Is Python worth learning in 2022 - Incentius Blog Home - Incentius - Enable Digital Transformation  

[![Logo](/img_astro/incentius-logo.svg)](/)

Solutions

About

[Case Studies](/portfolio/)

[Blogs](/blog-posts/)

[Career](http://aurochs.freshteam.com/jobs)

Open main menu ![Menu icon](/img_astro/menu1.png)  

[Get In Touch](/contact/)

Solutions

 [![](/img_astro/generative-black.svg) ![](/img_astro/brain-green.svg)

Voice AI](/voice-ai/)

 [![](/img_astro/product-development-black.svg) ![](/img_astro/product-development.svg)

Product Development](/product-engineering/)

 [![](/img_astro/generative-black.svg) ![](/img_astro/brain-green.svg)

Generative AI](/generative-ai/)

 [![](/img_astro/data-black.svg) ![](/img_astro/database-green.svg)

Data Engineering](/data-engineering/)

 [![](/img_astro/mvp-black.svg) ![](/img_astro/rocket-green.svg)

Data & Analytics](/data-analytics/)

 [![](/img_astro/cloud-black.svg) ![](/img_astro/computing-green.svg)

DevOps & CloudOps](/devops-and-cloudops/)

About Us

  [![](/img_astro/product-black.svg)  ![](/img_astro/product-green.svg)

About Us](/about-us/)

  [![](/img_astro/team_black.svg)  ![](/img_astro/team_green.svg)

Team](/team/)

Solutions ![](/img_astro/dropdown-arr.svg) 

[

![](/img_astro/generative-black.svg)

Voice AI



](/voice-ai/)[

![](/img_astro/product-development-black.svg)

Product Development



](/product-engineering/)[

![](/img_astro/generative-black.svg)

Generative AI



](/generative-ai/)[

![](/img_astro/data-black.svg)

Data Engineering



](/data-engineering/)[

![](/img_astro/mvp-black.svg)

Data & Analytics



](/data-analytics/)[

![](/img_astro/cloud-black.svg)

DevOps & CloudOps



](/devops-and-cloudops/)

[Blogs](/blog-posts/) About ![](/img_astro/dropdown-arr.svg) 

[

![](/img_astro/product-black.svg)

About Us



](/about-us/)[

![](/img_astro/team_black.svg)

Team



](/team/)

[Case Studies](/portfolio/) [Career](http://aurochs.freshteam.com/jobs)

[Get In Touch](/contact/)

Is Python worth learning in 2022

Sumeet Shah

1.  Jul 20, 2022
2.  4 min read

![](/_astro/Is-Python-worth-learning-in-2022-scaled.width-1000_qgveG.webp)

  

  
  

  

  
  

  

  
  

# **![](data:image/jpeg;base64,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)What Is Python Used For? A step-by-step guide for Beginners**

## **What is Python?**

Python is a dynamically semantic, interpreted, object-oriented high-level programming language. Python is a general-purpose programming language, which means it can be used for a variety of tasks such as data research, software and web development, automation, and just getting crap done in context. Python's concise, easy-to-learn syntax prioritizes readability, which lowers software maintenance costs. Modules and packages are supported by Python, which fosters program modularity and code reuse. Guido van Rossum created Python, and it was published in 1991.

## **What is Python used for?**

**1\.** **Web Development****:**

Python is a popular choice for complicated web development projects because of its versatility, which allows for the creation of sophisticated online utilities with ease. Web developers that use it save a lot of time and energy because of its straightforward syntax, which is quite comparable to the English language. Python is a very flexible backend language. Backend or server-side functionality can be handled more easily using Python-based web frameworks like Django. Python's prominence in web development is largely due to frameworks and libraries such as Django and Flask, which enhance the language's capabilities.

**2\.** **Data Analytics/Data Science****:**

Python is used to create several of the most popular data mining tools. As a result, it's a fantastic data science tool. Data scientists and analysts alter data using coding languages like Python and R for reporting, predictive analysis, and other purposes. The Pandas library is a major advance forward from the outdated Excel files that have been used for so long for financial research. NumPy also allows you to perform linear algebra, scientific computing, and a variety of other specialized tasks. Python's features enable programmers to distinguish between crucial and relevant data. Organizations may learn more about themselves by interpreting big data well.

**3\.** **AI and ML****:**

These days, artificial intelligence and machine learning are buzzwords, but the fact is that it all boils down to algorithms, code, and logic. Machine learning is the process of teaching computers to learn on their own using algorithms that are continually updated based on incoming data. Python is often regarded as the greatest programming language for Artificial Intelligence (AI) due to its clear syntax and ease of learning. Given the diversity and capability, it's no wonder that some genuinely world-class tools for producing intelligent behavior exist in Python.

**4\.** **Financial Analysis****:**

When [recruiting engineers](https://incentius.com/blog-posts/hire-experienced-and-skilled-python-developer-for-exclusive-application-development/), the most popular programming language considered by FinTech organizations is Python. Python is gaining popularity as a result of its potential financial services. Python's utility in applications such as data regulation, analytics, risk management, and quantitative rate difficulties is the reason for its appeal. More than only FinTech companies use Python programming. Python is widely used everywhere in the financial industry due to its data processing skills and various third-party financial analysis tools.

**5\.** **Scripting****:**

The script language generates code and is very easy to learn, even for newbies. Python is widely used in programming and is an interpreted language that occurs during runtime. It becomes more flexible and adaptable than many other scripting languages since it translates to code. In a program, a script is used to automate particular operations. It can run on its own and requires less code, but modules in Python are referred to as libraries that cannot run on their own. It must be imported before it may be used. Python is classified as a scripting language since it is an interpreted language and its popularity in scripting relates to its simple scripting interface.

## **Frequently-asked Question**

### **What is Pandas Python?**

Pandas is a widely used open-source [Python library](https://incentius.com/blog-posts/top-5-python-libraries/) for data science, data analysis, and machine learning activities. It is developed on top of NumPy, a library that supports multi-dimensional arrays. It provides quick, simple, and adaptable data structures for working with structured (table form, multivariate, possibly heterogeneous) and time-series data. Pandas is a Python data science module. It works well with many other Python data science modules and is normally included in every Python installation. Among other things, Pandas supports re-indexing, repetition, filtering, data analytics, sequences, and representations.

[![](data:image/png;base64,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)](https://youtu.be/YNCBBBbduhw)

About Author

![](/_astro/sumit.width-300_rtkrL.webp)

Sumeet Shah

![](/img_astro/thumb.png)

### See What Our Clients Say

![](/img_astro/left-chevron_1.svg)

![](/img_astro/left-chevron_2.svg)

![](/img_astro/mind-gap-crop.svg)

Mindgap

Incentius has been a fantastic partner for us. Their strong expertise in technology helped deliver some complex solutions for our customers within challenging timelines. Specific call out to Sujeet and his team who developed custom sales analytics dashboards in SFDC for a SoCal based healthcare diagnostics client of ours. Their professionalism, expertise, and flexibility to adjust to client needs were greatly appreciated. MindGap is excited to continue to work with Incentius and add value to our customers.

Samik Banerjee

Founder & CEO

![](/img_astro/trusted-by-businesses/worldatwork_coloured.webp)

World at Work

Having worked so closely for half a year on our website project, I wanted to thank Incentius for all your fantastic work and efforts that helped us deliver a truly valuable experience to our WorldatWork members. I am in awe of the skills, passion, patience, and above all, the ownership that you brought to this project every day! I do not say this lightly, but we would not have been able to deliver a flawless product, but for you. I am sure you'll help many organizations and projects as your skills and professionalism are truly amazing.

Shantanu Bayaskar

Senior Project Manager

![](/img_astro/trusted-by-businesses/gogla_coloured.webp)

Gogla

It was a pleasure working with Incentius to build a data collection platform for the off-grid solar sector in India. It is rare to find a team with a combination of good understanding of business as well as great technological know-how. Incentius team has this perfect combination, especially their technical expertise is much appreciated. We had a fantastic time working with their expert team, especially with Amit.

Viraj gada

Gogla

![](/img_astro/trusted-by-businesses/humblex_coloured.webp)

Humblx

Choosing Incentius to work with is one of the decisions we are extremely happy with. It's been a pleasure working with their team. They have been tremendously helpful and efficient through the intense development cycle that we went through recently. The team at Incentius is truly agile and open to a discussion in regards to making tweaks and adding features that may add value to the overall solution. We found them willing to go the extra mile for us and it felt like working with someone who rooted for us to win.

Samir Dayal Singh

CEO Humblx

![](/img_astro/mind-gap-crop.svg)

Transportation & Logistics Consulting Organization

Incentius is very flexible and accommodating to our specific needs as an organization. In a world where approaches and strategies are constantly changing, it is invaluable to have an outsourcer who is able to adjust quickly to shifts in the business environment.

Transportation & Logistics Consulting Organization

Consultant

![](</img_astro/trusted-by-businesses/Mudraksh & McShaw.png>)

Mudraksh & McShaw

Incentius was instrumental in bringing the visualization aspect into our investment and trading business. They helped us organize our trading algorithms processing framework, review our backtests and analyze results in an efficient, visual manner.

Priyank Dutt Dwivedi

Mudraksh & McShaw Advisory

![](/img_astro/mind-gap-crop.svg)

Leading Healthcare Consulting Organization

The Incentius resource was highly motivated and developed a complex forecasting model with minimal supervision. He was thorough with quality checks and kept on top of multiple changes.

Leading Healthcare Consulting Organization

Sr. Principal

![](/img_astro/mind-gap-crop.svg)

US Fortune 100 Telecommunications Company

The Incentius resource was highly motivated and developed a complex forecasting model with minimal supervision. He was thorough with quality checks and kept on top of multiple changes.

Incentive Compensation

Sr. Director

Most Read

[

![](/_astro/ChatGPT_Image_Apr_2_2025_12_06_35_PM.width-1000_ZUChn3.webp)

Optimizing Large-Scale Data Exports: FastAPI, GraphQL, and AWS S3

Struggling with slow, inefficient file downloads in your application? Generating and handling large file downloads can be a nightmare—UI freezing, server overload, and endless waiting.

![](/_astro/Vinay_Chaudhari.width-300_1QPJnB.webp)

Vinay Chaudhari

1.  Apr 08, 2025
2.  4 min read









](/blog-posts/optimizing-large-scale-data-exports-fastapi-graphql-and-aws-s3/)[

![](/_astro/Screenshot_2025-04-02_at_12.09.33_PM.width-1000_ZyU6y1.webp)

How to Build a Web Search Agent with Phidata: A Step-by-Step Guide

Phidata is an **open-source framework** for building AI agents with capabilities like memory, tool use, and reasoning​ It’s model-agnostic and supports various large language models (LLMs), allowing developers to turn any LLM (like OpenAI GPT or local models) into a functional **search agent**.

![](/_astro/Kartik_Puri.width-300_1YNCyp.webp)

Kartik Puri

1.  Apr 02, 2025
2.  4 min read









](/blog-posts/how-to-build-a-web-search-agent-with-phidata-a-step-by-step-guide/)[

![](/_astro/e20f5335-cbf6-414c-a096-7d2849109cff.width-1000_15DfBS.webp)

Migrating to Soketi: Improving Our Real- Time Communication Architecture

Our journey with real-time data communication has evolved significantly. Initially using

Flask-SocketIO with Vue, we faced several challenges that led us to seek a more robust

solution.

![](/_astro/pratik.width-300_Z2vB9eu.webp)

Pratik Patel

1.  Mar 17, 2025
2.  4 min read









](/blog-posts/migrating-to-soketi-improving-our-real-time-communication-architecture/)[

![](/_astro/startup-employee-looking-business-charts-usin.width-1000_2knrAp.webp)

Understanding AI Agents: A Comprehensive Guide to AI Agentic Workflows

In the rapidly evolving landscape of artificial intelligence, AI Agents have emerged as a transformative technology that represents far more than just industry jargon.

![](/_astro/chetan_piucv.width-300_ZK3Vor.webp)

Chetan Patel

1.  Feb 28, 2025
2.  4 min read









](/blog-posts/understanding-ai-agents-a-comprehensive-guide-to-ai-agentic-workflows/)

## We use cookies

We use cookies to improve site. Some cookies are necessary for our website and services to function properly. Other cookies are optional and help personalize your experience, including advertising and analytics.You can consent to all cookies or decline all optional cookies. Without a selection, our default cookie settings will apply.

I agree I decline

[![logo](/img_astro/logo.svg)](/)

Incentius is a technology and professional services company providing analytics, operations and product engineering services.

 [![facebook](/img_astro/facebook.svg)](https://www.facebook.com/Incentius/)[![twitter](/img_astro/twitter.svg) ](https://x.com/incentius/)[![linkedin](/img_astro/linkedin.svg)](https://www.linkedin.com/company/incentius/posts/?feedView=all)

![location](/img_astro/pin.svg)

Office No.201B, 2nd Floor, Beta-1, Giga Space IT Park, Viman Nagar, Pune - 411014, Maharashtra, India

![email](/img_astro/message-icon.svg)

info@incentius.com

![phone](/img_astro/telephone.svg)

+1 (302) 415 3208

![](/img_astro/secure-footer.svg) ![](/img_astro/secure-footer-mobile.svg)

*   Solutions
*   [Voice AI](/voice-ai/)
*   [Generative AI](/generative-ai/)
*   [Data Engineering](/data-engineering/)
*   [Product Development](/product-engineering/)
*   [Data & Analytics](/data-analytics/)
*   [DevOps & CloudOps](/devops-and-cloudops/)
*   [UI/UX Design](/ui-ux-design/)

*   Recent Blog
*   [Medallion Architecture in Practice: Six Layers, One Source of Truth](/blog-posts/medallion-architecture-in-practice-six-layers-one-source-of-truth/)
*   ["Document later" is how teams say "document never"](/blog-posts/document-later-is-how-teams-say-document-never/)
*   [Your Business & AI - What It Actually Means for You](/blog-posts/your-business-ai-what-it-actually-means-for-you/)
*   [How Internal Agent-Built Software Reduced Our SaaS Dependency](/blog-posts/how-internal-agent-built-software-reduced-our-saas-dependency/)
*   [MarkItDown: A Powerful Utility for File Conversion to Markdown](/blog-posts/markitdown-a-powerful-utility-for-file-conversion-to-markdown/)
*   [Python 3.14: A Game-Changing Release for Modern Development](/blog-posts/python-314-a-game-changing-release-for-modern-development/)
*   [Building a RESTful Blog API with Flask and Swagger: A Complete Guide to Streamlined API Development](/blog-posts/building-a-restful-blog-api-with-flask-and-swagger-a-complete-guide-to-streamlined-api-development/)
*   [Tailwind CSS 4.0 vs 3.x: What Changed and How We Implemented It](/blog-posts/tailwind-css-40-vs-3x-what-changed-and-how-we-implemented-it/)
*   [The Future of AI: What to Expect in the Next 5 Years](/blog-posts/the-future-of-ai-what-to-expect-in-the-next-5-years/)

*   Menu
*   [About](/about-us/)
*   [Blog](/blog-posts/)
*   [Career](http://aurochs.freshteam.com/jobs)
*   [Case Studies](/portfolio/)
*   [For Startups](/startups/)
*   [Let's Talk](/contact/)

© Copyright 2025 Incentius

[Request Site](/)  
  
[Terms and Conditions](/)  
  
[Privacy Policy](/privacy-policy/)