Data processing using a computer involves transforming raw data into meaningful information. It's a crucial step in extracting valuable insights, making informed decisions, and driving innovation across various industries¹. Here are some of the main methods of data processing:
1. **Transaction Processing**: This involves real-time handling of individual operations such as data entry and retrieval. It's commonly used in applications like banking and online transactions¹.
2. **Distributed Processing**: This method involves distributing data processing tasks across multiple interconnected computers or servers for parallel processing. It enhances efficiency in large-scale systems and big data applications¹.
3. **Real-time Processing**: This method involves immediate processing of data as it is generated or received. It requires low latency and quick response times and is used in applications like monitoring systems and financial trading¹.
4. **Batch Processing**: This involves the execution of a series of data processing tasks in a batch or group. The data is collected over time and processed in large volumes. It's typically used for non-real-time tasks like data backups and report generation¹.
5. **Multiprocessing**: This method utilizes multiple processors or computing units to execute tasks concurrently. Tasks are divided into smaller subtasks for simultaneous processing. It's used to improve performance in high-performance computing and parallel computing applications¹.
In addition to these, there are other types of data processing like commercial data processing, scientific data processing, and online processing¹.
Each of these methods has its own unique advantages and is used based on the specific requirements of the data processing task. It's important to note that data processing refers to the rules by which raw data is converted into useful information, while a data processing system is an application optimized for a specific type of data processing¹..
Source:
(1) Understanding The 8 Different Types of Data Processing.
https://www.integrate.io/blog/the-5-types-of-data-processing/.
(2) What Is Data Processing: Cycle, Types, Methods, Steps and Examples.
https://www.simplilearn.com/what-is-data-processing-article.
(3) What is Data Processing? A Beginner’s Guide - CareerFoundry.
https://careerfoundry.com/en/blog/data-analytics/what-is-data-processing/.
(4) Processing Data: A Comparison of Manual and Automated Techniques.
https://insightvity.com/manual-and-automated-data-processing/.
(5) What is Data Processing? - Different Types and Methods - EDUCBA.
https://www.educba.com/what-is-data-processing/.
(6) music.apple.com.
https://music.apple.com/album/%D0%BF%D0%B5%D1%80%D0%B2%D1%8B%D0%B9-%D0%B8-%D0%BF%D0%BE%D1%81%D0%BB%D0%B5%D0%B4%D0%BD%D0%B8%D0%B9/1714588645?i=1714588650.
