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SmartPLS & SPSS / Research analysis

Research analysis — SEM-PLS

From research data to an interpretable model

My contributionResearch data analysis & model evaluation
FocusData preparation · Model evaluation · Research reporting
SmartPLS structural model showing relationships between human capital, structural capital, integration capability and innovation performance
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Project context

The purpose
behind the work.

This work uses a structured analytical process to examine relationships between research constructs, supported by SmartPLS and statistical analysis.

The workflow moves through data preparation, measurement-model checks, structural-model evaluation and hypothesis testing. The supplied model includes human capital, structural capital, integration capability and innovation performance.

SmartPLSSPSSPLS-SEMResearch reporting
Inside the project

What the experience brings together.

01

Prepare the data

Review the research dataset and prepare it for analysis.

02

Evaluate the model

Assess measurement reliability and validity before interpreting the structural relationships.

03

Interpret the findings

Organise the model output and hypothesis-testing results into a clear research narrative.

Delivered experience

The project delivers structured analytical outputs that support interpretation of the research model and its hypotheses.

Let’s work together

What are you
working on?

Tell me about your project, the challenge you want to solve and your target timeline. I’ll help you work out the next step.