SPSS Mann–Whitney U Analysis

@ameenulhaq66

Dear Client, I'm happy to assist with your Mann-Whitney U test analysis in SPSS, comparing two independent groups with ordinal variables. I'll prepare the data, run the test, verify assumptions, and provide detailed descriptive statistics (medians, IQRs, frequencies) plus interpretation suitable for an academic manuscript. Deliverables: Native SPSS output (.spv) and syntaxBrief report outlining methods, descriptives, test results, and implications. I've done similar non-parametric analyses (e.g., comparing survey responses between groups). Please connect over chat to discuss in details. Best regards,

@arwamoizds

Hi, I can support you with a full SPSS-based non-parametric analysis using the Mann Whitney U test, tailored specifically for ordinal questionnaire data and suitable for direct inclusion in an academic manuscript. My approach will include: • Careful data checking and preparation (coding, missing values, and group validation) • Full descriptive statistics (medians, interquartile ranges, frequencies, and distribution checks) • Mann Whitney U test execution with proper assumption verification • Calculation and interpretation of effect sizes and significance levels (p-values) • Clear, academic-style write-up explaining both statistical and practical implications of the findings Deliverables will include: • SPSS output file (.spv) with all analysis results • SPSS syntax file for full reproducibility • A structured Word/PDF report ready for inclusion in your manuscript I’ve previously worked on similar non-parametric analyses involving Likert-scale and ordinal survey data, including Mann Whitney U and Kruskal–Wallis tests for academic research projects, where the focus was on clear interpretation and publication-ready reporting. Turnaround time will depend on dataset size, but typically I can complete this type of analysis within 24–72 hours after receiving the data. Looking forward to supporting your study Regards Arwa

@Freelancersedo

Hi, I can complete your full SPSS Mann–Whitney U analysis and deliver results that are ready to include in an academic manuscript. I have experience handling non-parametric datasets and SPSS analysis, including data cleaning, recoding, assumption checks, Mann–Whitney U testing, effect size calculation, and interpretation. I’ll also provide detailed descriptive statistics such as medians, interquartile ranges, frequencies, and any additional measures that strengthen the findings. You’ll receive the native SPSS output file (.spv), syntax used, and a clear report (Word/PDF) covering methods, results, significance levels, effect sizes, and practical implications. Kindly contact me for more details. Thank you.

@assignsolver

Mann–Whitney U testing on ordinal data requires precise assumption verification and interpretation that extends beyond standard output—most analyses miss the nuance of effect sizes and practical significance. This project sits squarely within my wheelhouse of non-parametric statistical work. Have completed 40+ Mann–Whitney U analyses across psychology, health sciences, and social research contexts. The workflow is straightforward: data screening for coding errors, assumption checks (independence, ordinal measurement), test execution with effect size calculation (rank-biserial correlation), and interpretation anchored to both statistical and practical significance. Descriptive statistics will include medians, IQRs, percentile distributions, and frequency breakdowns that strengthen manuscript readiness. Deliverables include native SPSS output (.spv file with full syntax documentation) and a methods-results section formatted for direct integration into academic manuscripts. Significance levels, effect sizes, and implications will be stated with clinical or practical context. Turnaround: 3-5 business days depending on dataset size and complexity. Quality assurance includes assumption verification and cross-check of all reported values before delivery.

@SolutionMart

Mann–Whitney U testing on ordinal questionnaire data requires precise assumption verification before interpretation—many analysts skip this, creating flawed conclusions. This project sits squarely within my core competency. I have completed 40+ non-parametric analyses across psychology, health, and social science datasets. Recent work includes two-group ordinal comparisons with full descriptive breakdowns (medians, IQRs, percentile distributions) and effect size reporting (rank-biserial correlations). Every deliverable has been publication-ready with embedded significance interpretation. Turnaround is 3–5 business days depending on dataset size and recoding complexity. The final report will contain methods justification for Mann–Whitney choice, detailed descriptive tables, SPSS syntax with output files (.spv), effect sizes with confidence intervals, and plain-language interpretation of practical significance—formatted for direct academic manuscript insertion. Provide the data file and questionnaire structure, and I'll verify assumptions, flag any data quality issues, and deliver complete analysis with interpretive narrative.

@aqsaishrat

Greetings, Comparing two independent groups with ordinal data requires precision, and this analysis will turn your dataset into clear, publication-ready insights using the Mann, Whitney U test. The final output will not just show significance but provide a complete statistical story that strengthens your academic work and supports meaningful conclusions. With strong experience in SPSS and non-parametric analysis, the process will cover both accuracy and clarity for manuscript use. You’ll get: • Cleaned and prepared dataset with assumption checks • Detailed descriptive statistics including medians, IQRs, and frequencies • Full Mann–Whitney results with significance levels, effect size, and clear interpretation Previous work includes similar non-parametric studies where results were directly used in theses and journal submissions, with a quick turnaround aligned to your deadline. Let’s discuss your dataset and timeline to get started right away. Thanks Aqsa I.

@kaindo2017

I am Simon, a BSc Science graduate with strong expertise in statistical analysis and SPSS, including extensive experience with non-parametric tests such as the Mann–Whitney U test. Please review my profile: https://www.freelancer.com/u/kaindo2017 I can handle your full analysis workflow—from data preparation and cleaning (recoding, validation, assumption checks) to executing the Mann–Whitney U test and interpreting results for academic use. I ensure outputs are not just technically correct but also clearly explained and publication-ready. What I will deliver: • Complete SPSS output (.spv) and clean, well-documented syntax • Detailed descriptive statistics (medians, IQRs, frequencies, distributions) • Mann–Whitney U results with exact p-values, effect size (r), and assumption checks • A concise academic-style report explaining methods, results, and practical implications I have completed similar analyses involving ordinal datasets, group comparisons, and non-parametric inference, ensuring clarity and rigor for thesis and journal use. Timeline: 24–48 hours depending on dataset size I focus on accuracy, transparency, and clear interpretation, so your results can be directly integrated into your manuscript.

@Vasilchenko

Hello. I can conduct this analysis in SPSS and interpret it, with syntax, SPSS output, and transfrom output in Word or Pdf format for review, also provide brief explanation/interpretation of result. I have more than 20 years of experience with tasks like this.

@moizdzo3l

Hi, I have solid experience conducting non-parametric analyses in SPSS, including multiple projects using the Mann Whitney U test for ordinal survey data across independent groups. In past work, I’ve handled full workflows from data cleaning, coding, and assumption checks to detailed descriptive reporting (medians, IQRs, frequency distributions) and effect size calculations delivering results formatted for direct inclusion in academic manuscripts. For your project, I will prepare and validate the dataset, run the Mann Whitney U test with appropriate assumption checks, and produce comprehensive SPSS outputs alongside clean, reproducible syntax. The report will go beyond basic summaries, presenting detailed descriptive statistics and a clear interpretation of statistical significance, effect sizes, and practical implications in a polished, publication-ready format. I can deliver both the SPSS output (.spv), syntax file, and a concise, reader-friendly report within 2–3 days depending on dataset size and complexity. If you have specific journal guidelines or reporting styles to follow, I’m happy to tailor the output accordingly. Regards, Moiz.

@HelpingHut

Mann–Whitney U testing requires careful attention to ordinal data structure, assumption verification, and effect size reporting—elements frequently mishandled in academic submissions. This analysis will be executed with full methodological rigor. Data preparation will include systematic checking for coding errors, verification of ordinal variable assumptions, and confirmation that both groups meet Mann–Whitney prerequisites. The test will be run with complete diagnostic output, including median comparisons, interquartile ranges, and detailed frequency distributions across both groups. The deliverable includes native SPSS syntax and .spv output file alongside a manuscript-ready report. Results will be presented with exact p-values, effect sizes (r or rank-biserial correlation), and practical interpretation of statistical findings. Descriptive statistics will be comprehensive—not summative—showing the full distribution story before significance testing. Turnaround: 3-4 business days. Similar non-parametric work completed across health sciences, psychology, and social research domains. All output includes Turnitin verification and unlimited revisions until manuscript integration is seamless.

@shivampanchal

Hello, my name is Shivam. I’m a Data Scientist with strong experience in SPSS and non-parametric statistical analysis, including Mann–Whitney U tests for ordinal data. I can handle your analysis end-to-end, ensuring it is statistically correct, well-documented, and ready for academic use. My approach: • Data Preparation • Check and clean dataset (missing values, coding consistency) • Recode variables if needed for accurate analysis • Descriptive Statistics (Detailed) • Medians, IQRs, frequencies, distributions • Additional summaries/plots to strengthen interpretation • Mann–Whitney U Test • Run test in SPSS with full output • Verify assumptions (independence, distribution shape considerations) • Calculate and report effect size (r) • Interpretation (Manuscript-Ready) • Clear reporting of U, Z, p-values, effect size • Practical interpretation of findings (not just significance) You will receive: • SPSS output file (.spv) • SPSS syntax file (fully reproducible) • Clean, reader-friendly report (Word/PDF) with methods, results, and implications I’ve worked on similar non-parametric analyses for academic projects, ensuring results are both rigorous and publication-ready. I can typically deliver within 2–3 days depending on dataset size. Looking forward to collaborating.

@enlightenwritin1

Hi, I can help you with a complete and accurate non-parametric analysis using the Mann–Whitney U test in SPSS. I have experience working with ordinal datasets, independent group comparisons, and preparing publication-ready statistical reports. In similar projects, I’ve handled data cleaning, recoding, assumption checks, and detailed descriptive analysis (medians, IQR, frequency distributions), followed by proper interpretation including p-values, effect sizes, and practical implications. For your project, I will: • Prepare and validate the dataset (coding, missing values, assumptions) • Run Mann–Whitney U tests in SPSS with full syntax • Provide detailed descriptive statistics (median, IQR, frequencies) • Report significance levels and calculate effect size (r) • Deliver a clear, academic-style report ready for manuscript use Deliverables: • SPSS output file (.spv) • SPSS syntax file (.sps) • Reader-friendly report (Word/PDF) Turnaround time: 24–48 hours (depending on dataset size) All work will be plagiarism-free, accurate, and tailored for academic submission. Looking forward to working with you.

@eldadshericks

I am a Data Analyst by practice, and by using SPSS, I can help you discover facts from your pool of data. I run both quantitative and qualitative analyses professionally. I conduct a comprehensive descriptive analysis of the data, providing summaries and measures of central tendency, dispersion, and distribution. This helps you understand the characteristics and patterns of your sample data, providing valuable insights into the variables of interest. Based on your research questions, I can perform appropriate inferential statistical tests, such as t-tests, ANOVA, chi-square tests, correlation analysis, or regression analysis. These tests enable us to draw conclusions and make inferences about the larger population from which the sample was drawn. Additionally, I conduct predictive analytics to help forecast future trends and outcomes based on your data by applying Regression Analysis (linear and logistic), Time Series Analysis, and Machine Learning Models (Decision Trees, Neural Networks). This allows you to make data-driven decisions, optimize strategies, and anticipate future trends. Finally, I provide detailed answers to your research questions based on the results of the descriptive, inferential, and predictive statistical analyses, with visualizations, tables, and charts to support the analysis and enhance comprehension. Please get in touch so we can proceed with the project.

@qualityxenter

Affordable, Early Delivery. ★★★★★★★★★★★★★★I hold a Masters degree which gives me the requisite background to handle writing from various subjects. I am a highly committed person towards my work. You can rely on QualityXenter for quality and consistency in writing. We never violate copyright rules. I have vast amount of experience in this industry since I am working from 2015 as a professional writer. I provide many modifications till to get your satisfactions. I have access to enough journals to use in your research project. I always produce quality work at VERY LOW RATES so, don't worry if you have a low budget for your work, I will be very happy to make a new client like you. I am producing quality work for my clients including ARTICLE WRITING, REPORT WRITING, ESSAY WRITING, RESEARCH PAPERS, BUSINESS PLAN, TECHNICAL WRITING, MATLAB, THESIS, ACCOUNTING & FINANCE work ETC. Go through my profile link https://www.freelancer.com/u/qualityxenter

@bimzaman000

Hey! I have gone through your description. I have done MPhil in Statistics and have extensive experience working with non-parametric methods, including the Mann–Whitney U test for ordinal data and independent group comparisons. I have completed several similar projects where I handled full SPSS workflows—from data cleaning and recoding to assumption checking, detailed descriptive statistics (medians, IQRs, frequencies), and reporting results in publication-ready format. I have strong command of SPSS (including syntax and output interpretation), along with Excel, Tableau, and Power BI for supporting analysis and visualization where needed. I will ensure your data are properly prepared, assumptions are verified, and results are clearly presented with exact p-values, effect sizes, and meaningful interpretation suitable for an academic manuscript. You will receive: • Native SPSS output file (.spv) • Complete SPSS syntax used for transparency and reproducibility • A well-structured report (Word/PDF) including methods, detailed descriptive statistics, Mann–Whitney U results, significance levels, effect size, and practical implications I can deliver this with full accuracy and typically within 1–2 days depending on dataset size. Looking forward to see your interest. Thank you.

@sumbali

UNDER YOUR BUDGET AND YOUR NEEDS PLEASE OPEN CHATBOX SO I CAN SHOW PREVIOUS WORKS I have extensive experience conducting non-parametric analyses, including Mann–Whitney U tests in SPSS, with full assumption checks, effect sizes, and publication-ready reporting. I’ll deliver clean syntax, .spv output, and a polished report with rich descriptive statistics. Turnaround: 4-5 days, with clear, journal-ready interpretation.

@professorxwriter

With several years of experience in academic writing, I've developed a deep understanding of statistical tests including the Mann-Whitney U test that you require for your project. I can confidently prepare your data, run the detailed analysis using SPSS and deliver well-explained results that are publication-ready. My focus on descriptive statistics incorporating medians, inter-quartile ranges, and relevant effect sizes aligns perfectly with your specific requirements. In terms of my previous work, I've conducted similar non-parametric or Mann-Whitney analyses for various research projects involving ordinal variables. By utilizing all I've learned, I'm confident to provide you with thorough and comprehensive outputs that would strengthen the story you want to tell in your manuscript.

@eliza019

Hello there, With extensive experience in statistical and predictive analytics, My proficiency in SPSS combined with my programming skills in Python will not only ensure an effective data analysis but also allow for flexibility and automation, optimizing efficiency throughout the process. Throughout my career, I have consistently proven my problem-solving mindset transforming complex datasets into clear and actionable insights that clients can use to drive their business forward. Data cleaning and transformation is an often-overlooked area of importance; however, it's where precise analysis begins. My vast experience in this area ensures thorough sorting of your data for accurate analysis - leaving no stone unturned. Lastly, I recognize that clear communication is vital to successful project completion. I assure you of my commitment in communicating regularly and effectively throughout this project, leaving no room for ambiguities. Trusting me with this project will not just avail you of a qualified individual but also someone who is dedicated in leveraging their knowledge and experience for unparalleled client satisfaction.

@freeproject800

Hello sir We are a group of expert each one has a master degree in statistical analysis Economics and finances. We have more than 9 years of professional experience in SPSS .. we can start now! Regards