阅读图表就像阅读一个段落
Tal Boger1, Steven Franconeri2
1Department of Psychological & Brain Sciences, Johns Hopkins University.
Journal of experimental psychology. General
|May 23, 2024
概括
我们的视觉系统难以处理数据中的关系,导致许多人错过了图表中的关键信息. 这项研究强调了需要清晰的数据叙事来引导观众获得关键见解.
科学领域:
- 认知心理学 认知心理学
- 信息可视化 信息可视化
- 人与计算机的交互
背景情况:
- 视觉感知具有快速处理能力,但面临局限性,特别是复杂的关系信息.
- 虽然对象处理能力大约是四个项目,但关系处理能力显然更低.
- 了解数据可视化至关重要,但认知限制可能会阻碍对图形中的关系的准确解释.
研究的目的:
- 在解释图形数据时,研究人类关系处理能力的限制.
- 确定关系处理中的严重限制是否会阻碍确定重要的数据关系.
- 将图形理解与其他认知任务比较,例如图像识别和文本阅读.
主要方法:
- 参与者探索了以图形形式呈现的简单的2x2数据集.
- 实施了控制条件,以隐式引导关注关键关系.
- 测量了识别令人惊或不太可能的关系的表现.
主要成果:
- 大约50%的参与者未能在数据中识别出令人惊的关系.
- 这些被忽视的关系在对照条件下很容易被检测出来.
- 发现图形理解是一个缓慢的过程,类似于阅读文本,而不是快速的图像识别.
结论:
- 关系处理中的严重限制,再加上其他认知约束,显著影响图形理解.
- 有效的数据可视化需要"数据讲故事"来引导用户注意关键关系.
- 设计优先考虑关键见解的图表对于数据的有效沟通至关重要.
更多相关视频
06:33Decomposing the Variance in Reading Comprehension to Reveal the Unique and Common Effects of Language and Decoding
Published on: October 11, 2018
6.8K
07:12Protocol for Data Collection and Analysis Applied to Automated Facial Expression Analysis Technology and Temporal Analysis for Sensory Evaluation
Published on: August 26, 2016
9.4K
相关概念视频
Bar Graph
16.4K
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...
16.4K
Multiple Bar Graph
5.1K
As the name suggests, a multiple bar graph is the same as a bar graph but has multiple bars to depict relationships between different data values. One can include as many parameters as possible. However, each parameter must have the same unit of measurement.
Each bar or column in the multiple bar graph represents a data value. These graphs are used primarily in interrelating two or more sets of data. The categories of different kinds of data are listed along the horizontal or x-axis, whereas...
Each bar or column in the multiple bar graph represents a data value. These graphs are used primarily in interrelating two or more sets of data. The categories of different kinds of data are listed along the horizontal or x-axis, whereas...
5.1K
Interpreting R Charts
63
R chart, or range chart, is a fundamental tool in statistical process control used to monitor the variability within a process. It complements the X-bar (x̄) chart by focusing on the range of the data, rather than individual values, providing a clear picture of the process dispersion over time.
An R chart plots the range of subsets of measurements collected from a process. Each point on the chart represents the range—defined as the difference between the maximum and minimum...
An R chart plots the range of subsets of measurements collected from a process. Each point on the chart represents the range—defined as the difference between the maximum and minimum...
63
Interpreting Run Charts
99
Run charts, essentially line graphs plotted over time, serve as fundamental yet effective tools for process analysis. They chronicle data sequentially, facilitating the identification of trends, shifts, or cyclical movements. This graphical representation is instrumental in determining whether a process is stable or exhibits signs of potential instability indicative of special cause variation. In the healthcare domain, run charts depict infection rates over time, enabling hospitals to monitor...
99
Scatter Plot
6.8K
The most common and easiest way to display the relationship between two variables, x and y, is a scatter plot. A scatter plot shows the direction of a relationship between the variables. A clear direction happens when there is either:
6.8K
Signal Flow Graphs
212
Signal-flow graphs offer a streamlined and intuitive approach to representing control systems, providing an alternative to traditional block diagrams. These graphs use branches to symbolize systems and nodes to represent signals, effectively illustrating the relationships and interactions within the system.
In a signal-flow graph, branches denote the system's transfer functions, while nodes represent the signals. The direction of signal flow is indicated by arrows, with the corresponding...
In a signal-flow graph, branches denote the system's transfer functions, while nodes represent the signals. The direction of signal flow is indicated by arrows, with the corresponding...
212
