Advanced SQL: MySQL for Ecommerce Data Analysis

所在平台: Udemy

课程主页: https://www.udemy.com/course/advanced-sql-mysql-for-analytics-business-intelligence/

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**课程名称:** 高级SQL:MySQL在电子商务数据分析中的应用 **课程概述:** 本课程是面向已有MySQL基础知识的学习者设计的进阶SQL课程。通过使用一个专门构建的、丰富的电子商务数据库,学员将扮演一名新入职的数据库分析师,与公司CEO、市场总监和网站经理合作,利用高级SQL工具和技术分析电子商务运营,优化网站流量、用户行为和产品销售。课程强调实战应用,让学员真正像数据分析师一样思考,解决实际业务问题。 **课程重点内容:** * **SQL/MySQL 基础技能评估:** 复习SELECT语句、聚合函数和表连接等核心技能。 * **MySQL 安装与环境搭建:** 指导学员安装MySQL Community Server和MySQL Workbench,并创建课程所需的项目数据库。 * **流量分析与优化:** 利用MySQL分析网站流量来源、转化率,并学习如何优化广告投放预算。 * **网站测量与测试:** 深入分析页面级网站数据,比较流量和转化率,构建和分析转化漏斗,优化客户购买体验。 * **渠道分析与优化:** 深入用户流量渠道,对比付费与免费流量,分析不同设备类型表现,进行时间序列分析以了解趋势和季节性。 * **产品级别分析:** 分析产品销售和转化率,研究交叉销售模式,利用退货率评估产品质量。 * **用户级别分析:** 深入研究用户行为和重复会话,识别高价值客户及其来源渠道。 **项目实战:** * **中期项目:** 为高管会议准备数据。 * **最终项目:** 构建一个数据驱动的增长故事,用于吸引潜在投资者。 **课程特色:** * **真实项目导向:** 使用定制的电子商务数据库,进行实际项目练习。 * **强调分析思维:** 培养像数据分析师一样思考和解决问题的能力。 * **实操性强:** 涵盖数据分析师和商业智能专业人士日常工作的实际项目。 * **全面学习资源:** 提供8小时以上高质量视频、可下载的MySQL电子书、测验和动手项目。 **学习目标:** 掌握高级SQL技能,能够利用MySQL进行深入的数据库分析,为电子商务业务增长提供数据支持和商业洞察。 **先修要求:** 熟练掌握SELECT语句、聚合函数和表连接等基础SQL/MySQL知识。 **不包含内容:** 本课程不涵盖SQL/MySQL数据库的构建、修改或维护。课程专注于使用MySQL和MySQL Workbench进行数据探索和数据库分析。

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课程详情

IMPORTANT NOTE: This is an advanced SQL course, which builds on the skills covered in our introductory MySQL courses. Please review the prerequisite skills or complete the beginner SQL course before taking this one!If you want to develop practical, real-world database analytics & business intelligence skills using advanced SQL, you're in the right place.This course is unlike anything you've seen before. Instead of using random sample data and obscure demos, we'll be working with a rich, custom-built ecommerce database that we've designed from scratch to help you apply your SQL skills to real projects and learn how to truly THINK like a data analyst.You'll be playing the role of a newly hired Database Analyst for Maven Fuzzy Factory, an eCommerce start-up, and will be working directly with the CEO, Marketing Director and Website Manager to help grow the business and analyze performance along the way. You'll use a range of advanced SQL tools and techniques, and work through actual projects that data analysts and business intelligence professionals work on every day.COURSE OUTLINE:Prerequisite SQL Skills AssessmentIn this section we'll address the core SQL/MySQL skills that you should be comfortable with before starting the course, including SELECT statements, aggregate functions, and table joins. If you aren't sure how your skills stack up, we've included a quiz to assess your baseline SQL knowledge.MySQL Setup & InstallFor students who haven't completed our intro course, we'll demonstrate exactly how to download and install the tools that we'll need to access MySQL, including MySQL Community Server & MySQL Workbench. We'll share download guides for both Mac & PC, and run our first piece of SQL code to generate the project database that we'll analyze throughout the course.Traffic Analysis & OptimizationIn this section we'll use MySQL to analyze where our website traffic is coming from, how different sources perform in terms of traffic volume and conversion rates, and how we can adjust bids to optimize our budgets.Website Measurement & TestingIn this section we'll dive into page-level website data to compare traffic and conversion rates, and use MySQL to build and analyze conversion funnels to help optimize the customer purchase experience.*MID-COURSE PROJECT: Preparing data for the executive board meetingChannel Analysis & OptimizationIn this section we'll dig deeper into our traffic channel mix, explore paid vs. free traffic, break down performance by device type, and write advanced SQL queries to conduct some time-series analyses to understand trending and seasonality.Product-Level AnalysisIn this section we'll use MySQL to break down product-level sales and conversion rates, analyze cross-selling patterns, and use refund rates to keep a pulse on quality.User-Level AnalysisIn this section we'll take a closer look at user behavior and repeat sessions, and use MySQL data analysis techniques to identify our most valuable customers and explore which channels they are coming from.*FINAL PROJECT: Building a data-driven growth story for potential investorsUnlike other SQL courses, this one is uniquely designed to sharpen your business intelligence and analytical thinking skills; as you complete course projects and exercises, you'll actually see patterns and trends emerging in the data based on your findings. For those looking to pursue a career in analytics, this course is a must.Enroll today and get LIFETIME access to:8+ hours of high-quality videoDownloadable MySQL ebookQuizzes and hands-on projectsMid-course and Final SQL projects30-day money-back guaranteeIMPORTANT NOTE: This course does NOT cover building, altering, or maintaining SQL/MySQL databases. Our goal here is to focus on data exploration and database analysis using MySQL and MySQL Workbench (we'll cover database administration tools in a separate course).Happy analyzing!-John (Lead SQL Instructor & MySQL Expert, Maven Analytics)______________________________Looking for the full business intelligence stack? Search for "Maven Analytics" to browse our full course library, including Excel, Power BI, MySQL, and Tableau courses!See why John is one of the TOP-RATED SQL/MySQL Instructors on Udemy:"I totally loved this course! Everything was easy to understand, but it moved at a fast enough pace that I never got bored. I learned SO much about MySQL and had fun doing it. In fact, at the end of the day I didn't want to stop learning - I wanted to keep charging on to the next lesson!"- Ann S."This is an excellent advanced course! I've taken both SQL courses from Maven Analytics and highly recommend both. The best part of this course is the detail they included by building a real world e-commerce database. It's much easier to grasp the concepts when you can see how they're literally applied to scenarios and outcomes as opposed to just theory. Great work!"- Dan S."John's deep understanding of SQL and database analysis and ability to explain those tools is really unmatched. I've taken other SQL and MySQL courses and tried reading books, but this course is by far the most effective. Excited to see more courses from John!"- Steven M.

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