I will clean, validate, and qc your spss survey data
survey programmer
About this Gig
Need help cleaning and validating your SPSS survey data?
I will clean, organize, and quality-check your SPSS dataset so it is accurate, consistent, and ready for further analysis.
My services include:
- SPSS data cleaning and formatting
- Variable name and label cleaning
- Value labels and coding correction
- Variable recoding
- Missing and invalid value checks
- Duplicate and incomplete response checks
- Skip logic and routing validation
- Logic and consistency checks
- Cross-variable validation
- Contradictory response identification
- Range and data-quality checks
- SPSS syntax for cleaning and validation
I have experience working with survey and market research datasets and understand how to check data against questionnaire logic and requirements.
I can work with SPSS (.sav), Excel (.xlsx/.xls), and CSV files.
Whether you have a small dataset or a complex survey with many variables and logic conditions, I can help identify and resolve data-quality issues.
Please contact me before ordering if your dataset is large or has complex logic. Send me your requirements, and I will review them first.
Let's turn your raw survey data into clean, consistent, analysis-ready SPSS data!
FAQ
What files do you need to start?
Please provide your SPSS (.sav), Excel, or CSV dataset. If available, also provide the questionnaire, codebook, or data-cleaning instructions.
Can you clean variable names and labels in SPSS?
Yes. I can clean and standardize variable names, variable labels, value labels, and coding according to your requirements.
Can you recode variables?
Yes. I can recode variables, correct coding issues, create derived variables, and apply the required coding rules.
Can you provide SPSS syntax?
Yes. I can provide SPSS syntax for applicable cleaning, recoding, validation, and data-quality checks.
Do you work with survey and market research data?
Yes. I can work with survey-scripts and datasets and validate the data against questionnaires, codebooks, and specified logic requirements.

