教学生理性,而不仅仅是解决问题集:哲学和视觉数据通信在可访问的数据科学教育中的作用
Ilinca I Ciubotariu1,2, Gundula Bosch2
1Department of Biological Sciences, Purdue University, West Lafayette, Indiana, United States of America.
PLoS computational biology
|June 8, 2023
概括
这项研究倡导为研究生提供增强的统计培训,重点是推理和完整性,而不是习惯方法. 提出的以错误为重点的课程旨在提高STEM领域的研究可重复性和责任性.
科学领域:
- 生物医学科学 生物医学科学
- 在STEM教育方面.
- 量化推理 是一种量化推理.
背景情况:
- 统计培训指南往往忽视了STEM研究生.
- 量化方法对于生物医学和科学研究生课程中的可重复和负责任的研究至关重要.
- 当前的研究生统计学教育可能会优先考虑方法,而不是基本推理和批判性论证.
研究的目的:
- 建议改善研究生统计培训的方法.
- 将研究生教育集中在研究诚信的基本推理和整合技能上.
- 使用以错误为中心的镜头来描述定量推理课程.
主要方法:
- 实施一个以错误为中心的定量推理课程.
- 利用可视化和沟通能力.
- 将原则应用于实验设计,数据收集,分析和结论.
主要成果:
- 该课程强调批判性论证和统计方法的更大背景.
- 它通过良好的统计实践来解决不可重复性的原因.
- 这种方法可以适应各种研究生生物医学和STEM课程.
结论:
- 研究生统计教育应优先考虑推理和整合技能,以确保研究的完整性.
- 一种以错误为中心的方法可以提高对良好统计实践的理解.
- 该模型为改善STEM研究生课程的统计培训提供了一个框架.
相关概念视频
Manipulation and Analysis
47
GIS manipulation and analysis functions are vital for decision-making and planning. These activities range from data retrieval tasks, such as selecting information based on specific criteria, to advanced analytical techniques that address complex spatial problems.One critical GIS analysis method is overlaying, which combines multiple data layers to examine impacts. For example, overlaying a river-dammed lake boundary with road networks can identify affected infrastructure. Another common...
47
Statgraphics
166
Statgraphics is a comprehensive statistical software suite designed for both basic and advanced data analysis. Originating in 1980 at Princeton University under Dr. Neil W. Polhemus, it was one of the pioneering tools for statistical computing on personal computers, with its public release in 1982 marking an early milestone in data science software. Over the years, it has evolved into a robust platform for data science, offering tools for regression analysis, ANOVA, multivariate statistics,...
166
Review and Preview
9.0K
Data are individual items of information obtained from a population or sample. Data may be classified as qualitative (categorical), quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population. A random sample is a representative group from the population chosen by using a method that gives each individual in the population an equal chance of being included in the sample. Random...
9.0K
Pie Chart
14.2K
A pie chart (or a pie graph) is a circular graphical chart or a pictorial representation of categorical data. It is divided into slices of pie each indicating numerical proportions. It is also used to show the relative sizes of data in a single chart.
In a pie chart, the central angle, the arc length of each slice, and the area are directly proportional to the quantity or percentage it represents. Some real-world examples that can be depicted using pie charts include marks obtained by students...
In a pie chart, the central angle, the arc length of each slice, and the area are directly proportional to the quantity or percentage it represents. Some real-world examples that can be depicted using pie charts include marks obtained by students...
14.2K
Bar Graph
16.7K
A bar graph is also called a bar chart and consists of bars that are separated from each other. It either uses horizontal or vertical bars to show comparisons among categories. The bars can be rectangles, or they can be rectangular boxes (used in three-dimensional plots). One axis of the graph represents the specific categories being compared, and the other axis shows a discrete value. In this graph, the length of the bar for each category is proportional to the number or percent of individuals...
16.7K
Introduction to Statistics
47.3K
The science of statistics involves collecting, analyzing, interpreting, and presenting data. The method of collecting, organizing, and summarizing data is called descriptive statistics. The systematic method of drawing inferences from the sample data and predicting unknown characteristics of a population is called inferential statistics.
In statistics, the collection of individuals or objects under study is called population. The idea of sampling is to select a portion of the larger population...
In statistics, the collection of individuals or objects under study is called population. The idea of sampling is to select a portion of the larger population...
47.3K


