Factor Analysis, CFA & SEM
EFA, CFA and full structural models in AMOS, SmartPLS, lavaan or Mplus — with fit indices reported properly.
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Data & Statistics
SPSS Analysis
Descriptives through to regression, ANOVA, reliability and factor analysis — with assumption checks and APA-formatted output.
SPSS remains the standard in a great many departments, and most of the marks lost in an SPSS results chapter come from three places: an unchecked assumption, a test that does not match the measurement level of the variables, and output pasted in raw instead of formatted.
We run the analysis, document the assumption checks, and convert the output into properly formatted APA tables with the interpretation written underneath in plain language.
You receive the .sav data file and the .sps syntax, so the whole analysis can be re-run and defended.
What you receive
- Cleaned and coded .sav dataset with variable and value labels
- .sps syntax file so every step is reproducible
- Assumption testing with the decisions explained
- APA-formatted tables and figures
- Written interpretation of each result
Questions about SPSS Analysis
Almost never. Depending on the design there are robust alternatives, transformations, bootstrapping or non-parametric equivalents. We choose one and document why.
Yes — that is included as standard. You should be able to defend every table in your own words, so we write the interpretation for you to learn from, not to copy blindly.
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ARIMA, SARIMA, exponential smoothing, VAR and Prophet models, validated on held-out data.
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Mediation & Moderation
PROCESS, bootstrapped indirect effects, moderated mediation and clean interaction plots.
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ANOVA & Hypothesis Testing
t-tests, one-way and factorial ANOVA, ANCOVA, MANOVA, repeated measures and the non-parametric equivalents.
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Next step
Ready to talk about SPSS Analysis?
Send the brief, the deadline and anything you already have. You will get a reference number straight away and a considered reply, usually within one working day.
- Fixed quote agreed before any work begins
- A reference number you can quote on WhatsApp
- Confidential handling, and an NDA if you want one
- An honest answer if your deadline is not realistic
