You will get Structural Equation Modeling - SmartPLS Data Analysis
Top Rated

Project details
With more than 3 years of experience in the field of data science and analysis, I am a full-time freelancer on a variety of platforms with expertise in Research Statistical Data analysis through SmartPLS.
You'll receive a thorough, excellent structural equation modeling (SEM) analysis for your study through SmartPLS.
Measurement Model (Reflective Constructs)
1.Reliability Analysis
✓Cronbach Alpha
✓Composite Reliability
2.Validity Analysis (Convergent Validity)
✓Average Variance Extracted (AVE)
✓Factor/Outer Loadings
3.Discriminant Validity
✓Fornell Larcker criterion
✓HTMT
✓Cross-Loadings
✓Measurement Model (Formative Constructs)
1.Convergent Validity
✓Redundancy Analysis
2.Collinearity
✓VIF values (Indicator Level)
3.Significance and relevance of indicator weights
✓Outer weights and P values of outer weights
✓Structural Model
✓Hypothesis Testing
✓Meditation Analysis
✓Moderation Analysis
✓Multicollinearity (VIF)
CB-PLS, SEM-PLS any kind of analysis you want to be done through Smartpls 3 or 4, feel free to let me know and you will get it! I will be more than happy to help
You'll receive a thorough, excellent structural equation modeling (SEM) analysis for your study through SmartPLS.
Measurement Model (Reflective Constructs)
1.Reliability Analysis
✓Cronbach Alpha
✓Composite Reliability
2.Validity Analysis (Convergent Validity)
✓Average Variance Extracted (AVE)
✓Factor/Outer Loadings
3.Discriminant Validity
✓Fornell Larcker criterion
✓HTMT
✓Cross-Loadings
✓Measurement Model (Formative Constructs)
1.Convergent Validity
✓Redundancy Analysis
2.Collinearity
✓VIF values (Indicator Level)
3.Significance and relevance of indicator weights
✓Outer weights and P values of outer weights
✓Structural Model
✓Hypothesis Testing
✓Meditation Analysis
✓Moderation Analysis
✓Multicollinearity (VIF)
CB-PLS, SEM-PLS any kind of analysis you want to be done through Smartpls 3 or 4, feel free to let me know and you will get it! I will be more than happy to help
Data Tool
SPSSWhat's included $40
These options are included with the project scope.
$40
- Delivery Time 1 day
- Number of Revisions 1
Optional add-ons
You can add these on the next page.
Additional Revision
+$10
47 reviews
(46)
(1)
(0)
(0)
(0)
SB
Sander B.
Oct 2, 2023
Amazing delivery of work. During the entire project she was busy to adhere to all my additions. So all in all a very helpful person who delivers amazing quality of work. Good set of skills and amazing communication
YS
Yousuf S.
Jun 30, 2026
Sourcing Validated Scale References for Questionnaire Items - Information Systems/Tech Adoption (AI)
Working with Ms. Sidra was an excellent experience from start to finish. The project involved tracing and sourcing questionnaire items for a PhD research study in Information Systems, and she exceeded my expectations. She carefully identified the original sources of the measurement items, prepared a well-organized sourcing table, clearly indicated whether each item was adopted, adapted, or newly developed, and demonstrated a strong understanding of research methodology and academic standards throughout the project. Her work was accurate, thorough, and professionally presented. Communication was prompt, she met all deadlines, and it was evident that she genuinely understood what she was doing rather than simply completing a task. I highly recommend Ms. Sidra to anyone needing assistance with academic research, questionnaire development, literature sourcing, or measurement scale validation. I would gladly work with her again.
ZP
Zixin P.
Jun 14, 2026
Experienced Freelancers Needed for Short Academic Survey (15–20 min, $15)
DN
Dayakar N.
Mar 13, 2026
Data Analysis using SPSS
Ms. Sidra is a highly skilled data analysis expert who uses SPSS. She handled complex issues efficiently and provided strong solutions. Ms. Sidra went above and beyond to ensure everything was perfect and completed the task very quickly without sacrificing quality. Thank you for the excellent work, and I look forward to rehiring Ms. Sidra for my next project.
BS
Bonnie S.
Jan 8, 2026
SPSS Data Analysis
Sidra was amazingly helpful in helping me translate the raw data I had in SPSS to clear tables and charts. I had zero experience analyzing data or using the software and her help was invaluable! She additionally made sure that I understood everything and promised to make herself available up until the time I defend my dissertation. I will certainly be using her again! She even finished before the deadline we agreed on.
ZZ
Zack Z.
Jan 5, 2026
Data astronomy collaboration
Amazing experience. Completed the project as per requirements, would hire again
About Sidra
Research Data Analyst | SPSS AMOS SmartPLS Jamovi Python NVIVO
100%
Job Success
Karachi, Pakistan - 7:14 pm local time
Throughout my career, I have been involved in numerous research projects, collaborating with clients from various industries and academic backgrounds. I have a deep understanding of different research methodologies and possess the ability to apply them effectively to address unique research objectives.
As a research professional, I understand the importance of delivering high-quality work within the specified timelines. I take pride in my strong analytical skills, attention to detail, and commitment to producing accurate and reliable results. Whether it's conducting literature reviews, formulating research questions, or developing sound hypotheses, I ensure that each aspect of the research process is meticulously addressed.
If you are looking for a dedicated and experienced professional who can bring your research projects to fruition, look no further. I am confident in my ability to deliver exceptional results and contribute to your success. Let's connect and discuss how I can help you achieve your goals
My Publication:
Use of CRISPR/CAS9 System in Engineering Plant Resistant to Gemini Virus, an Emerging Threat - International Journal of Pathogen Research
Steps for completing your project
After purchasing the project, send requirements so Sidra can start the project.
Delivery time starts when Sidra receives requirements from you.
Sidra works on your project following the steps below.
Revisions may occur after the delivery date.
Data Analysis
Kindly share the data file and hypothesis that needs to be proved before purchasing, for data analysis.










