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所在平台: Coursera |
课程主页: https://www.coursera.org/learn/statistics-in-psychological-research
课程评论:没有评论
课程名称:心理研究中的统计学 概述:本课程主要面向对心理学、统计学、数据分析和研究方法感兴趣的大学一年级和二年级本科生,同时也适合高中生及有类似兴趣的专业人士。 课程大纲: 1. **学习与PsycLearn Essentials**:本模块介绍了PsycLearn Essentials课程的内容,并提供了学习导航和有效学习的技巧。 2. **心理研究的统计学导论**:开始介绍数据描述与可视化的基本概念,统计推断的基础,及零假设检验的逻辑。同时介绍了各种假设检验类型,并给出了在不同研究条件下选择合适检验的标准。学习如何解读效应量和置信区间,以及统计功效,并引入零假设显著性检验的替代方法。 3. **数据分析基础**:本部分将介绍变量的基本概念,以及用于描述和总结数据集中变量的一些基本统计方法。 4. **零假设显著性检验**:从描述性统计(如均值和标准差)转向推断统计,帮助我们使用样本数据对样本所代表的总体进行推断。 5. **超越零假设显著性检验**:讨论零假设显著性检验在心理研究中的角色,提出的反对意见,以及提出的替代方法。 6. **课程总结**:回顾前一模块的主要思想,按学习目标进行整理。 7. **课程评估**:包含课程评估的相关内容。 8. **PsycLearn Essentials APA学生资源**:提供来自美国心理学协会(APA)的多种信息和工具,帮助学生在完成课程作业和规划职业目标时获得激励。探索APA关于心理学问题和学术研究写作的资源,以及多样性、公平性和包容性方面的资源和职业机会链接。 该课程旨在帮助学生掌握心理学研究中必备的统计工具和方法,提升数据分析能力,并为心理学职业发展打下良好的基础。
Name:Learn With PsycLearn Essentials
Description:This module introduces you to your PsycLearn Essentials course. Find out what’s included in this course and how to navigate the modules and lessons. You’ll also learn valuable study tips for successful learning.
Name:Introduction to Statistics for Psychological Research
Description:This course will begin by introducing the basic concepts of how to describe and visualize data, the fundamentals of using statistics to make inferences, and the logic of null hypothesis testing. Various types of hypothesis tests will be introduced, along with criteria for selecting which is appropriate for different study conditions. As an extension of null hypothesis significance tests, you will learn about how to interpret effect sizes and confidence intervals, along with statistical power, before being introduced to alternatives to null hypothesis significance testing.
Name:Data Analysis Basics
Description:In this first section of the course, the fundamental concept of the variable is introduced and explained, along with some of the basic statistical methods we use to describe and summarize variables in data sets.
Name:Null Hypothesis Significance Testing
Description:In this module, we move on from descriptive statistics like the mean and standard deviation into inferential statistics, which help us use sample data to draw inferences about the populations the samples represent.
Name:Beyond Null Hypothesis Significance Testing
Description:In this section of the course, we consider the role of null hypothesis significance testing in psychological research, some objections that have been raised to that approach, and some alternative approaches that have been proposed.
Name:Conclusion
Description:Review the main ideas from the previous module, organized by learning objectives (LOs).
Name:Course Assessment
Description:
Name:PsycLearn Essentials APA Student Resources
Description:This module provides a variety of information and tools from the American Psychological Association (APA) that will help inspire you as you complete your coursework and plan your career goals. Explore APA resources on various psychological issues and scholarly research and writing; a list of sites providing valuable resources on diversity, equity, and inclusion in psychology education and in the professional community; resources on a career in psychology; and links to career opportunities at the APA.
This is primarily aimed at first- and second-year undergraduates interested in psychology, statistics, data analysis, and research methods along with high school students and professionals with similar interests.