Statistical Analysis
Statistical Analysis and Results Reporting Services for Research, Theses, Dissertations, and Manuscripts
Scopus Publication Support Center provides professional and ethical support in statistical analysis and results reporting for faculty members, researchers, research teams, doctoral students, and master’s students who need accurate, clear, and academically defensible data analysis for research manuscripts, theses, dissertations, reviewer responses, or publication-ready research outputs.
Our goal is not only to produce statistical outputs, but also to connect research questions, hypotheses, variables, methodology, analysis procedures, results, tables, figures, and interpretation in a clear academic format suitable for theses, dissertations, journal articles, and responses to reviewers.
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Available Types of Analysis Support
To make the scope of service clear, we provide three main paths for statistical analysis and results reporting:
| Path | When It Is Suitable | Type of Support |
|---|---|---|
| Partial Analysis Services | Suitable when the client needs a specific analysis or test, such as data screening, descriptive statistics, reliability and validity, hypothesis testing, regression, or SEM. | Separate services requested according to the research stage and required analysis. |
| Complete Analysis Package | Suitable when the client needs integrated analysis from data screening to results tables and academic interpretation. | Basic or advanced package depending on the study level, variables, hypotheses, and analysis type. |
| Analysis Support for Publication or Reviewer Response | Suitable when a journal requests additional analysis, statistical clarification, revised tables, or validation tests after review. | Additional analyses, revised tables, statistical interpretation, and support for responses related to analysis comments. |
Who This Service Is For
- Faculty members: Researchers preparing manuscripts, funded projects, institutional studies, or journal submissions requiring statistical analysis or improved results reporting.
- Researchers: Authors who collected data and need analysis, interpretation, results tables, or a publication-ready results report.
- Research teams: Teams working on collaborative projects, surveys, experimental studies, applied research, or manuscripts requiring advanced analysis.
- Doctoral students: Students who need dissertation data analysis, advanced methods, SEM, qualitative analysis, mixed-methods support, or publication-oriented results reporting.
- Master’s students: Students who need clear and accurate thesis data analysis, alignment with the proposal, or results chapter preparation.
- Authors responding to reviewers: Researchers who need additional analysis, validation tests, revised tables, or statistical explanations requested by reviewers.
How We Can Help
| Service Type | What It May Include | Possible Deliverables |
|---|---|---|
| Data Screening and Preparation | Data cleaning, coding, missing values, outliers, consistency checks, and file preparation for analysis. | Data screening notes, cleaned data file, recommendations before analysis. |
| Descriptive Statistics | Frequencies, percentages, means, standard deviations, demographic tables, and visual summaries. | Descriptive tables, charts, brief descriptive interpretation. |
| Reliability and Validity Analysis | Cronbach’s alpha, composite reliability, AVE, item-total correlation, EFA, CFA, convergent validity, and discriminant validity. | Reliability and validity tables, measurement interpretation, instrument comments. |
| Hypothesis Testing | t-test, ANOVA, MANOVA, chi-square, correlation, regression, mediation, moderation, path analysis, and suitable hypothesis tests. | Hypothesis testing tables, accepted/rejected hypothesis summary, significance interpretation. |
| Advanced Statistical Analysis | SEM, AMOS, SmartPLS, PLS-SEM, mediation/moderation models, model assessment, path coefficients, effect size, and robustness checks when needed. | Measurement model, structural model, path tables, model interpretation, model-fit results. |
| Qualitative Analysis | Interview analysis, focus groups, content analysis, thematic analysis, coding guide, theme extraction, and evidence tables. | Coding guide, themes, evidence tables, qualitative results narrative. |
| Results Reporting and Interpretation | Results tables, interpretation, statistical significance explanation, linking results to research questions or hypotheses, and support for writing the results section. | Results report, ready tables, academic interpretation, text suitable for a results chapter or section. |
Analysis Services by Study Type
| Study Type | Examples of Possible Support |
|---|---|
| Quantitative Studies | SPSS, hypotheses, correlation, regression, ANOVA, reliability and validity, SEM, PLS-SEM, and results reporting. |
| Qualitative Studies | Coding, thematic analysis, content analysis, interview organization, theme extraction, and qualitative results writing. |
| Mixed-Methods Studies | Quantitative and qualitative analysis, integration of results, interpretation of mixed findings, and mixed-results reporting. |
| Theses and Dissertations | Results chapter, tables, hypothesis testing, academic interpretation, and linking results to questions or hypotheses. |
| Research Manuscripts | Publication-ready tables, concise interpretation, improved results presentation, and additional analysis before or after review. |
| Reviewer Response | Additional analyses, validation tests, statistical interpretation, revised tables, and support for responding to statistical comments. |
Supported Software and Tools
- SPSS
- AMOS
- SmartPLS
- Excel
- R
- Python
- NVivo
- MAXQDA
- Other tools depending on project requirements
Services and Starting Prices
The following prices are starting points. The final price depends on data size, number of variables, research complexity, required tests, software, reporting needs, deadline, and required level of specialized review.
Note on complete packages: Complete packages are designed to provide a suitable bundled price when the data are ready, the required analysis is clear, and the number of variables and hypotheses is within a reasonable scope. Cases requiring advanced models, qualitative analysis, mixed methods, extensive data preparation, or additional reviewer-requested analyses may require a separate quote or an advanced package.
| Service | What May Be Included | Starting Price |
|---|---|---|
| Data Screening and Preparation | Reviewing data structure, missing values, outliers, coding, and readiness for analysis. | Starting from $40 |
| Descriptive Statistics | Frequencies, percentages, means, standard deviations, and basic descriptive tables. | Starting from $60 |
| Basic Reliability and Validity Analysis | Cronbach’s alpha, composite reliability, AVE, and basic reliability or validity checks as needed. | Starting from $80 |
| Basic SPSS Analysis | Basic analyses using SPSS according to the research questions or hypotheses. | Starting from $100 |
| Basic Hypothesis Testing Package | Suitable hypothesis tests such as correlation, t-test, ANOVA, or other basic tests depending on design. | Starting from $150 |
| Regression Analysis | Simple, multiple, or suitable regression models depending on data type. | Starting from $150 |
| Mediation or Moderation Analysis | Testing mediating or moderating effects and interpreting relationships according to the study design. | Starting from $200 |
| SEM / AMOS / SmartPLS | Measurement or structural model analysis, path interpretation, and model-fit assessment depending on the agreed scope. | Starting from $300 |
| Qualitative Analysis | Coding, thematic analysis, content analysis, theme extraction, and qualitative results writing. | Starting from $200 |
| Mixed-Methods Analysis | Quantitative and qualitative analysis with support for integrating and interpreting mixed results. | Starting from $300 |
| Full Results Report | Tables, interpretation, hypothesis summary, and linkage of results to research questions or hypotheses. | Starting from $200 |
| Additional Analysis Requested by Reviewers | Additional tests, revised tables, statistical clarification, or support for responding to reviewers’ comments. | Starting from $150 or quoted as needed |
Complete Analysis Packages
| Package | Starting Price | Typical Scope |
|---|---|---|
| Basic Complete Analysis Package for a Master’s Thesis | Starting from $200 | Suitable for ready data and traditional non-complex analysis. It may include initial screening, descriptive statistics, basic reliability and validity, hypothesis testing, and results tables. |
| Basic Complete Analysis Package for a Doctoral Dissertation | Starting from $300 | Suitable for dissertations with basic or moderate analysis when data are ready and the number of variables and hypotheses is within a reasonable scope. |
| Basic Complete Analysis Package for a Research Manuscript | Starting from $300 | Focuses on producing results and tables suitable for a research manuscript, with brief or moderate interpretation depending on scope. |
| Advanced Analysis Package Including SEM / PLS-SEM and Results Report | Starting from $450 | Suitable for studies involving a measurement model, structural model, or advanced path analysis, with results report and interpretation tables. |
Important note: The prices above are starting prices. The final price is confirmed only after reviewing the data file, research requirements, analysis scope, expected deliverables, and deadline.
Payment Terms for Statistical Analysis Services
| Service Type | Suggested Payment Terms |
|---|---|
| Services below $150 | Full payment before work begins. |
| Services from $150 to $300 | 50% before work begins and 50% before final delivery. |
| Complete packages of $300 or more | 50% before work begins, 30% after initial deliverables, and 20% before final delivery. |
| Advanced SEM / PLS-SEM package | 40% before work begins, 40% after the model or initial outputs, and 20% before the final report. |
What You May Receive
- Data screening notes
- Cleaned or prepared data file when needed
- Statistical output files
- Analysis report
- Results tables
- Figures or charts when needed
- Hypothesis testing summary
- Reliability and validity results
- SEM or SmartPLS results when needed
- Codes or themes for qualitative analysis when needed
- Results interpretation
- Results section support for thesis, dissertation, or manuscript use
- Statistical explanation suitable for reviewer response when needed
What We Need from You
To assess your statistical analysis request accurately, please provide any available materials, such as:
- Data file, such as Excel, SPSS, CSV, or another format
- Research questions or hypotheses
- Variable names and descriptions
- Questionnaire, scale, interview guide, or research instrument
- Methodology section, if available
- Proposal or manuscript draft, if available
- Required statistical tests if specified by the supervisor, reviewer, or journal
- Supervisor or reviewer comments, if available
- Target journal instructions if the analysis is for publication
- Required software, if any
- Deadline
If you are not sure which analysis is required, you may send your data file, research questions, methodology, and a short description of the study, and we will recommend a suitable analysis approach.
How the Statistical Analysis Process Works
- Submit your request: Upload the data file, research questions or hypotheses, research instrument, methodology, and any relevant instructions.
- Initial assessment: We review the data structure, study design, variables, required analysis, and deadline.
- Scope and pricing: We provide a clear recommendation, expected analysis, deliverables, timeline, and price.
- Analysis execution: The analysis is conducted according to the approved scope using appropriate statistical methods.
- Results report: You receive the agreed outputs, tables, interpretations, and report files.
- Review support: Simple clarifications or corrections may be provided within the agreed scope when needed.
What This Service Does Not Include
- We do not fabricate data or alter data to reach a desired result.
- We do not guarantee statistically significant results.
- We do not remove inconvenient results that do not match the researcher’s expectations.
- We do not provide misleading interpretations unsupported by the outputs.
- We are not responsible for inaccurate or unauthorized data provided by the client.
- The service does not include open-ended methodology or analysis changes after the scope is approved unless a new agreement is made.
Ethical Boundaries
Scopus Publication Support Center analyzes real data provided by the client. We do not fabricate data, invent results, change outputs to fit a desired conclusion, remove inconvenient findings, or provide misleading results.
Clients remain responsible for data accuracy, legality, ethical approval, data ownership, and final use of the results.
The client also remains responsible for interpreting the results within the study context and for the final approval of any results, tables, or text used in a thesis, dissertation, or research manuscript.
Start Your Statistical Analysis Request
Submit your data file, research questions or hypotheses, variable descriptions, questionnaire or research instrument, methodology section, and any instructions from the supervisor, reviewer, journal, or university for initial assessment.
After reviewing your request, Scopus Publication Support Center will provide a clear recommendation, scope of work, timeline, deliverables, and quote. Work begins after agreement on the service scope, deliverables, timeline, and payment terms.
Important note on data and analysis integrity:
We analyze real data provided by the client. We do not fabricate data, change results to reach a desired outcome, remove inconvenient results, or provide misleading interpretations. Our goal is to conduct appropriate, clear, and academically defensible analysis, while the client remains responsible for the source, legality, accuracy, and ethical or institutional approvals related to the data.
