Problem-First Data Analysis: Applied EDA with Python and PPDAC — PickAClass
⏱ 2h 48m 📚 28 lessons 🎧 Audio version

Problem-First Data Analysis: Applied EDA with Python and PPDAC

Master the PPDAC framework to structure your data investigations, ask the right questions, and perform robust exploratory data analysis using Python.

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About this course

Many aspiring analysts make the mistake of diving straight into coding and datasets without a clear plan. True data analysis begins with a well-formulated problem, not just a set of tools. This text-based course shifts your mindset from a tool-focused coder to a strategic thinker. By adopting the structured PPDAC (Problem, Plan, Data, Analysis, Conclusions) cycle, you will learn how to approach any dataset with purpose, structure your investigations, and deliver actionable insights using modern Python. What you'll learn: Understand the foundational concepts of Exploratory Data Analysis (EDA) and the PPDAC lifecycle; Formulate precise analytical questions and design structured plans before writing code; Clean, filter, and prepare raw data using modern Python dataframe libraries; Apply statistical and logical exploration techniques to uncover hidden patterns and anomalies; Synthesize findings into clear conclusions that directly answer your initial business questions; Write clean, readable analysis code that follows modern Python best practices. You will begin by mastering core terminology and the theory behind structured problem-solving. From there, you will read through step-by-step analytical workflows, studying how to translate real-world questions into programmatic Python solutions. This course is designed for beginner analysts, data enthusiasts, and programming novices who want to build a strong analytical foundation. No prior data science experience is required. Start thinking like a seasoned analyst and elevate your Python data skills today.

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 💬 Personal AI tutor
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  • 🎧 Audio version included
    Learn on the go — no screen needed
  • ♾️ Lifetime access
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  • 📱 Phone or computer
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  • 💸 14-day refund
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  • Short & focused
    2h 48m 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
This certifies that
Name Surname
has successfully demonstrated mastery of
Problem-First Data Analysis: Applied EDA with Python and PPDAC
Skills demonstrated
Behavioral pattern analysis
Foundational
1.2 hrs
Decision-architecture frameworks
Proficient
1.4 hrs
A/B test design
Proficient
1.7 hrs
Behavioral copywriting
Advanced
1.9 hrs
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PickAClass — Name Surname
Problem-First Data Analysis: Applied EDA with Python and PPDAC
Page 2 of 2
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
Verify this credential
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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