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Tiêu đề Research on Programming Language: The Situation of Popular Programming Languages in Vietnam
Tác giả Nguyễn Thị Na, Nguyễn Đức Kiên, Trần Phạm Tuân
Người hướng dẫn Ha Manh Dao
Trường học Hanoi University of Industry Information Technology
Chuyên ngành Information Technology
Thể loại Essay
Năm xuất bản 2023
Thành phố Ha Nam
Định dạng
Số trang 61
Dung lượng 513,12 KB

Cấu trúc

  • I. INTRODUCTION (6)
    • 1. The reason for choosing this topic (6)
    • 2. Purpose and objectives of the essay (6)
      • 2.1. Purpose (6)
      • 2.2. Objectives (6)
    • 3. Introduction (7)
      • 3.1. Research subject (7)
      • 3.2. Scope of research (8)
      • 3.3. Research method (8)
  • II. THE RESEARCH (8)
  • A. THE PURPOSE OF DOING RESEARCH OF SUBJECT (9)
  • B. CONTENT (9)
    • 1. Concept (9)
    • 2. History (9)
    • 3. Clasification (10)
      • 3.1. Assembly language (10)
      • 3.2. Machine language (11)
      • 3.3. High-level language (11)
    • 4. Current programming language (12)
      • 4.1. C/C++ (12)
      • 4.2. Java (14)
      • 4.3. Javascript (17)
      • 4.4. C# (19)
      • 4.5. Python (21)
      • 4.6. SQL (24)
      • 4.7. R (27)
      • 4.8. Swift (29)
      • 4.9. Kotlin (30)
      • 4.10. Go-golang (32)
      • 4.11. Ruby (34)
      • 4.12. Pascal (38)
      • 4.13. PHP (41)
  • C. THE SITUATION OF POPULAR PROGRAMMING (45)
  • D. CONCLUSION (50)
    • III. ACCUMULATED KNOWLEDGE AND LESSONS LEARNED. .48 1. Jobs and their requirement of which programming langueges (50)
      • 2. Programming knowledge and skills after researching a (56)
      • 3. Researching programming language supports practical work (56)
      • 4. Knowledge and experience accumulated and achieved (57)
      • 5. Income range of each programming language mastered (58)

Nội dung

Objectives Trang 7 - Analyze and compare different programming languages based on their features, syntax, paradigms, and application domains- Evaluate the strengths and weaknesses of va

INTRODUCTION

The reason for choosing this topic

The reason for choosing the topic of programming languages is that they play a crucial role in the development of technology and software Programming languages provide a standardized way for developers to communicate with computers and create software applications that perform specific tasks

Understanding the different programming languages and their capabilities allows individuals to choose the most appropriate language for a given project and make informed decisions about which technologies to use With the continued growth of the tech industry, programming languages are becoming increasingly important for individuals to learn and understand in order to succeed in today's job market.

Purpose and objectives of the essay

The purpose of conducting research on programming languages is to deepen the understanding and knowledge of the topic and to inform others about the significance and advancements of programming languages in technology.

- Provide an overview of the history and evolution of programming languages

- Analyze and compare different programming languages based on their features, syntax, paradigms, and application domains

- Evaluate the strengths and weaknesses of various programming languages and their suitability for different projects

- Discuss current trends and future advancements in programming language design and development

- Investigate the impact of programming languages on the tech industry and their role in shaping its future

Introduction

Programming languages are the backbone of the digital world we live in today They are the means through which human beings communicate with computers and give them instructions to perform specific tasks Over the years, numerous programming languages have been developed, each with its own unique syntax, structure, and capabilities These languages have enabled the creation of software, websites, mobile applications, and more, that have transformed the way we live and work This essay will delve into the world of programming languages, exploring their evolution, key features, and importance in the field of computer science and technology.

The research subject encompasses a wide range of aspects related to programming languages It involves studying the history of programming languages, their evolution over time, and the impact they have had on the field of computer science and technology investigating the various features and characteristics of different programming languages, such as syntax, structure, and capabilities, and how they influence their use and popularity evaluating the strengths and weaknesses of different languages, as well as considering their suitability for specific tasks and applications Also the comparison and evaluation of different programming languages, including their performance, security, and ease of use.

- History and evolution of programming languages: seeking to understand the history and evolution of programming languages, including the development of early programming languages, the birth of new programming paradigms, and the impact of technological advancements on technological field.

- Design and implementation of programming languages: the design and implementation of new programming languages, exploring innovative syntax and structures that make programming easier and more intuitive.

- Performance evaluation and comparison of programming languages: The performance of different programming languages is a critical aspect , as it affects their suitability for different tasks and applications comparing and evaluating the performance of various programming languages based on factors such as speed, memory usage, and security.

- The impact of programming languages on different domains and industries: The impact of programming languages on different domains and industries, such as data science, web development, and mobile app development, is also a topic of interest within this research.

Take References from the information in the internet and do analysis with the information found to build the essay.

THE PURPOSE OF DOING RESEARCH OF SUBJECT

The purpose of conducting research on programming languages is to gain a deeper understanding of their role and impact in the field of computer science and technology seeking to answer important questions about the history and evolution of programming languages, their design and implementation, their performance and suitability for different tasks, and their impact on different domains and industries Additionally, this research can help to advance our knowledge and understanding of the broader field of computer science, as programming languages play a crucial role in the software development process.

CONTENT

Concept

Programming language is a set of instructions, symbols, and syntax that a programmer uses to write software It is a human-readable language that provides a way for a programmer to communicate with a computer and tell it what to do There are many different programming languages, each with its own syntax and structure, and each suited to different types of tasks and applications Some popular programming languages include Java, Python, C/C++, JavaScript, Ruby.

History

The history of programming languages can be traced back to the early days of computing, with the first recorded programming language being Fortran, which was developed in the 1950s Some other early programming languages include COBOL, LISP, and Assembly These early languages were designed to solve specific problems and were focused on solving mathematical and scientific problems.

- In the 1970s, the development of high-level programming languages, such as Pascal and C, marked a new era in the history of programming languages These languages provided a more human-readable syntax and made it easier for developers to write and understand code The rise of personal computing in the 1980s and 1990s led to a proliferation of new programming languages and technologies, such as BASIC, Ada, and Visual Basic.

- The introduction of the World Wide Web in the 1990s brought about the development of new web-based programming languages, such as JavaScript and PHP, which were designed to make it easier for developers to build interactive and dynamic websites The rise of cloud computing and big data in the 2000s and 2010s has led to the development of new programming languages and tools specifically designed for these domains, such as Python,

- The history of programming languages is a testament to the creativity and ingenuity of software developers, and their constant drive to improve and innovate in the field Today, there are hundreds of programming languages, each with its own strengths and weaknesses, and each suited to different types of tasks and applications The continued evolution of programming languages will likely shape the future of software development and the technology industry.

Clasification

Programming lanuages are divided into 3 maintypes: Assembly language,

Machine laguage, high-level language

Assembly language, also known as low-level language, is not commonly used by programmers It uses English words for programming and development, for example "Input" for input, "Output" for output, and "add" for addition.

- This type of language is not easily accessible for many programmers, but if you have a good understanding of its structure and characteristics, your programming tasks will become simpler and more efficient.

- When first introduced, Assembly language was used in many programming aspects, but with the development of the industry today, it is only used in certain fields It is only considered for use in supporting communication between hardware or serving high-speed processing issues.

- For those who are familiar with Assembly language, they consider it to be a very computer-friendly language Programs written in this language have the ability to run quickly and do not consume much memory space.

- Assembly language is widely used in writing the kernel of operating systems and creating games

- Machine language, also known as machine code, is the language directly executed by the computer's central processing unit (CPU) It is considered the lowest level language, and is composed of binary digits 0 and 1.

- This type of language is not used by human programmers, as it is difficult to read and write Instead, machine language is used to program the underlying architecture of computers.

- Despite the difficulty of using machine language, it provides the most direct and efficient communication with the computer, as it is the only language the computer can understand.

High-level languages are easier to use than low-level languages, as they use a more human-friendly syntax and vocabulary Some popular examples of high- level languages include C++, Python, Java, and Ruby.

- These languages are used by most programmers, as they allow for rapid prototyping and development of complex software systems High-level languages are also easier to debug and maintain, as they are closer to human language and can be easily understood by other programmers.

- High-level languages are designed to be portable, meaning they can be run on different computer systems without requiring modification This makes them ideal for developing large and complex software systems that need to run on multiple platforms.

Current programming language

C and C++ are programming languages that have been widely used for several decades They are known for their efficiency and performance and are used to develop a wide range of applications, including operating systems, device drivers, and embedded systems.

C was developed by Dennis Ritchie at Bell Labs in the 1970s and was designed to be a general-purpose, high-level programming language that could be used for a variety of applications The development of C was influenced by several other programming languages, including BCPL and B, and was designed to be a simple, efficient, and low-level language.

C++ was developed by Bjarne Stroustrup at Bell Labs in the early 1980s as an extension to C The development of C++ was motivated by the need for a language that would allow for object-oriented programming and make it easier for developers to create large-scale, complex software systems C++ incorporates features from other object-oriented programming languages, such as Simula, and was designed to be compatible with C, so that existing C programs could be easily converted to C++.

C and C++ have evolved over the years, and several new features have been added to both languages, including support for generic programming, exception handling, and templates Despite the addition of new features, both languages have remained largely backwards-compatible, so that existing code written in C and C++ can continue to be used with modern compilers.

• Low-level memory access: C and C++ allow direct manipulation of memory through pointers, which is useful for tasks such as allocating memory dynamically, working with hardware, and creating efficient algorithms.

• Compiler-based: Both C and C++ are compiled languages, meaning that source code is transformed into machine-readable code by a compiler, rather than interpreted at runtime.

• C-style syntax: C++ extends C with several new features, but retains the syntax and basic structure of C, making it easy for C programmers to learn.

• Object-Oriented Programming (OOP) Support: C++ adds support for OOP concepts like classes, inheritance, polymorphism, and encapsulation, making it possible to build complex, modular applications.

• Standard Template Library (STL): C++ provides a rich set of standard libraries, including the STL, which is a collection of generic containers, algorithms, and iterators for common programming tasks.

• Platform independence: C++ programs can be written once and run on multiple platforms, which is useful for cross-platform development.

• Large community and rich resources: C and C++ have been widely used for many decades, which means that there is a large community of users and a wealth of resources available to help you learn and use these languages effectively

The use of C and C++ has been essential to the growth and development of the tech industry due to their performance, efficiency, and ability to create highly optimized code It can be devided into several categories:

• System Programming: C and C++ are widely used for system programming, which involves developing low-level software components that interact with the underlying operating system or hardware Examples of system programming applications include operating systems, device drivers, and embedded systems.

• Game Development: C++ is widely used for game development due to its performance and ability to create highly optimized, low-level code Many popular game engines, such as Unreal Engine and Unity, are written in C++.

• Software Development: C and C++ are widely used for developing a wide range of applications, including desktop applications, mobile apps, and scientific applications.

• Web Development: C++ is not commonly used for web development, although some web servers, such as Apache, are written in C.

• Education: C and C++ are widely taught in universities and are an important part of the computer science curriculum They are often used as introductory languages for students because they are simple to learn and provide a solid foundation for learning other programming languages.

Java was developed by James Gosling and his team at Sun Microsystems (now owned by Oracle Corporation) in the mid-1990s The development of Java was motivated by the need for a portable and secure programming language that could be used for a variety of applications, including embedded systems, web applications, and mobile applications.

One of the key goals of the Java development team was to create a language that was "write once, run anywhere" (WORA), meaning that Java code could be written once and then run on any device that had a Java Virtual Machine (JVM) installed, regardless of the underlying hardware and operating system This was achieved by designing Java to be portable and secure, and by developing the JVM, which interprets Java code and executes it on the target platform.

 Object-Oriented: Java is designed with object-oriented programming concepts, such as classes, objects, inheritance, and polymorphism, making it possible to create complex, modular applications.

 Platform Independent: Java is platform-independent, meaning that code written in Java can run on any device with a Java Virtual Machine (JVM) installed, without the need for recompilation.

 Memory Management: Java has automatic memory management, meaning that the programmer does not have to worry about freeing up memory that is no longer needed The Java Virtual Machine (JVM) takes care of this automatically.

 Rich Standard Library: Java has a rich set of standard libraries for tasks such as input/output, networking, and database access, making it easier to develop applications.

 Multi-Threading: Java has built-in support for multi-threading, which makes it easy to write programs that can run multiple tasks concurrently.

 Secure: Java is designed with security in mind, with features such as type-checking, automatic memory management, and a security manager that enforces access restrictions.

 Portable: Java applications can run on any device that has a Java

Virtual Machine installed, without the need for modification or recompilation.

 Easy to learn and use: Java has a clean, readable syntax, and the language is designed to be easy to learn and use, making it a popular choice for beginning programmers and experienced developers alike.

Java was first released to the public in 1996, and since then, it has become one of the most widely used programming languages in the world Java is widely used for a variety of applications, including:

 Web development: Java is commonly used for developing server-side web applications, due to its ability to handle large amounts of data and its security features Java is also used for developing dynamic and interactive websites through the use of Java applets.

 Enterprise applications: Java is widely used for developing enterprise applications, such as customer relationship management (CRM) systems, human resource management systems (HRMS), and supply chain management systems.

 Mobile applications: Java is used for developing native Android applications, which are widely used on mobile devices.

 Desktop applications: Java is used for developing cross-platform desktop applications, including media players, image editors, and productivity tools.

 Games: Java is used for developing games, both for desktop and mobile devices.

THE SITUATION OF POPULAR PROGRAMMING

LANGUAGE IN VIETNAM/ REALITY IN VIETNAM

The reality of programming languages used in Vietnam is shaped by the country's growing technology industry and increasing demand for skilled software developers The technology sector has become a major contributor to the Vietnamese economy and is playing an increasingly important role in the country's development This has led to a growing demand for individuals with strong technical skills, particularly in the area of programming

In terms of the most popular programming languages, Java, PHP, and Python lead the way in Vietnam :

Java is a widely-used programming language in Vietnam and has become one of the most popular languages among developers in the country Java is used for a variety of applications, including enterprise software development, web development, and mobile app development The versatility and scalability of Java make it a preferred choice for many organizations, especially those in the financial, healthcare, and retail industries.

The demand for Java developers in Vietnam has increased significantly in recent years, as more companies are adopting Java for their software development needs The government has also supported the growth of the technology sector, which has contributed to the increased demand for Java developers in the country As a result, there is a growing need for individuals who are proficient in Java and have a strong understanding of its various features and capabilities.

PHP is a popular programming language in Vietnam and is widely used for web development projects PHP is known for its simplicity and ease of use, which makes it an ideal choice for many companies in Vietnam who need to build dynamic websites and web applications PHP also has a large and active community of developers, which contributes to its popularity and ensures that it remains up-to-date with the latest trends and technologies.

The need for PHP developers in Vietnam has increased in recent years, as more companies are turning to the language for their web development needs. PHP offers a cost-effective solution for building dynamic websites and applications, which makes it an attractive choice for many companies, especially those in the small and medium-sized enterprise (SME) sector The growing use of PHP in Vietnam has also created job opportunities for developers with expertise in the language.

Python is a widely used programming language in Vietnam and has gained popularity among developers and companies in recent years Python is known for its versatility and is used for a variety of applications, including web development, scientific computing, data analysis, and machine learning The language is relatively easy to learn and has a large and active community of developers, which contributes to its popularity and ensures that it remains up- to-date with the latest trends and technologies.

The requirement for Python developers in Vietnam has increased as more companies are adopting the language for their software development needs The growth of the data science and machine learning industries has also contributed to the increased demand for Python developers in Vietnam

Python offers a wide range of libraries and tools for these areas, making it an ideal choice for companies who need to process and analyze large amounts of data.

Other programming languages such as C++, C#, and JavaScript are also used in the Vietnamese technology industry, but to a lesser extent

1 C++ is commonly used for developing high-performance applications and is popular in areas such as game development, computer graphics, and scientific computing C# is a Microsoft- developed language and is widely used for developing Windows applications and games.

2 JavaScript is a widely used language for web development and is commonly used for creating interactive and dynamic web pages JavaScript is often used in conjunction with HTML and CSS to build websites and web applications The popularity of JavaScript has increased in recent years as more companies are looking to build interactive and dynamic websites and web applications.

While these languages are not as widely used as Java, PHP, and Python in Vietnam, they are still important tools for building a range of applications and are in demand among developers and companies in the country The tech industry in Vietnam is constantly evolving, and these languages may become more widely used in the future as more companies adopt them for their software development needs.The chart below shows the popularity of each programming language that each level of seniority uses:

In addition, the following are some of the common job roles in Vietnam that are suitable for each popular programming language :

 Java: Java Developers, Back-end Developers, Full-Stack Developers, Mobile Application Developers, Enterprise Software Developers, and Web Developers.

 Python: Data Scientists, Machine Learning Engineers, Back-end

Developers, Full-Stack Developers, and Web Developers.

 JavaScript: Front-end Developers, Full-Stack Developers, Web

Developers, UI/UX Developers, and Web Application Developers.

 C#: Windows Application Developers, Game Developers, Back-end Developers, Full-Stack Developers, and Web Developers.

It's worth noting that many of these roles may overlap, and that a single individual may have skills in multiple programming languages Additionally, the specific job requirements can vary greatly depending on the company and the project So, it's important for individuals to have a good understanding of the job market in their area and the specific needs of the companies they are interested in working for.

The salary of people working in the field of IT in Vietnam varies depending on various factors such as job title, experience, education level, and company size.

According to recent reports, the average annual salary for IT professionals in Vietnam is around $1,500 to $3,000 However, experienced software developers, IT project managers, and system administrators can earn upwards of $5,000 to $10,000 per year.

It is worth noting that the IT industry in Vietnam is growing rapidly and salaries are increasing, so the above figures may be subject to change.

Overall, the reality of programming languages used in Vietnam is that they are essential tools for those working in the technology industry In order to be successful in this field, individuals need to have a solid understanding of a range of programming languages and be able to adapt to new technologies as they emerge The rapidly evolving nature of technology means that continuous learning and skill development is crucial for success in this industry.

CONCLUSION

ACCUMULATED KNOWLEDGE AND LESSONS LEARNED .48 1 Jobs and their requirement of which programming langueges

1 Jobs and their requirement of which programming langueges

The specific programming languages required for a job varies depending on the company, the industry, and the specific role However, below are some of the most commonly required programming languages for different jobs :

 Website: A website can be built using a variety of programming languages, and each language plays a different role in the development of a website Here are some of the common parts of a website and the programming languages used to build them:

 Front-end: The front-end of a website is what the user sees and interacts with This part of the website is built using HTML

(Hypertext Markup Language) for structure, CSS (Cascading Style Sheets) for styling, and JavaScript for interactivity and dynamic content.

 Back-end: The back-end of a website is responsible for processing and storing data This part of the website is built using server-side programming languages such as PHP, Ruby on Rails, Python, or Node.js.

 Database: Websites often store and retrieve data from a database Common database management systems include MySQL,

PostgreSQL, and MongoDB The back-end of the website communicates with the database using SQL (Structured Query Language) or a language-specific API (Application Programming Interface).

Some up-to-date web development frameworks, such as Ruby on Rails or Django, provide an integrated approach to building a website and allow developers to use a single language for both the front-end and back-end In addition, some websites may also use additional technologies, such as cloud computing or content delivery networks, to enhance their functionality and performance

 Software: The specific programming languages used in software development depend on the type of software being built and the specific requirements of the project Here are some common parts of software development and the programming languages used for each: o User Interface: The user interface (UI) is the part of the software that the user interacts with It's often built using a combination of HTML, CSS, and JavaScript for web-based software, or using languages such as C# or Java for desktop software.

 Back-end: The back-end of software is responsible for processing data and performing other server-side tasks This part of the software is built using server-side programming languages such as Python, Java, Ruby, or C++.

 Database: Many software applications use databases to store and retrieve data The back-end of the software communicates with the database using SQL (Structured Query Language) or a language- specific API (Application Programming Interface) Popular database management systems include MySQL, PostgreSQL, and MongoDB.

 Artificial Intelligence and Machine Learning: Artificial Intelligence and Machine Learning algorithms are often implemented using Python and its popular libraries such as TensorFlow, PyTorch, and Scikit-learn.

Some modern software development frameworks, such as Ruby on Rails or Django, provide an integrated approach to software development and allow developers to use a single language for both the front-end and back-end Additionally, some software applications may also use additional technologies, such as cloud computing or content delivery networks, to enhance their functionality and performance.

 Mobile Applications: The specific programming languages used in mobile application development depend on the type of mobile platform and the specific requirements of the project Here are some common parts of mobile application development and the programming languages used for each: o iOS: iOS mobile applications are typically built using the Swift or Objective-C programming languages. o Android: Android mobile applications are typically built using the Java programming language. o Cross-platform: Cross-platform mobile applications can be built using frameworks such as React Native, Xamarin, or Flutter, which allow developers to write code once and deploy the same code on multiple platforms These frameworks often use a single language, such as JavaScript, C#, or Dart, for development.

The specific programming language used for mobile application development may also depend on the specific requirements of the project and the preferences of the development team Additionally, some mobile applications may also use additional technologies, such as cloud computing or content delivery networks, to enhance their functionality and performance.

 DevOps Engineering: DevOps Engineering involves a combination of software development and system administration, and it encompasses a wide range of tools and technologies Here are some common tasks in DevOps Engineering and the programming languages used for each: o Infrastructure as Code: Infrastructure as Code (IaC) involves managing the infrastructure of a system using code, rather than manual configuration This can be achieved using languages such asTerraform (HashiCorp Configuration Language), CloudFormation (JSON or YAML), or Puppet. o Continuous Integration and Continuous Deployment (CI/CD): CI/CD involves automating the process of building, testing, and deploying software This can be achieved using a variety of tools, such as Jenkins (Java), Travis CI (Ruby), or GitLab CI/CD (Ruby, JavaScript, or Go). o Configuration Management: Configuration management tools such as Chef (Ruby), Puppet (Ruby), or Ansible (Python) are used to manage and automate the configuration of systems. o Containerization: Containerization tools such as Docker (Go) and Kubernetes (Go) are used to package, deploy, and manage containers, which are isolated units of software that can run on any infrastructure.

It's worth understanding that DevOps Engineering often involves working with a variety of tools and technologies, and that the specific programming languages used may depend on the specific requirements of the project and the preferences of the DevOps team Moreover, DevOps Engineers may also use additional technologies, such as cloud computing or virtualization, to enhance their ability to manage and automate the deployment and management of systems.

 The choice of programming language for building a data system depends on several factors such as: o Type of data system: Different types of data systems, such as data storage systems, data processing systems, and data visualization systems, may require different programming languages. o Required performance: Some programming languages are better suited for high-performance systems, while others are more suited for prototyping or smaller systems. o Integration with other systems: If the data system needs to integrate with other systems, the choice of programming language may depend on the language supported by those systems. o Developer expertise: The expertise and preference of the development team can also play a role in the choice of programming language.

 Some of the commonly used programming languages for building data systems include: o Python: widely used for data science and machine learning tasks, it has a large number of libraries and frameworks for data processing and visualization. o Java: popular for building large, scalable data storage systems and data processing systems. o SQL: used for managing and querying structured data in relational databases. o R: used for statistical computing and data analysis. o Scala: used for building high-performance data processing systems, especially when used with the Apache Spark framework. o Artificial Intelligence Engineer: Python, TensorFlow, Keras,

These are just a few examples, and it's important to keep in mind that different companies may have different requirements based on their specific needs and technologies used.

2 Programming knowledge and skills after researching a programming language:

 Understanding the syntax, data structures, and algorithms used in the language.

 Familiarity with the common libraries and frameworks that are used in the language.

 Knowledge of the use cases and strengths of the language, as well as its limitations and weaknesses.

 Understanding of the programming paradigms and style that the language supports, such as object-oriented, functional, or procedural programming.

 Ability to write efficient, scalable, and maintainable code in the language.

 Experience with debugging and testing code written in the language.

 Understanding of the tools and development environment for the language, such as IDEs, compilers, and version control systems.

 Familiarity with the communities and resources for the language, including forums, blogs, and documentation.

3 Researching programming language supports practical work:

Programming languages’ support for practical work depends on several factors, such as the following:

 Expressiveness: A language's expressiveness refers to its ability to represent concepts and ideas in a clear, concise, and expressive way.

 Libraries and Frameworks: A rich set of libraries and frameworks can greatly enhance the practicality of a language by providing ready-made solutions for common tasks and problems.

 Development Environment: The availability of a robust development environment, such as integrated development environments (IDEs), text editors, and debugging tools, can make it easier to write and maintain software in a particular language.

 Community: A large, active, and supportive community can provide valuable resources, including forums, tutorials, and sample code, as well as help and advice when working on a project.

 Performance: A language's performance can be a key factor in its practicality, especially for applications that require high-speed execution, such as games, simulations, and scientific computing.

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