Проблема с существующими наборами данных

(небольшие объемы, экономия, неодномерность), технический опыт и предложение решения

Abstract

In today's world, there has been a significant increase in the importance and use of data. More and more organizations and individuals depend on data to make decisions and guide their activities. This is due to the development of information technology, the exponential growth of the Internet and the massive penetration of smartphones and other devices that generate and collect data. Continued accumulation of data results in many available data sets. This may include information about user behavior, medical data, financial information, social data and more. All these data have the potential to be used in various fields, including business, science, government, etc. However, despite the wide availability of data, many data sets lack sufficient reliability and quality. This can be caused by a variety of factors, such as data collection and processing errors, incomplete or inconsistent values, and the possibility of intentional data manipulation. It is important to understand that the lack of reliable data can have serious consequences.
In conclusion, the increasing importance and use of data in today's world requires addressing the problem of unreliable data sets. Improving data quality is a prerequisite for making accurate decisions and achieving success in various fields of activity. Further research on this topic and the development of new methods to improve data sets will help make the data reliable and valid and ensure more effective use of data in the modern world.