Generate sample SPSS data for a research model: generate, test, export

Build a model from Google Form questions, generate a structured Likert data set and only save the result when it passes the quality gate you configured.

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Quick facts updated 07/10/2026

SPSS order price: 2,5 / 4,5 / 6 Credit/response (<10 / 10–20 / ≥21 questions)
AI model building: 10–50 Credit, needs a minimum balance of 10 Credit
Generate data: Free
Indicators checked: Cronbach's Alpha, CR, AVE, outer loading, HTMT, VIF, R²

See it in the product

Indicators checked before the data is used

Key information is shown as status, ratios and check results instead of a long block of instructions.

≥ 0,70 Alpha / CR

≥ 0,50 AVE

≤ 5,0 VIF

Import form Configure Check Create order

Visual model of SPSS research models — Model and indicators shown visually

What it does

A separate research workflow

The SPSS module has its own editor, data generator, quality gate, import/export and submit queue. Features appear according to the rollout set by the administrator.

Assign questions to constructs, choose the Likert scale and set reverse-coded items.

Declare paths, mediation, moderation and question rules.

Controlled regeneration until the data passes the quality gate or the attempts run out.

Measures Cronbach's Alpha, CR, AVE, outer loadings, HTMT, VIF, Mean/SD and path coefficients.

Use data that meets the standard to export files or queue form filling.

How it works

How to use SPSS research models in 3 steps

Every step has a clear status and check.

1
Design the model

Create constructs, map questions and declare relationships between variables.

A research model on the canvas: variables, questions assigned to variables and hypotheses H1–H3
2
Generate and test

The engine creates data, drops bad responses and recomputes every indicator on the final data.

Data generated: Cronbach's Alpha, CR, AVE, β coefficients, KMO and Bartlett on the final data
3
Export or use

Download CSV/.SPS or create an SPSS order once the data is ready.

Download the IBM SPSS .SPS file or coded CSV as soon as the data meets the standard, or create an SPSS fill order

What you need

The form needs suitable groups of questions to build constructs, usually Likert scales.
The model must have no cycles and the variables must be mapped to the right questions.
The module must be enabled by the administrator for the account or system.

Limits to know

Test results are technical support and do not replace the researcher's methodological decisions.
Mathematically conflicting indicator targets can stop the data from passing the quality gate.

Quick answers