I will do quantitative data analysis and SEM using smartpls, spss amos
Research Analyst
About this Gig
Struggling with complex statistical modeling or stuck on your research results section?
Welcome! I provide professional quantitative data analysis and Structural Equation Modeling (SEM) tailored specifically for PhD scholars, professors, and scientific researchers.
I don't just run numbers; I translate complex outputs into academic, publishable insights formatted strictly to APA or IEEE guidelines.
My Analytics Toolstack Includes:
- SPSS & Excel: Descriptive stats, T-Tests, ANOVA, Regression, and Correlation
- SmartPLS & SPSS AMOS: Path analysis, Confirmatory Factor Analysis (CFA), and full SEM modeling
- Python: Advanced data cleaning, predictive modeling, and custom data visualizations
What You Will Receive:
- Cleaned datasets with zero missing value errors
- High-resolution path models, charts, and structural diagrams
- A comprehensive interpretation report detailing hypothesis testing results
- Flawless APA/IEEE style formatting for tables and text
Note: All data is kept 100% confidential.
Please message me with your dataset and research questions before placing an order so we can discuss your custom methodology.
FAQ
What files and information do I need to provide before you start?
Please provide your dataset (Excel, CSV, or SPSS .sav file), your specific research questions or hypotheses, and any conceptual framework or model diagram you are testing. If you have an institutional or journal formatting guide, please share that as well.
Which formatting styles do you support for the final reports?
I format all analytical write-ups, tables, and references strictly according to APA (7th Edition) or IEEE standards. Please let me know your preferred style when you place your order.
Can you help me if my data does not support my research hypotheses?
Yes. In scientific research, statistically non-significant results are completely normal and valid. I will objectively report what your data actually shows, explain why the hypotheses might not have been supported, and provide the exact statistical outputs to prove it. I never manipulate data.
Do you provide the native analysis source files upon completion?
Absolutely. Along with your comprehensive interpretation report, I will deliver the fully functional source files, including your SPSS .sav files, SPSS AMOS path diagrams (.amw), or SmartPLS model files (.pls).
How do you ensure the absolute confidentiality of my research data?
Your data security and academic integrity are my top priorities. I treat all datasets, research topics, and manuscripts with 100% confidentiality. Your files will never be shared with third parties or used for any other purpose.
Can you perform mixed-methods analysis if I have qualitative data too?
Yes! While this gig focuses primarily on quantitative modeling, you can purchase my Premium tier or add the "Free Text Analysis" gig extra. I will then use NVivo or MAXQDA to run thematic coding on your open-ended survey text to give you a true mixed-methods analysis.
Why should I hire you instead of just using AI for my data analysis?
AI hallucinates references and misinterprets complex SEM paths. Universities use AI detectors that can get your paper rejected. I offer human precision: I manually vet data, design accurate SmartPLS/AMOS models, and write peer-review-ready reports. Get 100% accurate, safe, and publishable results.

