---
title: MATLAB Reviews
meta_title: 'MATLAB Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 771 reviews by the users' company size, role or industry
  to find out how MATLAB works for a business like yours.
aggregate_rating:
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date_modified: '2026-06-17'
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---

# MATLAB Reviews
**Vendor:** MathWorks  
**Category:** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)  
**Average Rating:** 4.5/5.0  
**Total Reviews:** 771
## About MATLAB
MATLAB is a high-level programming and numeric computing environment widely utilized by engineers and scientists for data analysis, algorithm development, and system modeling. It offers a desktop environment optimized for iterative analysis and design processes, coupled with a programming language that directly expresses matrix and array mathematics. The Live Editor feature enables users to create scripts that integrate code, output, and formatted text within an executable notebook. Key Features and Functionality: - Data Analysis: Tools for exploring, modeling, and analyzing data. - Graphics: Functions for visualizing and exploring data through various plots and charts. - Programming: Capabilities to create scripts, functions, and classes for customized workflows. - App Building: Facilities to develop desktop and web applications. - External Language Interfaces: Integration with languages such as Python, C/C++, Fortran, and Java. - Hardware Connectivity: Support for connecting MATLAB to various hardware platforms. - Parallel Computing: Ability to perform large-scale computations and parallelize simulations using multicore desktops, GPUs, clusters, and cloud resources. - Deployment: Options to share MATLAB programs and deploy them to enterprise applications, embedded devices, and cloud environments. Primary Value and User Solutions: MATLAB streamlines complex mathematical computations and data analysis tasks, enabling users to develop algorithms and models efficiently. Its comprehensive toolboxes and interactive apps facilitate rapid prototyping and iterative design, reducing development time. The platform&#39;s scalability allows for seamless transition from research to production, supporting deployment on various systems without extensive code modifications. By integrating with multiple programming languages and hardware platforms, MATLAB provides a versatile environment that addresses the diverse needs of engineers and scientists across industries.



## MATLAB Pros & Cons
**What users like:**

- Users find MATLAB&#39;s **ease of use** enhances their experience in data analysis and visualization effectively. (19 reviews)
- Users value MATLAB for its **powerful data analysis and visualization features** , enabling seamless handling of complex datasets. (16 reviews)
- Users value MATLAB for its **excellent data visualization tools** , enabling clear, professional presentation of complex results. (13 reviews)
- Users value the **variety of toolboxes** in MATLAB, enhancing efficiency in data analysis and modeling tasks. (10 reviews)
- Users appreciate the **effective simulation capabilities** of MATLAB, enabling quick development from ideas to working solutions. (9 reviews)
- Analysis Efficiency (8 reviews)
- Users appreciate the **powerful mathematical calculations** in MATLAB, enhancing efficiency with concise and intuitive syntax. (8 reviews)
- Users appreciate the **problem solving capabilities** of MATLAB, valuing its ease of use and powerful computation features. (7 reviews)
- Easy Learning (6 reviews)
- Insights (6 reviews)

**What users dislike:**

- Users find MATLAB to be **expensive** , creating barriers for individuals and small companies due to high licensing costs. (12 reviews)
- Users report experiencing **slow performance** in MATLAB, particularly with large datasets and on less powerful machines. (10 reviews)
- Users report **high system requirements** for MATLAB, leading to slower performance on less powerful machines and complications. (7 reviews)
- Users find the **expensive licensing** of MATLAB a significant barrier, particularly for individuals and small companies. (4 reviews)
- Users experience **lagging performance** with MATLAB, especially during high-demand tasks and with multiple scripts open. (4 reviews)
- Users struggle with the **learning curve** of MATLAB due to its programming requirements and limited resources for beginners. (4 reviews)
- Performance Issues (4 reviews)
- Poor Documentation (4 reviews)
- Resource Intensity (4 reviews)
- Complexity (3 reviews)

## MATLAB Reviews
  ### 1. Great tool for digital image processing

**Rating:** 3.0/5.0 stars

**Reviewed by:** Ishika C. | Associate engineer trainee , Small-Business (50 or fewer emp.)

**Reviewed Date:** August 01, 2025

**What do you like best about MATLAB?**

It is a very helpful tool for manipulating images.It provides lot of tools for image processing. It is great for learning and getting hands on experience of digital image processing.

**What do you dislike about MATLAB?**

It lags sometime. It has lot of functionalities so a bit difficult for beginners.

**What problems is MATLAB solving and how is that benefiting you?**

It provides a lot of libraries and functions which makes it easy for the user to gain exposure of digital image processing.

  ### 2. Excellent program for mathematical anaysis

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Consulting | Mid-Market (51-1000 emp.)

**Reviewed Date:** July 29, 2025

**What do you like best about MATLAB?**

- Brillant debugger and profiler, much easier than Python
- Visualisation is general easier than Python
- In built signal processing libraries are easy to use

**What do you dislike about MATLAB?**

- The extra additional tool boxes can be expensive

**What problems is MATLAB solving and how is that benefiting you?**

I am using it to radio frequency propagation of an airborne antenna. I have a large matrix of coefficients representing the signal propagation of the antenna.

  ### 3. Matlab research review

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.)

**Reviewed Date:** June 24, 2023

**What do you like best about MATLAB?**

The production itself is great, used it in day to day life for visualization of data. I used it in my college days as well and worked on Mlmany projects.

**What do you dislike about MATLAB?**

Tha application looks little complex, but that is acceptable because of the complexity of the features which it provides. The UI is now improved and it kept improving.

**What problems is MATLAB solving and how is that benefiting you?**

Visualization of data and calculation, like complex maths problems solving. It is great product for solving mathematics complex problems and i think the only product to provide these features

  ### 4. For research it is good but for production it is not at all ideal

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Research | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 15, 2023

**What do you like best about MATLAB?**

Mathematical computation features embedded inside the core module is perhaps the best feature and apart from that it is quite easy to program with matlab.

**What do you dislike about MATLAB?**

Pricing is huge and the product itself takes huge amount of cpu and memory resource.

**What problems is MATLAB solving and how is that benefiting you?**

I was working in a research based project on quantum computation. For simulation purpose I used matlab.

  ### 5. MATLAB - time to be put down

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 23, 2022

**What do you like best about MATLAB?**

Easy to prototype new programs
Intituive interface
Workspace to see variables / values
Easy to learn
Rather large standard library
Fast execution (for my uses)
Dedicated development team

**What do you dislike about MATLAB?**

Very large installation
Takes a long time to launch
Not any kind of realistic way to develop outside of the MATLAB IDE and be able to debug effectively
Toolboxes cost money
Extremely expensive, even for casual use
Slowly being replaced by Python

**What problems is MATLAB solving and how is that benefiting you?**

MATLAB is an excellent tool to prototype something and check feasibility. I almost always had some kind of boilerplate code that I would use to load process my files. I work in psychophysics, so a lot of statistics and math are involved. MATLAB is great for these use cases.

  ### 6. Good tools for maths based simulation

**Rating:** 3.0/5.0 stars

**Reviewed by:** Janak S. | Data analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 23, 2022

**What do you like best about MATLAB?**

I like the ANN tool and optimisation tool, which have advanced optimisation techniques and are very fast and easy to use compared to others software like R or python.

**What do you dislike about MATLAB?**

Dislike part in Matlab software, libraries available are fewer, and it's paid software. It consumes very high memory, and the software size high approx 3gb. Matlab learning resource availability very less.

**What problems is MATLAB solving and how is that benefiting you?**

I used Matlab to solve a project on manufacturing process optimisations, which improve efficency. I also did the simulation of the manufacturing industry, which reduced non-value-added activity

  ### 7. Matlab is a Powerful Tool

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.)

**Reviewed Date:** November 23, 2021

**What do you like best about MATLAB?**

MatLab can tackle almost any problem like Python can.

**What do you dislike about MATLAB?**

It has a dense language that requires a lot of experience to get the desired results.

**What problems is MATLAB solving and how is that benefiting you?**

I used MatLab to create models for things such as life insurance, model flow of fluids through heavy piping systems, etc.

  ### 8. Very powerful tool but expensive

**Rating:** 3.0/5.0 stars

**Reviewed by:** Bara'a S. | RF Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 01, 2020

**What do you like best about MATLAB?**

Big libraries, anything needed can he found, easy syntax.

**What do you dislike about MATLAB?**

Overpriced, it costs a lot especially when buying more toolboxes

**Recommendations to others considering MATLAB:**

Before using matlab try scilab or octave because they are open source free alternatives but if they weren't enough or you needed some of matlab toolboxes matlab is worth it

**What problems is MATLAB solving and how is that benefiting you?**

Solving all kinds of mathematical problems in signal processing

  ### 9. Works for extensive data analysis but it has its cons too

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 17, 2020

**What do you like best about MATLAB?**

Matlab is a powerful tool for all programmers and analysts out there to perform very extensive data analytics with the added benefits of customizing the visualization. One of the biggest tools that caters to every member is you don’t need to have a deep knowledge on programming to with with this.

**What do you dislike about MATLAB?**

I think this is a known issue with Matlab that it’s performance reduces over the period of time. It also gets pretty resource heavy and thus reducing the performance of applications dependent on it. It is also expensive to get a license.

**Recommendations to others considering MATLAB:**

Would weigh in the pros and cons together and see if it really fits the task that you want it to accomplish! Make sure you do a thorough understanding because once you are in then it’s difficult to get out

**What problems is MATLAB solving and how is that benefiting you?**

We use Matlab for optimization in our regular processes. It plays a vital role since we are switching slowly to IoT. We also have the added advantage of using it’s variety of tools for testing all the processes are working fine.

  ### 10. Challenging Software to Learn

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Chemicals | Mid-Market (51-1000 emp.)

**Reviewed Date:** October 26, 2019

**What do you like best about MATLAB?**

Matlab was most useful in solving problems with large amount of experimental data

**What do you dislike about MATLAB?**

Matlab was a challenging programming software to learn even as a student in a semester long course where it was taught with applications in chemical engineering.

**What problems is MATLAB solving and how is that benefiting you?**

I wouldn’t recommend Matlab as a programming language over Python or Java, but in terms of solving problems with large vectors of data, Matlab was useful. Easier to use over Excel when it comes to a certain subset of problems.

  ### 11. Used in school, unclear how relevant it is in the professional practitioners

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Marketing and Advertising | Enterprise (> 1000 emp.)

**Reviewed Date:** May 09, 2019

**What do you like best about MATLAB?**

Matlab (like it's namesake suggest) is a matrix based programming language (scripting language?). For what it is, it does well. One learns how to facilitate matrices as a data-type, a fairly nice library of functions to apply to those functions, many of which are applicable to simulations, machine learning, statistics, signals processing etc. 

I used this program for several courses in school. However, it's unclear to me how well the program holds up as a professional. Especially since programming languages like R has better statistical liibraries (ever growing), and programming lagnauges like Python also have strong machine learning libraries and is used in production systems regularly. 

As a "learner" language, it's good. 

**What do you dislike about MATLAB?**

The fact that it requires a license purchase when I can get virtually the same functionality in open source like Python or R

**Recommendations to others considering MATLAB:**

As a trainer software, it would be good. However, as a production software, no.

**What problems is MATLAB solving and how is that benefiting you?**

machine learning, statistical computing

  ### 12. Tried and true mainstay 

**Rating:** 2.5/5.0 stars

**Reviewed by:** Brandon T. | Mid-Level Software Engineer, Environmental Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** February 05, 2019

**What do you like best about MATLAB?**

Lots of existing scripts and toolboxes to get things done quickly. The community that uses MATLAB is enormous. Much like Python, the time it takes to prototype is lightning fast.

**What do you dislike about MATLAB?**

Clunky, slow, and lots of menus. The user experience between Windows and Linux is not the same. Startup time is slow, and uses lots of RAM. 

**Recommendations to others considering MATLAB:**

MATLAB is a good starting place for computational science users. 

**What problems is MATLAB solving and how is that benefiting you?**

Weather radar calibration and monitoring. I was able to produce radar calibration without spending extra money on test equipment.

  ### 13. A somewhat peculiar coding environment, with certain unique strengths

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** July 23, 2018

**What do you like best about MATLAB?**

Good implementations of many algorithms built in (or available in toolboxes). The GPU support allows one to work almost seamlessly with GPU arrays and provides accelerated versions of many algorithms. The debugger is very powerful, allowing one to pause execution, run arbitrary code (including plotting variables and displaying images) and traverse stack frames, which I find very useful.

**What do you dislike about MATLAB?**

It is very expensive for commercial use. The syntax is often unpleasant and has strange limitations.

Certain functionality is needlessly split across toolboxes.

**Recommendations to others considering MATLAB:**

Consider if the free GNU Octave could do the job.

**What problems is MATLAB solving and how is that benefiting you?**

Computer vision applications, in particular training Deep Neural Networks using the MatConvNet toolbox. In particular the Matlab debugger is quite powerful here, since it lets you pause execution and plot variables at any point.

  ### 14. MATLAB Review

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.)

**Reviewed Date:** April 02, 2019

**What do you like best about MATLAB?**

It has a number of sophisticated libraries, an active community, a lot of support and tutorials

**What do you dislike about MATLAB?**

Matlab is a  very heavy and expensive software

**Recommendations to others considering MATLAB:**

Please work on making it lighter and cheaper

**What problems is MATLAB solving and how is that benefiting you?**

sophisticated math and scientific problems can be better solved with matlab because of the toolboxes and support.

  ### 15. Great software, but too expensive.

**Rating:** 2.5/5.0 stars

**Reviewed by:** Joel F. | Senior Pipeline Integrity Specialist, Small-Business (50 or fewer emp.)

**Reviewed Date:** January 18, 2019

**What do you like best about MATLAB?**

Very fast. We have done speed tests comparing Matlab and Octave. Matlab is typically 7x faster.
Ease of use.
Support - there is a large body of documentation, add-on packages and third-party  support which is available.

**What do you dislike about MATLAB?**

The price. We are a very small company, and cannot afford the cost and annual maintenance fee.

**What problems is MATLAB solving and how is that benefiting you?**

Electromagnetic simulations.
Machine learning.
Data visualization

  ### 16. Matrix Laborartory Best Software for Analog Communication

**Rating:** 2.5/5.0 stars

**Reviewed by:** Vishal K. | Sr.Executive Administrative E-Commerce, Information Technology and Services, Small-Business (50 or fewer emp.)

**Reviewed Date:** October 22, 2018

**What do you like best about MATLAB?**

Matrix laboratory(Matlab) is very useful software for engineer students. It is perform many function such as plotting graph of Analog Communication, differentiation, integration, matrix and many more.It is also useful for to solve circuit theories. Simulink is additional feature of Matlab.

**What do you dislike about MATLAB?**

For beginners it is difficult to understand Matlab.

**Recommendations to others considering MATLAB:**

It is very good if you learn Matlab from the beginning in engineering. It have very good scope in out of India.

**What problems is MATLAB solving and how is that benefiting you?**

You can create many embedded system programming through Matlab.

  ### 17. Matlab is pseudo coding software that makes matrices easy

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.)

**Reviewed Date:** December 31, 2018

**What do you like best about MATLAB?**

I like how you can look up commands in the matlab search bar

**What do you dislike about MATLAB?**

I do not like how there is not a troubleshooting guide to errors

**Recommendations to others considering MATLAB:**

Make a library of commands as you go for quick look up also add comments into your lines so you know what each line of code does.

**What problems is MATLAB solving and how is that benefiting you?**

The business problem that I am solving with Matlab is data manipulation in order to mine the data for valuable findings

  ### 18. easy to learn, but pricey for individual/private use

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Defense & Space | Small-Business (50 or fewer emp.)

**Reviewed Date:** August 30, 2018

**What do you like best about MATLAB?**

Very easy to learn, excellent analysis tool. Some users have complained about lagging-- something that is dependent on the specs of your computer. 

**What do you dislike about MATLAB?**

First started using MATLAB at university-- it was easy enough to use, even though it was not my favorite program. I can definitely see the various applications of the program, however, it did not become my go-to software. Also an expensive product, that unless you are using on a daily basis does not seem to justify the cost.

**Recommendations to others considering MATLAB:**

For the price, make sure it is something you will be using more than one time. 

**What problems is MATLAB solving and how is that benefiting you?**

Did not have significant opportunities to use MATLAB in a business setting. 

  ### 19. One of the best overall development packages,If you know what you are doing

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.)

**Reviewed Date:** October 30, 2018

**What do you like best about MATLAB?**

Good environment for simulation, Variety of toolboxes help students and professionals in all fields, Windows support is good. Good forum and MATLAB community to help with doubts and difficulties.

**What do you dislike about MATLAB?**

MacOSX support is bad, software is slow and has a different learning curve when you shift from windows platform

**Recommendations to others considering MATLAB:**

Try it on the windows OS, easier to use and learn!

**What problems is MATLAB solving and how is that benefiting you?**

Simulations for my Electrical thesis,and use in programming related to image and signal processing for Graduate level courses

  ### 20. Research Assistant

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Research | Mid-Market (51-1000 emp.)

**Reviewed Date:** July 11, 2018

**What do you like best about MATLAB?**

Ability to learn code with ease and apply it to more complicated problems. I also use it for solving calculus problems related to my projects

**What do you dislike about MATLAB?**

Know the language that Matlab understands to be able to use it, but it is not that difficult

**Recommendations to others considering MATLAB:**

it is a great platform to complete calculus questions and apply it to your problems

**What problems is MATLAB solving and how is that benefiting you?**

Student problems, solving equations with more than one unknown, and learning code. I found it easier to code and learn.

  ### 21. Great application for analysis

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.)

**Reviewed Date:** October 08, 2018

**What do you like best about MATLAB?**

It is relatively easy to use for programmers and normally runs very smoothly for data analysis.

**What do you dislike about MATLAB?**

Some features do not work for all types of data sets so for those cases we had to revamp our algorithms or use a different application,

**What problems is MATLAB solving and how is that benefiting you?**

We are a data analytics team so it helps that we are all using one application for running the analysis.

  ### 22. Not super applicable to the real world

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Automotive | Small-Business (50 or fewer emp.)

**Reviewed Date:** August 28, 2018

**What do you like best about MATLAB?**

It is fairly intuitive once you understand the basics(as intuitive as coding can be). Useful in High-Level IO

**What do you dislike about MATLAB?**

Not a whole lot of “real world” applications. It’s more like a “fake” coding software. Maybe good for educational purposes, or to give the basic understanding of how to learn to think like a coder.

**What problems is MATLAB solving and how is that benefiting you?**

Basic programs for completing small tasks.

  ### 23. Easy to learn but sometimes limiting

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.)

**Reviewed Date:** June 10, 2018

**What do you like best about MATLAB?**

Getting up to speed on MATLAB is quick and easy, allowing people with little programming experience to be productive

**What do you dislike about MATLAB?**

Some of MATLAB's features designed to make it easier to use can get in the way when trying to do complex data manipulation

**Recommendations to others considering MATLAB:**

Python requires more work to learn and lacks some of MATLAB's powerful industry-specific packages, but for general programming it is more versatile (and free!), so it is worth looking into as an alternative

**What problems is MATLAB solving and how is that benefiting you?**

Automated analysis and visualization makes it quick and easy to gain insight from new data.

  ### 24. Optimization Perspective 

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in E-Learning | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 21, 2018

**What do you like best about MATLAB?**

Very easy to execute in class and the code flows in a user friendly way

**What do you dislike about MATLAB?**

The 2017 is incompatible with cvx and the error report is confusing

**What problems is MATLAB solving and how is that benefiting you?**

Inventory management

  ### 25. I used in class for my whole college career so far. 

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Mechanical or Industrial Engineering | Small-Business (50 or fewer emp.)

**Reviewed Date:** March 29, 2018

**What do you like best about MATLAB?**

It was applicable to use in many scenarios and it was ways to learn. I use it in many situations to run plots and functions. 

**What do you dislike about MATLAB?**

I feel like Matlab is not as used compared to Java.

**Recommendations to others considering MATLAB:**

I feel they will be able to use it easily if they are familiar with other coding softwares.

**What problems is MATLAB solving and how is that benefiting you?**

I have used it for equations in Manufacturing and these benefits have so easy to use for long problems.

  ### 26. Dynamic response of system is evaluated

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Mechanical or Industrial Engineering | Small-Business (50 or fewer emp.)

**Reviewed Date:** November 18, 2017

**What do you like best about MATLAB?**

We can easily plot results of a multiple input problem for a different  loading conditions and also different production process by just writing one code

**What do you dislike about MATLAB?**

interface is not that easy and also error debugging is not that easy to handle for begineers

**What problems is MATLAB solving and how is that benefiting you?**

I have used to plot results of a CNC machine dynamic response for different production process and sequence of operations

  ### 27. Dynamic response of a system made easy

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Aviation & Aerospace | Mid-Market (51-1000 emp.)

**Reviewed Date:** November 21, 2017

**What do you like best about MATLAB?**

Best part of this tool is we can generate output graphical representation for changing inputs easily by writing just one code

**What do you dislike about MATLAB?**

I dont like the interface of this tool which is quite tricky for beginners and error debugging is tougher

**What problems is MATLAB solving and how is that benefiting you?**

I have used this tool to study the dynamic response of engine cylinder for different temperatures and grades of fuel

  ### 28. Coding for response 

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Enterprise (> 1000 emp.)

**Reviewed Date:** November 28, 2017

**What do you like best about MATLAB?**

We can easily write a code and study the response of an web application for different changing inputs

**What do you dislike about MATLAB?**

Debugging an error is difficult for beginners and the syntaxes are quite tricky

**What problems is MATLAB solving and how is that benefiting you?**

I have used this tool to analyse the design of a application for different kind of environment and usage of people

  ### 29. Plotting results for various changing inputs

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.)

**Reviewed Date:** November 12, 2017

**What do you like best about MATLAB?**

The best part of matlab is it can iterate 1000 of design solutions for various inputs by just giving one code


**What do you dislike about MATLAB?**

The interface of matlab is not that much user friendly and also debugging errors is quite difficult


**What problems is MATLAB solving and how is that benefiting you?**

I have used matlab to write a code for data integration of various sources for a job portal 


  ### 30. Matlab Experience

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.)

**Reviewed Date:** October 17, 2017

**What do you like best about MATLAB?**

I like the 3D feature in using Matlab. Also the program is user friendly overall. 

**What do you dislike about MATLAB?**

There are limitations when it comes to trying to input large data files, it is not easy to do. 

**What problems is MATLAB solving and how is that benefiting you?**

Modeling reservoir information

  ### 31. Specialized software that can be helpful across disciplines

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.)

**Reviewed Date:** February 14, 2017

**What do you like best about MATLAB?**

I appreciate MATLAB's ability to process vast arrays of numbers and calculate complex formulas within seconds.

**What do you dislike about MATLAB?**

MATLAB has several toolboxes that we use, including Psychtoolbox, that are not always easily diagnosable when something goes wrong. 

**Recommendations to others considering MATLAB:**

Consider using toolboxes within MATLAB to fully enhance your experience using this software.

**What problems is MATLAB solving and how is that benefiting you?**

We run experimental studies in our research lab where we use MATLAB to present stimulus and study visual cognition. We have realized that MATLAB and Psychtoolbox are both good tools for visual presentation.


## MATLAB Discussions
  - [Is it possible to check the output of Simulink terminal if I am not keeping a scope?](https://www.g2.com/discussions/is-it-possible-to-check-the-output-of-simulink-terminal-if-i-am-not-keeping-a-scope) - 2 comments, 1 upvote
  - [Can we have better tutorial for 3D-Visualization elements in MATLAB?](https://www.g2.com/discussions/can-we-have-better-tutorial-for-3d-visualization-elements-in-matlab) - 1 comment, 1 upvote
  - [What&#39;s the best way to optimize my code easily?](https://www.g2.com/discussions/what-s-the-best-way-to-optimize-my-code-easily) - 1 comment, 1 upvote
  - [Can I use this for LPC2148 processor programming.](https://www.g2.com/discussions/can-i-use-this-for-lpc2148-processor-programming) - 1 comment, 1 upvote
  - [Does anyone have information about the Matlab course?](https://www.g2.com/discussions/alguien-tiene-informacion-sobre-el-curso-de-matlab) - 1 comment, 1 upvote

- [View MATLAB pricing details and edition comparison](https://www.g2.com/products/matlab/reviews?filters%5Bnps_score%5D%5B%5D=3&open_modal_url=%2Fit%2Fproducts%2Fmatlab%2Fwishlists%3Fhost_path%3D%252Fproducts%252Fmatlab%252Freviews%253Ffilters%25255Bnps_score%25255D%25255B%25255D%253D3%26source%3Dsticky_header_pin&section=pricing&secure%5Bexpires_at%5D=2026-06-19+16%3A36%3A35+-0500&secure%5Bsession_id%5D=437f8d51-f19f-4909-a761-82470b4add92&secure%5Btoken%5D=0ae01b8e7d208ce1daeeb6b76e07ca4bbead356f1e2d0124c8e4c4841ec05256&format=llm_user)
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  - [Python](https://www.g2.com/products/python/reviews)
  - [python sql](https://www.g2.com/products/python-sql/reviews)
  - [Simulink](https://www.g2.com/products/simulink/reviews)
  - [Visual Studio Code](https://www.g2.com/products/visual-studio-code/reviews)

## MATLAB Features
**Design**
- 3D/solid modeling Tools
- Drawing Tools
- Editing Tools
- Rendering tools

**System**
- Data Ingestion & Wrangling

**Model Development**
- Language Support
- Drag and Drop
- Pre-Built Algorithms
- Model Training

**Data Transformation**
- Real-Time Analytics
- Data Querying

**Tools**
- Fluid analysis
- Finite element analysis
- Multibody dynamics

**Model Development**
- Feature Engineering

**Machine/Deep Learning Services**
- Computer Vision
- Natural Language Processing
- Natural Language Generation
- Artificial Neural Networks

**Work**
- Discrete event modeling
- Continuous event modeling
- Mechanical event simulation
- Manufacturing process simulation
- Integrate

**Machine/Deep Learning Services**
- Natural Language Understanding
- Deep Learning

**Deployment**
- Managed Service
- Application
- Scalability

**Connectivity**
- Hadoop Integration
- Spark Integration
- Multi-Source Analysis
- Data Lake

**Environment**
- Hardware support
- Task
- Manage Multiple Profiles
- Command Clarity

**Operations**
- Data Visualization
- Data Workflow
- Embedded Analytics
- Notebooks

**Generative AI**
- AI Text Generation
- AI Text Summarization
- AI Text-to-Image

**Agentic AI - Data Science and Machine Learning Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Building Reports**
- Data Transformation
- Data Modeling
- WYSIWYG Report Design
- Integration APIs

**Platform**
- Mobile User Support
- Customization 
- User, Role, and Access Management
- Internationalization
- Sandbox / Test Environments
- Performance and Reliability
- Breadth of Partner Applications

## Top MATLAB Alternatives
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  - [SOLIDWORKS](https://www.g2.com/products/solidworks/reviews) - 4.5/5.0 (629 reviews)
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