Data-Driven Quality Assurance & Quality Control: Metrics/KPI

Explore QA & QC Metrics & KPIs, defect trends, automation & manual testing KPIs, and quality measurement strategies

Explore QA & QC Metrics & KPIs, defect trends, automation & manual testing KPIs, and quality measurement strategies

Overview

Monitoring and analyzing the progress of test case execution, Creating actionable insights from defect trends, Spotting inefficiencies or slowdowns in QA processes, Measuring defect concentration and how often bugs escape to production, Identifying gaps in test scenarios using metrics, Estimating the return on investment from test automation efforts, Using metric-driven approaches to improve test planning, Combining manual and automated metrics, Measuring productivity of QA teams over time, Set QA & QC KPIs and tailoring them to project needs, Using test metrics to support compliance and audits, Using metrics to evaluate quality level on a project, Quantifying the cost of poor quality (CoPQ), Building metric-based QA OKRs for teams, Using metrics to support root cause analysis sessions, Differentiating between bug severity and priority for better triaging, Designing reports that clearly communicate QA results to stakeholders, Using data during retrospectives to improve QA strategies, How to identify and define useful QA indicators and performance metrics, Evaluating how much of the system is tested and how effective the tests are

Manual QA professionals aiming to showcase their impact through data, Automation testers who need to quantify framework efficiency and consistency, QA supervisors and team leads looking to apply measurable quality standards, Agile testing specialists focused on integrating metrics into fast delivery environments, Product owners and business analysts wanting actionable insights from QA metrics, Software engineers interested in understanding how QA data can improve development, Project coordinators managing delivery timelines and quality expectations, Delivery leads responsible for monitoring release stability and defect rates, Engineering managers using metrics to evaluate team and process performance, Product managers aligning quality insights with product objectives and roadmaps, System architects examining how architecture influences software quality and issue trends

Basic familiarity with how software testing works, Knowledge of manual or automated quality assurance methods, Experience using issue tracking tools like Jira or equivalent, Hands-on use of tools that manage test cases, such as TestRail, Motivation to apply metrics for QA improvements, No specialized skills in programming or analytics required

Build a Metrics-Driven QA Practice with Confidence – Learn to Measure, Improve, and Communicate Software Quality

In modern software development, data is power — and that includes Quality Assurance. Whether you're testing manually, leading automation, or managing QA teams, the ability to collect and interpret the right QA metrics is what separates guesswork from strategy.

"Data-Driven Quality Assurance & Quality Control: QA Metrics" is a complete, practical guide to understanding and applying the most critical metrics in QA and QC. You’ll learn how to identify key trends, track testing performance, and present your results in a way that makes sense to both technical and non-technical stakeholders.

What This Course Covers:

  • Core QA & QC Metrics and KPIs: Understand the key differences and how both play a role in measuring quality

  • Automation & Manual Testing KPIs: Learn metrics for both types of testing—execution rates, pass/fail ratios, flakiness, automation coverage

  • Defect Metrics & Trends: Discover how to use data to identify patterns, root causes, and quality risks

  • Quality Measurement Strategies: Apply frameworks for tracking test coverage, product readiness, test case effectiveness, and more

  • Process Improvement Through Metrics: Use historical data to drive retrospectives, reduce technical debt, and optimize test cycles

  • QA Dashboards & Reporting Techniques: Learn new things that will help you to build compelling, visual summaries using tools like Jira, Excel, or TestRail

You’ll also get actionable tools: KPI templates, metric dashboards, formulas, and checklists you can use in real-world projects.


Who Is This Course For?

This course is ideal for:

  • QA Engineers & Testers aiming to make their work more measurable and visible

  • Automation Testers looking to quantify their frameworks’ effectiveness

  • QA Leads & Managers seeking to implement or improve their team’s quality metrics

  • Scrum Masters & Product Owners who want real-time insights into product and process quality

  • Anyone involved in software quality and delivery who wants to speak the language of data


Why Metrics Matter

In Agile and DevOps environments, decisions are made fast—and without data, QA can get left behind. This course teaches you how to bring clarity and credibility to your testing efforts. With real metrics, you can show exactly what’s working, what needs fixing, and how to prioritize your team's time effectively.

By the end of this course, you’ll be confident in building and using a QA metrics framework that drives real improvement—and gets noticed by your team, stakeholders, and leadership.

Join now and start delivering quality that’s not just good—but measurable.

Andrii Piatakha

Andrii Piatakha is a highly experienced educator, entrepreneur, project manager and software engineer with over 10 years of teaching experience and a proven track record of empowering students worldwide to achieve their goals in IT. As the Founder and CEO of IT-Bulls, Andrii has dedicated his career to promoting engineering excellence and shaping the next generation of IT professionals.


=== What Sets Andrii Apart? ===

Unparalleled Expertise
Andrii's career spans over a decade, during which he has mentored thousands of students and professionals. His hands-on experience as a software engineer and business leader allows him to deliver courses that are both practical and impactful. Andrii specializes in teaching Java, software architecture, cybersecurity, project management, web and application development, and more.

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Through his highly popular course “Java from Zero to First Job”, Andrii has helped countless individuals with no prior programming experience secure their first jobs in IT. This course is renowned for its structured approach, real-world projects, and ability to prepare students for success in the shortest possible time.

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As the creator of Learn-IT Online University and its accompanying mobile app, Andrii has designed platforms that simplify the certification process in various IT domains, providing students with a seamless learning experience.

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Andrii's teaching focuses on the essential skills needed for career success. With a deep understanding of the challenges students face, he provides detailed homework assignments, real-world projects, and personalized guidance to ensure every learner achieves their full potential.

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Over 1,000+ professionals, including software engineers, managers, and architects, have endorsed Andrii's expertise on LinkedIn. His reputation for excellence is further demonstrated by the numerous success stories of students who have transitioned into leading roles in IT companies worldwide.

A Trusted Mentor and Leader
IT-Bulls, Andrii’s consultancy company, not only upholds the highest standards in engineering but also creates opportunities for students to gain practical, hands-on experience by working on real-world applications. Many of Andrii’s students have joined IT-Bulls as interns and grown into top-performing engineers within the company.

A Proven Track Record of Success
Every course Andrii creates is built on a foundation of practical knowledge, industry expertise, and student success stories. His unique ability to simplify complex topics and focus on what truly matters has earned him a loyal global following.


=== Why Choose Andrii? ===

Real-World Experience: Andrii combines his engineering expertise with his entrepreneurial spirit to deliver courses that reflect real-world challenges and solutions.

Student-Centric Approach: His teaching goes beyond theory, equipping students with the skills they need to excel in their careers.

A Community of Success: Join a thriving community of students and professionals who have transformed their lives with Andrii’s guidance.


=== Get Started Today ===

Take the first step toward a brighter future with Andrii’s courses on Udemy. Explore his LinkedIn profile for more insights into his career and achievements, and follow him on Instagram for updates, tips, and inspiration.

Transform your potential into reality with Andrii Piatakha – your partner in success!

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