中By the end of this course, learners will be able to apply linear regression techniques, interpret statistical outputs, and implement predictive models using SPSS and Excel. Through a blend of foundational theory and real-world applications, students will gain hands-on experience in analyzing datasets across engineering, energy, and finance.
Linear Regression & Predictive Modeling with SPSS
您将学到什么
Apply linear regression and interpret statistical outputs.
Build predictive models in SPSS and Excel with real datasets.
Use regression in engineering, energy, and financial analysis.
您将获得的技能
要了解的详细信息
可分享的证书
添加到您的领英档案
最近已更新！
September 2025
作业
10 项作业
授课语言：英语（English）
了解顶级公司的员工如何掌握热门技能
该课程共有3个模块
This module introduces the fundamentals of linear regression modeling using SPSS. Learners will explore the conceptual foundations of regression, understand the importance of statistical significance, and practice visualizing data relationships. By the end of this module, students will be able to construct regression equations, interpret coefficients, and evaluate the strength of predictive models.
涵盖的内容
9个视频4个作业1个插件
This module demonstrates the practical application of regression modeling across engineering and energy datasets. Learners will examine case studies such as copper expansion and energy consumption, applying regression to interpret real-world phenomena. The focus is on extending regression analysis to scientific and applied contexts while validating model consistency with new data.
涵盖的内容
6个视频3个作业
This module focuses on financial applications of regression, particularly in assessing debt, credit risk, and forecasting. Learners will build regression models to evaluate debt-to-income ratios, credit card liabilities, and predictive outcomes using Excel and SPSS. By mastering these skills, students will enhance their ability to make data-driven financial decisions.
涵盖的内容
6个视频3个作业
从 Machine Learning 浏览更多内容
状态：免费试用University of Colorado Boulder
状态：免费试用University of Colorado Boulder
状态：免费试用Duke University
人们为什么选择 Coursera 来帮助自己实现职业发展
Felipe M.
自 2018开始学习的学生
''能够按照自己的速度和节奏学习课程是一次很棒的经历。只要符合自己的时间表和心情，我就可以学习。'
Jennifer J.
自 2020开始学习的学生
''我直接将从课程中学到的概念和技能应用到一个令人兴奋的新工作项目中。'
Larry W.
自 2021开始学习的学生
''如果我的大学不提供我需要的主题课程，Coursera 便是最好的去处之一。'
Chaitanya A.
''学习不仅仅是在工作中做的更好：它远不止于此。Coursera 让我无限制地学习。'
常见问题
To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.
更多问题
提供助学金，