SPSS Analysis and End-to-End Academic Support

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From Raw Research Data to a Submission-Ready Dissertation

Client Name: Amit Sen Sharma.
Academic researcher: Koushiki Sen Sharma.
Research topic: Examining the Influence of Psychological Capital on Employee Well-being and Job Performance in Service Organisations.
Discipline: MSc Applied Psychology – Industrial & Organizational Psychology.
Core support: SPSS analysis β€’ interpretation β€’ revision
β€’ formatting β€’ submission preparation

A pile of open books on a table, ideal for study and research themes.

The Client Brief & Initial Challenge

A detailed academic format had to be converted into a manageable workflow.
The project began with a clear dissertation format brief. The client required the complete academic sequence from front matter and literature review through methodology, statistical analysis, results, discussion, conclusion, limitations, implications, future research, references and a final data sheet. The expected length was around 60 pages, and the Results section had to contain SPSS tables together with concise explanations of what each table meant.

β€’ Document the research tools with administration, scoring, interpretation, reliability and validity.
β€’ Keep methodology, hypotheses, analysis and written interpretation aligned.
β€’ Complete table of contents, page numbering, appendices and binding-ready front/back matter.
β€’ Avoid treating SPSS output as a separate file detached from the dissertation narrative.

Understanding the Study Before Analysing the Data

The statistical approach was anchored to the research design and measurement tools.

STUDY FRAMEWORK
β€’ Psychological Capital: hope, self-efficacy, resilience and optimism
β€’ PCQ-24 used for Psychological Capital
β€’ WEMWBS-14 used for mental well-being
β€’ 10-item Job Performance Self-Report Scale used for perceived work performance
β€’ Data collected through an online survey and analysed in SPSS.

SPSS Analysis & Results Interpretation

The raw output was organised into an academic results story.

The final Results chapter reported a combination of demographic comparison, reliability testing, descriptive statistics, correlation and regression. The objective was not merely to display software output, but to explain what the numbers meant for the research questions and hypotheses.


β€’Independent-samples t-tests for gender differences in Psychological Capital, mental well-being and job performance.
β€’One-way ANOVA for job-performance differences across work-experience groups.
β€’Cronbach’s alpha reliability analysis for the three measurement scales.
β€’Descriptive statistics for the principal study variables.
β€’Pearson correlations among Psychological Capital, well-being and job performance.
β€’Simple linear regression to examine the predictive role of Psychological Capital.

Supervisor-Style Revision Cycle

After the main analysis and dissertation draft were assembled, the client forwarded a focused correction list. The requested changes went beyond language polishing and directly affected the credibility and presentation of the research.

β€’ Add in-text citations in relevant areas using Zotero-supported referencing.

β€’ Place a clear source line under SPSS analytical tables.

β€’ Remove duplicated references and include valid links/DOIs where required.

Supervisor-Style Revision Cycle

β€’ Attach the calculation sheet in the annexure/appendix.

β€’ Check R-square reporting and the citations for PCQ-24, WEMWBS and the Job Performance Self-Report Scale.

β€’ Make the Discussion and Conclusion more precise before the final supervisor check.

Finalization, Output & Submission Readiness

Once the corrections were incorporated, the project moved into finalisation. The focus shifted from isolated chapters to the complete submission package: results and interpretations had to sit correctly in the dissertation, citations and references had to be consistent, supporting reliability/calculation material had to remain accessible in the appendices, and the front matter and table of contents had to be ready for printing.

β€’SPSS interpretations integrated into the Results chapter.
β€’Discussion and Conclusion aligned with the reported findings.
β€’Reference/citation corrections incorporated into the main text.
β€’Calculation and reliability material retained in the appendices.
β€’Front matter, TOC, page flow and final structure prepared for binding.
β€’Final PDF output shared alongside the working dissertation material.

The Client Journey: From Draft to Binding

The case-study evidence shows a practical end-to-end journey. First, the required dissertation structure and approximate length were confirmed. Next, the dissertation and data sheet were shared for analysis. SPSS outputs and interpretation were integrated, followed by a targeted correction round. Finally, front matter, appendix, page numbering, table of contents and binding requirements were addressed.

PROJECT JOURNEY

Brief & structure β†’ data/dissertation review β†’ SPSS analysis β†’ interpretation β†’ correction cycle β†’ finalisation β†’ binding-ready output β†’ client review.

Client Feedback

Amit Sen Sharma.

β€œExcellent experience, it helps us a lot. I would recommend to others as it is very helpful. Well communication and very much supportive staff. Their time Management is excellent.”