Product and Business Metrics with Python, SQL, and BI Dashboards — PickAClass
⏱ 3h 📚 30 lessons

Product and Business Metrics with Python, SQL, and BI Dashboards

Learn to extract database records, analyze product KPIs using Pandas, and communicate business insights through clear visualizations and dashboards.

  • 💬 AI instructor
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  • 🕐 Start anytime
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  • 🌐 In English
    Lessons, tasks and certificate — all fully in your language.

About this course

Making data-driven business decisions requires a solid understanding of how product and financial metrics are measured and interpreted. This text-based course equips you with the fundamental concepts and practical skills needed to transform raw database tables into meaningful analytics. You will understand core business KPIs, write queries to retrieve relevant data, manipulate datasets using Python, and visualize key trends through clear charts and BI dashboard layouts. What you'll learn: - Understand essential product and business metrics, including retention, acquisition costs, and conversion rates. - Query relational databases using SQL to extract user event and transactional data. - Clean, aggregate, and process datasets using Python and the Pandas library. - Create clear data visualizations using Matplotlib and Seaborn. - Design structured BI dashboard layouts to present business insights effectively. - Perform cohort analysis to evaluate product growth and user engagement over time. The course begins with foundational definitions of key performance indicators and data structures before moving into practical code walkthroughs and step-by-step analytics workflows. This course is designed for aspiring data analysts, product managers, and beginners with no prior coding background. Start reading today to build your practical toolkit for business analytics.

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 💬 Personal AI tutor
    Stuck on a lesson? Ask your built-in tutor anything, any time.
  • ♾️ Lifetime access
    Come back anytime, no expiry
  • 📱 Phone or computer
    Works anywhere, any device
  • 💸 14-day refund
    No questions asked
  • 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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PickAClass
Skills profile · verifiable
Document
Certificate of Mastery
This certifies that
Name Surname
has successfully demonstrated mastery of
Product and Business Metrics with Python, SQL, and BI Dashboards
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
P
PickAClass — Name Surname
Product and Business Metrics with Python, SQL, and BI Dashboards
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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