Statistical Thinking in Excel: Linear Regression and Multivariate Analysis — PickAClass
⏱ 3h 📚 30 lessons 🎧 Audio version

Statistical Thinking in Excel: Linear Regression and Multivariate Analysis

Learn to analyze relationships between variables, construct linear regression models, and make data-driven predictions using Excel.

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About this course

Understanding how different factors influence your data is essential for accurate decision-making. This course introduces core statistical principles, helping you uncover meaningful trends and evaluate relationships between variables directly within Excel. You will begin by mastering foundational concepts such as data types, correlation, and variance before moving into practical predictive modeling. Through clear written explanations and step-by-step formula examples, you will learn to construct, interpret, and evaluate linear regression models with confidence.\n\nWhat you'll learn:\n- Understand fundamental statistical terminology, including dependent variables, correlation, and statistical significance\n- Construct simple and multiple linear regression models using standard Excel functions\n- Evaluate regression results using metrics like R-squared, standard error, and p-values\n- Prepare and clean structured business data for reliable statistical analysis\n- Apply linear regression techniques to practical business forecasting scenarios\n\nThe course begins with foundational definitions and key statistical principles, ensuring a smooth transition into multivariate analysis and regression tools. Each topic features detailed text lessons and practical formula breakdowns designed for easy application.\n\nThis course is ideal for beginners, business analysts, and decision-makers who want to develop strong quantitative reasoning without prior advanced statistics experience.\n\nStart reading today to turn raw spreadsheet data into powerful statistical insights.

Course contents

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 💬 Personal AI tutor
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  • 🎧 Audio version included
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  • ♾️ Lifetime access
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  • 📱 Phone or computer
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  • 💸 14-day refund
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  • ⚡ Short & focused
    3h of practical content

Certificate of completion

Every course you complete on PickAClass issues a credential like this — original, with its own code, verifiable by URL, and detailed about what was actually demonstrated.

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Certificate of Mastery
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Name Surname
has successfully demonstrated mastery of
Statistical Thinking in Excel: Linear Regression and Multivariate Analysis
Skills demonstrated
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Behavioral pattern analysis
Foundational
1.2 hrs
✓
Decision-architecture frameworks
Proficient
1.4 hrs
✓
A/B test design
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1.7 hrs
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1.9 hrs
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PickAClass — Name Surname
Statistical Thinking in Excel: Linear Regression and Multivariate Analysis
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Performance detail
Coursework summary
Lessons completed 14 / 14
Practice questions 26 / 28
Assignments submitted 4 (avg 4.5 / 5)
Capstone project Reviewed — 4.6 / 5
Total practice 6.2 hrs
Performance benchmark
Cohort rank Top 12% of 1,625
Time to completion 11 days (median: 22)
Mastery score 91 / 100
Practice-question score 94%
Skill verification Verified Skill Path
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pickaclass.com/certificates/PCC-2026-X4F7-AP19
Issued under the academic standards of PickAClass. Skill levels reflect assessed performance against the course's competency rubric. This is an original credential of this platform.

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Frequently asked

What do I need to take this course? +

Just a phone or computer with internet. No installs, no special hardware.

How do I pay? +

By card via Stripe. We don’t store card details — Stripe handles them securely.

Can I get a refund? +

Yes — full refund within 14 days, no questions asked.

How long will I have access? +

Forever. Once you purchase, the course is yours to revisit anytime.

Will I get a certificate? +

Yes. On completion you'll receive a certificate you can add to your LinkedIn profile.

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