I can help you conduct Multiple Linear Regression and Reporting using SPSS
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Project Details
Why Hire Me?
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With 7+ years of experience using SPSS, I help you transform raw data into actionable regression insights through expert model building and diagnostic validation.
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Proficient in SPSS regression procedures, including data handling, assumption testing, and output interpretation
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Skilled in analyzing both quantitative and categorical predictors, including interaction terms
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Experienced in identifying outliers, multicollinearity, and heteroskedasticity using SPSS tools
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Capable of producing academic, business, or client-ready reports with visual outputs
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Focused on delivering explanations that non-statisticians can also understand and use
What I Need to Start Your Work
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Project Details
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Objective of your study and role of regression in the analysis
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Research questions or hypotheses you plan to test
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Data and Data Description
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Dataset in
.sav,.csv, or.xlsxformat -
Variable details: dependent and independent variables, measurement levels, and preprocessing (if any)
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Exact Requirements
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Variables to include (including dummy or interaction terms)
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Assumptions or issues you'd like me to address (e.g., missing values, multicollinearity)
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Reporting Expectations
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Format: Word document, PDF report, or annotated SPSS output
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Required visuals: coefficient tables, scatterplots, residual plots, etc.
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Formatting instructions (if for academic or client-facing use)
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Communication Preferences
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Preferred method of contact and frequency of updates
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Any fixed deadlines or milestone expectations
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Portfolio
SPSS Regression Model for Predicting Employee Productivity in Hybrid Workplaces
Use SPSS to build a regression model predicting employee productivity based on training, remote work, and managerial support. Includes diagnostics, interpretation, and actionable HR insights.
SPSS Regression Analysis for Online Customer Satisfaction in E-Commerce
Discover how SPSS multiple linear regression identifies key drivers of customer satisfaction in online retail. Analyze usability, delivery, and product quality impacts with actionable insights.
SPSS Regression Model to Predict Employee Performance from Training and Engagement
Use SPSS multiple linear regression to explore how training hours and engagement influence employee performance. A ready-to-use HR analytics case study with diagnostics, interaction effects, and business insights.
Process
Customer Reviews
5 reviews for this Gig ★★★★★ 4.5
analysis was accurate and the final file was clean only thing i would say is maybe explain residual plots in more detail
very fast delivery and he caught a mistake in my dataset before running regression saved me from submitting wrong results
i’m not great at stats but he made the spss output super easy to understand even added charts that looked great in my report
was expecting a bit more on the visual output but the regression analysis was solid and helped clarify variable relationships
he used spss to build the whole model for my thesis and explained each coefficient so well my professor had no questions






