and factor analysis (EFA and CFA) - Structural Equation Modelling (PLS-SEM and CB-SEM) - Mediation, moderation, and moderated mediation - ANOVA, t-tests, and non-parametric tests - Survey data analysis and statistical interpretation Qualitative Research - Thematic analysis and qualitative coding - NVivo, Dedoose and ATLAS.ti analysis - Interview and open-ended survey data analysis - Theme development and interpretation Machine Learning & Advanced Analysis - Predictive modelling using Python and R - Classification and regression models - Random Forest, Decision Trees, SVM, and boosting algorithms - Model evaluation, feature importance, and interpretation - Natural Language Processing (NLP) and sentiment analysis **Thesis & Dissertation Research Support** - Research methodology guidance (Chapter 3) - Statistical analysis and interpretation of findings (Chapter 4) - Hypothesis development and testing - Research results, tables, and visualizations - Guidance on explaining and defending statistical results during a thesis viva I understand that every research project is different. Rather than applying the same tests to every dataset, I focus on choosing analytical methods that suit the research questions, objectives, and type of data. My goal is not just to provide statistical output, but to make sure you understand what the results mean and how they relate to your research. Whether you are working on a university assignment, master's dissertation, PhD thesis, or research paper, I would be happy to discuss your project and see how I can help. Feel free to send me a message with your research requirements.