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Muhammad Behroz K.
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Muhammad Behroz K.

Psychometrics & Scale Validation | Factor Analysis, SPSS, R

❓ Is your questionnaire measuring what you think it measures? If a supervisor, committee or reviewer has questioned your scale, or you are unsure which analysis fits your survey data, I can help you reach results you can explain and defend. 🔎 YOU MAY BE IN THIS SITUATION IF: ▸ You built or adapted a questionnaire and need to show it is valid and reliable ▸ Your factor analysis does not show the structure you expected, and you do not know why ▸ You have survey data but are not sure which test answers your research question ▸ A reviewer asked for more evidence on validity or assumptions ▸ You ran an analysis with an AI tool and want an independent check 📦 WHAT YOU RECEIVE: ✔ A clear explanation of the method I chose and why it fits your question ✔ Data screening and assumption checks, documented ✔ Clean output and APA 7 tables ✔ A plain-English written interpretation you can understand and talk through ✔ Answers to your follow-up questions for 7 days after delivery 🎯 BEST FIT: clinical, health, nursing, mental health and behavioral research; patient-reported measures; psychology and social science surveys. 📩 HOW WE START: Send me your research question, your measures, your sample size and your deadline. I will reply with the approach I would take, anything I need from you, and a timeline. 🎓 WHY CLIENTS TRUST ME: I am a registered clinical psychologist (MS, Clinical Psychology) specializing in psychometrics. My MS thesis validated a body dysmorphic concerns scale on a clinical sample, and I have completed statistical analysis for two doctoral-level manuscripts in health research. 📊 METHODS: exploratory factor analysis, confirmatory factor analysis, Cronbach's alpha, construct validity, regression, mediation and moderation, group comparisons, cluster analysis. 🛠 TOOLS: IBM SPSS, IBM SPSS Amos, R, Jamovi, Stata, Excel. 📌 SCOPE: Statistical analysis, clear interpretation and feedback on your results write-up, so the paper stays fully yours.

🇵🇰Liaquatpur, Pakistan$25/hr100% JSS4.95 (17)Since Nov 2019

Earnings and projects

MRR
$59

Last 6 months ÷ 6

World#147,481 / 412k
🇵🇰Country#21,303 / 52.9k
Revenue, last 30 days
$6

Last 6 months: $351

World#105,946 / 412k
🇵🇰Country#15,130 / 52.9k
Total earnings
$9.2k

Billed in all: $9.3k

World#203,125 / 412k
🇵🇰Country#21,985 / 52.9k
Per project
$384

$50 in the last 6 months

World#207,683 / 412k
🇵🇰Country#23,268 / 52.9k
Projects, last 6 months
7
43% fixed57% hourly
World#28,826 / 412k
🇵🇰Country#6,448 / 52.9k
Projects in all
24

Across 26 contracts

50% fixed50% hourly
World#116,630 / 412k
🇵🇰Country#19,248 / 52.9k

Earnings, last 30 days

$9.3k+$6 earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$9,310$9,315$9,320Oct 8Oct 23Nov 7

Skill rankings: Top 26% in Statistics

Ranked by MRR among everyone on Upwork with the skill.

  1. #5Cluster Analysis13 freelancers · 🇵🇰 #1Top 38%
  2. #8Factor Analysis19 freelancers · 🇵🇰 #3Top 42%
  3. #15Reliability Testing33 freelancers · 🇵🇰 #4Top 45%
  4. #43Hypothesis Testing138 freelancers · 🇵🇰 #16Top 31%
  5. #44Customer Segmentation114 freelancers · 🇵🇰 #7Top 39%
  6. #45Regression Analysis138 freelancers · 🇵🇰 #12Top 33%
  7. #55Psychometrics147 freelancers · 🇵🇰 #12Top 37%
  8. #79Survey Data Analysis225 freelancers · 🇵🇰 #12Top 35%