University of California, Davis
Data Wrangling, Analysis and AB Testing with SQL
University of California, Davis

Data Wrangling, Analysis and AB Testing with SQL

70,353 already enrolled

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Gain insight into a topic and learn the fundamentals.
3.3

(961 reviews)

Intermediate level

Recommended experience

Flexible schedule
Approx. 15 hours
Learn at your own pace
80%
Most learners liked this course
Gain insight into a topic and learn the fundamentals.
3.3

(961 reviews)

Intermediate level

Recommended experience

Flexible schedule
Approx. 15 hours
Learn at your own pace
80%
Most learners liked this course

What you'll learn

  • Validate and clean a dataset

  • Assess and create datasets to answer your questions

  • Solve problems using SQL

  • Build a simple testing framework to touch on AB Testing

Details to know

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Assessments

9 assignments

Taught in English

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This course is part of the Learn SQL Basics for Data Science Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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There are 4 modules in this course

In this module, you will be able to create trustworthy analysis from a new set of data. You will be able to coalesce some nulls and identify unreliable data and discover reasons why data might be missing. You will also be able to answer ambiguous questions by defining new metrics.

What's included

12 videos3 readings2 assignments6 discussion prompts

In this module, you will be able to name the main the categories of data types. You will be able to explain how the unfiltered data can be manipulated into a table where you can conduct data analysis. You will be able to discuss why a data warehouse is separate from a production database, and you will be able to use the tools you learned to create your own trustworthy tables.

What's included

10 videos4 assignments

In this module, you will be able to map out your joins and be able to highlight the level of detail needed for different kinds of questions. You will be able to practice answering data questions, which should help you feel ready to get asked a whole slough of questions, vague questions, ambiguous questions, or even poorly worded questions. Finally, you will develop a strategy for answering all those questions using data.

What's included

11 videos2 assignments4 discussion prompts

In this module, you will be able to use your SQL skills to set up a basic AB testing system. You will be able to apply hypothesis testing to prove or disprove a hypothesis about how user behavior changed. You will be able to test and interpret the results using a metric or metrics that are tied directly to some business metrics. You will be able to test your SQL skills and give you the base experience you need to learn anything more complicated in terms of AB testing in the future.

What's included

10 videos2 readings1 assignment1 peer review4 discussion prompts

Instructor

Instructor ratings
3.2 (291 ratings)
Katrina Glaeser Poole
University of California, Davis
1 Course70,353 learners

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Recommended if you're interested in Data Analysis

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3.3

961 reviews

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