Clear, reliable quantitative analysis for small-scale research projects
I provide professional quantitative data analysis for students, researchers, and professionals working with survey data. The service is designed for small to medium-sized projects and delivers SPSS-style outputs (tables, figures, and results-ready text) without requiring you to use SPSS yourself.
This service is particularly suitable for dissertations, theses, academic papers, and applied research projects where clarity, transparency, and methodological soundness matter.
View a sample SPSS-style output pack (PDF)
What this service is (and isn’t)
What it is
- A complete, end-to-end quantitative analysis workflow
- Designed for survey-based research
- Focused on clarity, accuracy, and academic conventions
- Outputs formatted to mirror standard SPSS results
- Results explained in plain, neutral language
What it is not
- Not automated “push-button” statistics
- Not advanced or highly complex modelling
- Not ghost-writing of dissertations or journal articles
- Not interpretation or theoretical discussion
Types of projects this service is suited to
This service works best for projects with:
- 50–300 respondents
- Questionnaires with ~10–30 items
- Likert-type survey data
- One or two comparison groups
Typical use cases include:
- Undergraduate and postgraduate dissertations
- Master’s and doctoral theses
- Pilot studies and feasibility research
- Community, policy, or programme evaluations
- Workplace, education, or healthcare surveys
If your project fits this profile, this service is likely a good match.
What analyses are included
Depending on your dataset and research questions, the service may include:
Descriptive analysis
- Sample characteristics
- Data completeness and missing values
- Item-level descriptive statistics
- Scale-level descriptive statistics
Scale construction and reliability
- Multi-item scale construction
- Internal consistency (Cronbach’s alpha)
- Item–total statistics
Group comparisons
- Group-level descriptives
- Independent-samples t-tests (Welch)
- Group comparison figures with error bars
Associations and prediction
- Correlation analysis
- Simple linear regression
- Supporting figures and diagnostics
All analyses use standard, widely accepted statistical techniques appropriate for small-scale applied research.
What you receive
You will receive a complete analysis pack (see an example here), typically including:
- SPSS-style tables (Word or Excel)
- Publication-ready figures (PNG)
- Clear “what this shows” explanations for each output
- A clean, structured workflow suitable for academic use
These outputs can be used directly in:
- Results chapters
- Appendices
- Journal submissions
- Supplementary materials
How this fits into your writing
This service focuses on analysis and reporting support.
- I explain what the results show
- You decide how to interpret them
- Discussion, theory, and conclusions remain yours
This keeps the work ethically sound and academically appropriate.
How it works
- You send your dataset (CSV or Excel format)
- I review the data and confirm the analysis plan
- The analysis is completed using a structured workflow
- You receive formatted tables, figures, and explanations
Turnaround time depends on dataset size and complexity and is discussed in advance.
A note on transparency
Where example outputs are shown on this website, simulated data are used for demonstration purposes.
The analytical workflow and outputs shown are the same as those applied to real client projects.
FAQ
What file formats can you work with?
CSV and Excel files are both fine. If you have SPSS (.sav) output already, you can still send it, but this service does not require SPSS.
What do you need from me to begin?
Ideally: your dataset, your research question(s), and a short note explaining your variables (or your questionnaire).
If you’re unsure, send what you have, and I’ll tell you what’s missing.
Will you write my dissertation or journal article for me?
No. I provide analysis outputs and clear “what this shows” explanations. Interpretation, discussion, and writing your final work remain your responsibility.
Can you match SPSS-style tables and figures?
Yes. Outputs are formatted to mirror standard SPSS conventions (clear titles, conservative layout, and familiar table/figure structure).
Is my data confidential?
Yes. Your data is handled confidentially and processed securely. If you have specific requirements (e.g., anonymisation), mention this at enquiry.
Enquiries
If you are considering this service, please get in touch with:
- A brief description of your project
- Your research questions (if available)
- The size and type of your dataset
I’m happy to confirm whether this service is a good fit before you commit.