I will clean code and analyze survey data in spss with apa tables
About this Gig
Struggling to prepare messy survey data for your academic thesis, dissertation, or paper?
I help graduate students and researchers convert raw questionnaire exports into clean, properly coded, and defense-ready statistical outputs using IBM SPSS and Python.
Services:
Data Cleaning: Handling missing values, outlier detection, and deduplication
Variable Coding: Setting up variable labels, values, and Likert scales
Reliability: Cronbach's Alpha and internal consistency testing
Descriptive Stats: Demographics, frequencies, percentages, means & SD
Hypothesis Testing: T-tests, One-Way ANOVA, Chi-Square, Correlation, Regression
Academic Reporting: Publication-ready APA 7th edition summary tables and plain-English narrative interpretations of p-values
Deliverables:
1. Cleaned, fully labeled SPSS dataset (.sav)
2. Spreadsheet backup (.xlsx / .csv)
3. APA 7th formatted tables and results summary (.docx / .pdf)
Confidentiality guaranteed. Message me before ordering to confirm your project scope!
FAQ
What files or details do I need to send to get started?
Please provide your raw survey export file (Excel, CSV, or Google Forms export), your original survey questionnaire, and your specific research questions or hypotheses.
Will the results be formatted according to APA 7th edition?
Yes. Summary tables, p-values, and narrative interpretations are formatted strictly following APA 7th edition guidelines, making them ready to paste directly into your thesis or paper.
Can you handle custom statistical models or specific instructions from my supervisor?
Absolutely. If your supervisor or department provided a specific reporting rubric or methodology template, send it over and I will structure the outputs to match those requirements.
Do you translate English to Bengali and Bengali to English?
Yes, I can do translate both English to Bengali and Bengali to English.
Can you analyze qualitative literature or research text?
Yes, I conduct qualitative thematic coding, content extraction, and synthesis for academic research in both English and Bengali.

