INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE
ISSN: 2692-5206, Impact Factor: 12,23
American Academic publishers, volume 05, issue 03,2025
Journal:
https://www.academicpublishers.org/journals/index.php/ijai
page 1302
ADVANTAGES, DISADVANTAGES AND SOLUTIONS OF VISUALIZATION
Kudratova M.Sh.
Doctoral candidate ,
Nuraliyev F.M.
professor
Annotatsiya:
Vizuallashtirish nima va uning avfzallaklari keltirib o’tildi, vizuallashtirishda
yuzaga keladigan kamchiliklar ko’rib chiqildi hamda bu kamchiliklarga mos ravishda yechimlari
ham keltirildi.
Abstract:
What is visualization and its advantages are explained, the shortcomings that arise in
visualization are considered, and solutions are provided accordingly
Kalit so’zlar:
Vizuallashtirish, rivojlanishi, vizuallashtirishni avfzalliklari, vizuallashtirishda
yuzaga keladigan kamchiliklar.
Keywords:
Visualization, development, advantages of visualization, disadvantages of
visualization.
Introduction:
In recent years, the issue of visualizing the results of scientific research has
become a concern for researchers of all specialties. Visualization of scientific research results is
important in presenting scientific information. Using visual tools, research results are presented
in a more accurate, understandable and effective way. However, incorrect or ineffective
visualization can lead to misinterpretation of data, confusion and incorrect conclusions. This
article discusses the advantages of visualization, the main disadvantages that arise and ways to
overcome them. Visualization is the process of representing data in a graphical form, which is a
method of making information more understandable and visible through diagrams, graphs,
drawings and other visual tools. Visualization is the process of expressing information or ideas in
an understandable form by seeing them. Let's talk about the advantages of visualization.
Visualized information simplifies complex information and helps to understand it at a glance [1].
This is especially important when working with large amounts of data. It helps us to
understand the data quickly and easily, which helps us make decisions easily and attracts
attention. Graphics and images arouse the audience's interest and ensure that the information is
remembered. For example, if you present financial documents in text form, it can be quite
difficult and boring. However, when presented through graphs and diagrams, they are much
more understandable, memorable and quickly grasp the main conclusion. Through visualization,
it is possible to immediately see the differences and similarities between different data. This
enhances the impression and ensures easy comprehension [2].
Information that is difficult to understand through numbers or text is more effective in
visual form and we can easily find a solution. Visualization has many advantages, but it is not
without its disadvantages. Misinterpretation of data, such as using the wrong graphic format or
manipulating data, can lead the audience to the wrong conclusion. As a solution, it is necessary
INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE
ISSN: 2692-5206, Impact Factor: 12,23
American Academic publishers, volume 05, issue 03,2025
Journal:
https://www.academicpublishers.org/journals/index.php/ijai
page 1303
to choose the type of graph according to the type of information and use clear symbols. It is also
necessary to cite the source of the data [3].
Overcomplication, where the visualization has too many elements, colors, and information, can
distract the audience and make it difficult to understand the most important information they
need. The solution is to follow minimalist design principles and eliminate unnecessary elements
and focus on the main message.
Errors in color selection, such as incorrect color combinations, or failure to select colors
correctly, can cause a number of difficulties in obtaining colors that are close to each other and
cause people who cannot distinguish colors well to receive incorrect information. It is
recommended to pay attention to contrast when matching colors and choose appropriate color
combinations for people with color blindness.
Incorrect presentation of data can be distorted by choosing the wrong graph, or by incorrectly
defining the scale or measurement. In this case, it is very important to clearly define the zero
point on the graph, and correctly reflect the ratio and proportions [4].
Another disadvantage is the lack of context, which means that if the source of the information,
the content of the graphic, or the main purpose of the graphic is not explained, the audience may
misinterpret the information. In this case, it is very important to include explanatory text below
the visualization and correctly explain the main idea.
Not taking into account the audience If you do not take into account who the visualization is for,
this will complicate the perception of the information presented. In this case, it is necessary to
take into account the needs of the audience and present the visualization in a way that is clear
and understandable to everyone.
Conclusion:
Visualization is a powerful tool for increasing efficiency and accuracy in the
process of working with data. Scientific visualization can be a powerful tool for presenting
results in a clear and impressive way, but if it is not used effectively, there is a risk of
misinterpretation of data. Therefore, researchers should approach the creation of visualizations
with care and responsibility. Using visualization correctly and strategically is the key to success.
References:
1. Few, Stephen. Show Me the Numbers: Designing Tables and Graphs to Enlighten. Analytics
Press, 2016.
2. Tufte, Edward R. The Visual Display of Quantitative Information. Graphics Press, 2001.
3. Cairo, Alberto. The Functional Art: An Introduction to Information Graphics and
Visualization. New Riders, 2019.
4.
Yau, Nathan. Data Points: Visualization That Means Something. Wiley, 2020.
