Data Analysis

Structural Equation Modelling (SEM) data analysis with IMB SPSS AMOS/Smart PLS

This service is designed for postgraduate students (Masters, MBAs, DBAs and PhDs) and senior researchers from all disciplines who want to empirically test and improve their conceptual models through structural equation modelling using IBM SPSS AMOS or SMART PLS. The process is simple, clients need to register and book a consultation with one of our research statisticians. The consultant will assess the core elements of your research project and advice accordingly.


The package includes:
  • Thorough explanation of the data analysis process
  • Normality test
  • Detailed information on the measures applied to improve the model fit indices
  • Graphical representation of the confirmatory factor analysis (measurement model)
  • Graphical representation of the structural model
  • Reliability analysis (Cronbach’s Alpha, Composite reliability coefficients)
  • Convergent validity (factor loadings, corrected item-total, and AVE) 
  • Discriminant validity analysis (Square root/correlation matrix)
  • Crystal clear interpretation of the Structural Equation Modelling results
  • Clear and comprehensive report delivered after 15 working days
  • One (1) free consulting session on the data analysis report


Our experts in Structural Equation Modelling (SEM) have assisted researchers with analyses such as:

  • Control Variables
  • Common Method Bias
  • Multigroup Analysis
  • Mediation Analysis
  • Reversed Mediation Analysis
  • Moderation Analysis
  • Mediated Moderation Analysis
  • Moderated Mediation Analysis
  • Second Order Reflexive SEM Analysis
  • Second Order Formative SEM Analysis
  • Third Order Reflexive SEM Analysis
  • Third Order Formative SEM Analysis

NB: Please note that we do not write the result chapter for clients, but we provide a detailed report.