ConversionXL (Georgi Georgiev) – Statistics for AB Testing
Original price was: $499.00.$63.90Current price is: $63.90.
Planning A/B tests: Sample size & statistical power
Why is statistical power so important, and yet so neglected? You will learn about the trade-offs involved in planning A/B tests, and how to avoid under- and over-powered tests.
Description
Unlock your potential with the Unlock your potential with the ConversionXL (Georgi Georgiev) - Statistics for AB TestingConversionXL (Georgi Georgiev) - Statistics for AB Testing course for only course for only Original price was: $499.00.Original price was: $499.00.$$63.9063.90Current price is: $63.90.Current price is: $63.90. at at Giolib.comGiolib.com! Explore our comprehensive library of over 60,000 downloadable digital courses across various ! Explore our comprehensive library of over 60,000 downloadable digital courses across various Business & SalesBusiness & Sales. Get expert-led, self-paced learning at up to 80% savings. Elevate your skills today!. Get expert-led, self-paced learning at up to 80% savings. Elevate your skills today!
ConversionXL (Georgi Georgiev) – Statistics for AB Testing
Become a proper optimizer and know your stats
If you’re not fluent in A/B testing statistics, you won’t be able to tell whether your tests suck.If you’re not fluent in A/B testing statistics, you won’t be able to tell whether your tests suck.
A lot of your “winning” tests are probably not winners at all. Learn to call bullshit when needed, and be the person who advocates proper scientific approach in your team.A lot of your “winning” tests are probably not winners at all. Learn to call bullshit when needed, and be the person who advocates proper scientific approach in your team.
In 8 sessions, you’ll learn
- How to run A/B tests with a sound statistical design.How to run A/B tests with a sound statistical design.
- How to ask the right questions, avoid common mistakes, and get insights through statistics.How to ask the right questions, avoid common mistakes, and get insights through statistics.
- An in-depth understanding of statistical hypothesis testing and concepts like statistical significance, confidence intervals, statistical power, and others.An in-depth understanding of statistical hypothesis testing and concepts like statistical significance, confidence intervals, statistical power, and others.
Understand the complexities involved in planning and evaluating A/B tests
Avoid costly testing mistakes stemming from misuse and misunderstanding of statistics, and improve the ROI of all your A/B testing efforts, with Georgi Georgiev’s guidance.Avoid costly testing mistakes stemming from misuse and misunderstanding of statistics, and improve the ROI of all your A/B testing efforts, with Georgi Georgiev’s guidance.
Get Get ConversionXL (Georgi Georgiev) – Statistics for AB Testing download
This course is right for you if…
- You can’t define statistical significance correctly without looking it up on Google.You can’t define statistical significance correctly without looking it up on Google.
- Your A/B tests produce a lot of “winners,” but your clients aren’t seeing improvements.Your A/B tests produce a lot of “winners,” but your clients aren’t seeing improvements.
- You’re planning and analyzing A/B tests, but you don’t understand the statistical underpinnings of the testing process.You’re planning and analyzing A/B tests, but you don’t understand the statistical underpinnings of the testing process.
- You’re not confident in the outcomes of your tests and are unsure how much trust to put in themYou’re not confident in the outcomes of your tests and are unsure how much trust to put in them
- You have an in-house statistical tool you want to improve, or you use a third-party A/B testing software you want to understand betterYou have an in-house statistical tool you want to improve, or you use a third-party A/B testing software you want to understand better
This course is probably not for you if…
- You are just starting with CRO and have little to no practical experience with A/B testing.You are just starting with CRO and have little to no practical experience with A/B testing.
- You don’t employ A/B tests as a primary method to evaluate CRO work.You don’t employ A/B tests as a primary method to evaluate CRO work.
- You are a professional statistician or experimental design specialist.You are a professional statistician or experimental design specialist.
Skills you should have before taking this course:
- Some experience in conversion rate optimization.Some experience in conversion rate optimization.
- Basic understanding of how A/B testing works.Basic understanding of how A/B testing works.
- Some experience with an A/B testing software.Some experience with an A/B testing software.
About your instructor,
Georgi Georgiev
He’s the mastermind behind Analytics-Toolkit.com, a SaaS used by web analysts and CRO practitioners from agencies across the world.He’s the mastermind behind Analytics-Toolkit.com, a SaaS used by web analysts and CRO practitioners from agencies across the world.
Georgi Georgiev is the owner of WebFocus, a digital marketing consulting company delivering world-class marketing and analytics services for the past 10 years.Georgi Georgiev is the owner of WebFocus, a digital marketing consulting company delivering world-class marketing and analytics services for the past 10 years.
Georgi is a lecturer in multiple marketing events, as well as a Google Regional Trainer in AdWords & Analytics. He is also the author of three papers and multiple articles on A/B testing for conversion rate optimization.Georgi is a lecturer in multiple marketing events, as well as a Google Regional Trainer in AdWords & Analytics. He is also the author of three papers and multiple articles on A/B testing for conversion rate optimization.
In just 8 sessions, you’ll be able toIn just 8 sessions, you’ll be able to
- Plan maximally efficient A/B tests.Plan maximally efficient A/B tests.
- Correctly interpret A/B testing statistics.Correctly interpret A/B testing statistics.
- Navigate the complexities of MVT, segmentation, multiple KPIs, and concurrent tests.Navigate the complexities of MVT, segmentation, multiple KPIs, and concurrent tests.
- Plan and analyze sequential tests.Plan and analyze sequential tests.
Your full course curriculum
Statistics for A/B testing
Lesson 1Lesson 1
Why A/B test? Basics of causal inferenceWhy A/B test? Basics of causal inference
In the first class, we’ll lay the groundwork that’s required in order to understand more advanced concepts in subsequent classes. We’ll go over basic concepts that are crucial for developing a probabilistic mindset.In the first class, we’ll lay the groundwork that’s required in order to understand more advanced concepts in subsequent classes. We’ll go over basic concepts that are crucial for developing a probabilistic mindset.
Topics covered:Topics covered:
- Correlation and causation. Observational analysis versus controlled experiments.Correlation and causation. Observational analysis versus controlled experiments.
- Sampling and natural variance and their implications for drawing insights from data.Sampling and natural variance and their implications for drawing insights from data.
- Null-hypothesis statistical tests – history and basics of causal inference.Null-hypothesis statistical tests – history and basics of causal inference.
- Control and randomization in A/B tests – why we need them and how they work?Control and randomization in A/B tests – why we need them and how they work?
- One-sided and two-sided tests, composite vs. point hypothesis.One-sided and two-sided tests, composite vs. point hypothesis.
Lesson 2Lesson 2
Statistical significance & confidence intervalsStatistical significance & confidence intervals
Statistical significance is one of the most abused concepts in conversion rate optimization. You will learn what it is, really. We’ll discuss common misuses and misunderstandings, their consequences, and how to avoid them.Statistical significance is one of the most abused concepts in conversion rate optimization. You will learn what it is, really. We’ll discuss common misuses and misunderstandings, their consequences, and how to avoid them.
Topics covered:Topics covered:
- What is statistical significance.What is statistical significance.
- Common misuses of statistical significance and how to avoid them.Common misuses of statistical significance and how to avoid them.
- Common misinterpretations and how to avoid them.Common misinterpretations and how to avoid them.
- A/A, A/B/A, A/A/B/B testing – when are they appropriate, and what can they be used for?A/A, A/B/A, A/A/B/B testing – when are they appropriate, and what can they be used for?
- Confidence intervals.Confidence intervals.
Lesson 3Lesson 3
Planning A/B tests: Sample size & statistical powerPlanning A/B tests: Sample size & statistical power
Why is statistical power so important, and yet so neglected? You will learn about the trade-offs involved in planning A/B tests, and how to avoid under- and over-powered tests.Why is statistical power so important, and yet so neglected? You will learn about the trade-offs involved in planning A/B tests, and how to avoid under- and over-powered tests.
Topics covered:Topics covered:
- What is statistical power and why does it matter?What is statistical power and why does it matter?
- The relationship between power and other statistical parameters: significance, sample size, & minimum detectable effect.The relationship between power and other statistical parameters: significance, sample size, & minimum detectable effect.
- Under-powered and over-powered tests.Under-powered and over-powered tests.
Lesson 4Lesson 4
Multivariate testing & concurrent testsMultivariate testing & concurrent tests
Learn how to properly plan and analyze a multivariate test, avoiding common pitfalls. We examine the practice of running multiple concurrent tests, and how and when it’s appropriate.Learn how to properly plan and analyze a multivariate test, avoiding common pitfalls. We examine the practice of running multiple concurrent tests, and how and when it’s appropriate.
Topics covered:Topics covered:
- Complexities introduced by testing more than one variant versus controlComplexities introduced by testing more than one variant versus control
- When is an A/B/n test preferred to a simple A/B test?When is an A/B/n test preferred to a simple A/B test?
- Do’s and don’ts of running concurrent testsDo’s and don’ts of running concurrent tests
Lesson 5Lesson 5
Segmentation, multiple KPIs, & non-binomial testsSegmentation, multiple KPIs, & non-binomial tests
Learn how to gain deeper insights by segmentation. We’ll also examine the fine details of using multiple outcome metrics for a test and cover non-binomial metrics such as revenue per user.Learn how to gain deeper insights by segmentation. We’ll also examine the fine details of using multiple outcome metrics for a test and cover non-binomial metrics such as revenue per user.
Topics covered:Topics covered:
- Segmenting A/B testing data for maximum insights.Segmenting A/B testing data for maximum insights.
- Complexities in running tests with more than one outcome metric.Complexities in running tests with more than one outcome metric.
- Analyzing non-binomial data such as revenue and time on site.Analyzing non-binomial data such as revenue and time on site.
Lesson 6Lesson 6
Sequential testingSequential testing
Sequential testing is the future of A/B testing. Learn about different approaches to sequential testing, and how to plan and analyze a sequential test.Sequential testing is the future of A/B testing. Learn about different approaches to sequential testing, and how to plan and analyze a sequential test.
Topics covered:Topics covered:
- Shortcomings of classical fixed-sample testsShortcomings of classical fixed-sample tests
- The issue of optional stoppingThe issue of optional stopping
- The alpha-spending approach to sequential testingThe alpha-spending approach to sequential testing
- Planning and analyzing a sequential testPlanning and analyzing a sequential test
- Adaptive tests – benefits and drawbacksAdaptive tests – benefits and drawbacks
Lesson 7Lesson 7
Faster testing by asking the right questionsFaster testing by asking the right questions
How can we run A/B tests with maximum efficiency? By designing and analyzing them to reflect the questions we want answered.How can we run A/B tests with maximum efficiency? By designing and analyzing them to reflect the questions we want answered.
Topics covered:Topics covered:
- One vs two-tailed significance testsOne vs two-tailed significance tests
- Non-inferiority testingNon-inferiority testing
- Nontraditional hypothesis and analysisNontraditional hypothesis and analysis
Lesson 8Lesson 8
Planning ROI-positive A/B testsPlanning ROI-positive A/B tests
The cherry on top: how to combine everything from the past seven courses to run highly efficient A/B tests that result in great returns.The cherry on top: how to combine everything from the past seven courses to run highly efficient A/B tests that result in great returns.
Topics covered:Topics covered:
- Costs and benefits in A/B testingCosts and benefits in A/B testing
- Planning ROI-positive A/B testsPlanning ROI-positive A/B tests
Read more:Read more: http://archive.is/T3Opr
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