Survey & Data Resources

Descriptive analysis in SPSS is the foundation of every credible quantitative study. Yet many students and researchers struggle with running the correct statistics, interpreting output, and reporting results in APA format. This comprehensive guide explains descriptive analysis in SPSS step by step, with clear definitions, practical examples, sample tables, and proper interpretation.

More importantly, it shows how to avoid common mistakes that can weaken your results section or delay approval. If you need help running descriptive statistics, preparing publication-ready tables, or ensuring your analysis meets academic standards, professional SPSS support can save you time and prevent costly errors.

Exploratory factor analysis in SPSS is often misapplied, leading to weak factor structures, reviewer criticism, and costly revisions. This guide explains what exploratory factor analysis is, how to run EFA in SPSS, sample size requirements, assumptions, and interpretation. If you need defensible EFA with clear factor solutions and APA-style reporting for your thesis or journal paper, our statisticians can run and document the analysis for you.

Confirmatory factor analysis in SPSS requires more than running AMOS and reporting fit indices. Poor model specification, incorrect assumptions, and weak interpretation often lead to rejected theses and journal submissions. In this guide, we explain confirmatory factor analysis, CFA steps in SPSS, result interpretation, and multi-group CFA. If you need publication-ready CFA with clear APA reporting and expert validation, our team can handle the analysis and documentation for you.

This step-by-step guide explains how to connect SurveyMonkey with Salesforce to automate lead capture, update CRM records, and improve sales workflows accurately.

Typeform collaboration enables teams to co-create, manage, and automate forms within a unified workspace. This guide explains how shared workspaces, permissions, co-editing, and automation tools streamline operations across departments. You will also learn best practices for managing forms collaboratively and how expert-built workflows help organizations scale their data processes with confidence and efficiency.

A comprehensive and beginner-friendly guide on how to integrate SurveyMonkey with Airtable to automate survey workflows, improve collaboration, and simplify reporting.

This guide explains how to connect Qualtrics with Airtable to streamline survey data collection, automate workflows, and simplify reporting. It is written for both beginners and advanced survey designers who want a clean, reliable method for handling survey responses.