Software Alternatives, Accelerators & Startups

Pandas VS Jotform

Compare Pandas VS Jotform and see what are their differences

Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Pandas logo Pandas

Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

Jotform logo Jotform

Free Online Form Builder & Form Creator
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Jotform Landing page
    Landing page //
    2022-06-12

Jotform is a powerful online form builder that makes it easy to create robust forms and collect important data. Trusted by over 20M users worldwide, such as nonprofits, educational institutions, small businesses, and enterprises, Jotform is a gateway to gathering better information to propel your business.

Pandas features and specs

  • Data Wrangling
    Pandas offers robust tools for manipulating, cleaning, and transforming data, making it easier to prepare data for analysis.
  • Flexible Data Structures
    Pandas provides two primary data structures: Series and DataFrame, which are flexible and offer powerful capabilities for handling various types of datasets.
  • Integration with Other Libraries
    Pandas integrates seamlessly with other Python libraries such as NumPy, Matplotlib, and SciPy, facilitating comprehensive data analysis workflows.
  • Performance with Data Size
    For data sizes that fit into memory, Pandas performs excellently with operations and computations being highly optimized.
  • Rich Feature Set
    Pandas provides a wide array of functionalities, including but not limited to group-by operations, merging and joining data sets, time-series functionality, and input/output tools.
  • Community and Documentation
    Pandas has a strong community and extensive documentation, offering a wealth of tutorials, examples, and support for new and experienced users alike.

Possible disadvantages of Pandas

  • Memory Consumption
    Pandas can become memory inefficient with very large datasets because it relies heavily on in-memory operations.
  • Single-threaded
    Many Pandas operations are single-threaded, which can lead to performance bottlenecks when handling very large datasets.
  • Steep Learning Curve
    For users who are new to data analysis or Pandas, there can be a steep learning curve due to its extensive capabilities and complex syntax at times.
  • Less Suitable for Real-time Analytics
    Pandas is not designed for real-time analytics and is better suited for batch processing due to its in-memory operations and single-threaded nature.
  • Error Handling
    Error messages in Pandas can sometimes be cryptic and hard to interpret, making debugging a challenge for users.

Jotform features and specs

  • Form Builder
    https://www.jotform.com/build/
  • Jotform Apps
    https://www.jotform.com/products/apps/
  • Jotform Enterprise
    https://www.jotform.com/enterprise/
  • Jotform Store Builder
    https://www.jotform.com/products/store-builder/
  • Jotform Tables
    https://www.jotform.com/products/tables/
  • Jotform Inbox
    https://www.jotform.com/features/inbox/
  • Jotform Mobile Forms
    https://www.jotform.com/products/mobile-forms/
  • Jotform Approvals
    https://www.jotform.com/products/approvals/
  • Jotform Report Builder
    https://www.jotform.com/products/report-builder/
  • Jotform Smart PDF Forms
    https://www.jotform.com/products/smart-pdf-forms/
  • Jotform PDF Editor
    https://www.jotform.com/products/pdf-editor/
  • Jotform Workflows
    https://www.jotform.com/products/workflows/
  • HIPAA Friendly Forms
    https://www.jotform.com/hipaa/
  • Jotform Sign
    https://www.jotform.com/products/sign/
  • Jotform for Salesforce
    https://appexchange.salesforce.com/appxListingDetail?listingId=a0N4V00000JTeWyUAL
  • Online Payments
    https://www.jotform.com/online-payments/
  • Jotform Integrations
    https://www.jotform.com/integrations/
  • Form Templates
    https://www.jotform.com/form-templates/
  • PDF Templates
    https://www.jotform.com/pdf-templates/
  • App Templates
    https://www.jotform.com/app-templates/
  • Workflow Templates
    https://www.jotform.com/workflow-templates/
  • Table Templates
    https://www.jotform.com/table-templates/
  • Prefill Forms
    https://www.jotform.com/prefill-forms/whats-new/
  • Secure Forms
    https://www.jotform.com/security/
  • Form Widgets
    https://www.jotform.com/widgets/
  • Jotform Blog
    https://www.jotform.com/blog/

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

  • Review - Ozzy Man Reviews: PANDAS Part 2
  • Review - Trash Pandas Review with Sam Healey

Jotform videos

JotForm Review - Beginner to Expert PREVIEW by Bizversity.com

More videos:

  • Tutorial - How to Use JotForm to Create Online Forms & Fillable PDFs
  • Tutorial - JotForm 4.0 // A Tutorial & Review
  • Tutorial - Jotform Tutorial: How to Use Jotform

Category Popularity

0-100% (relative to Pandas and Jotform)
Data Science And Machine Learning
Form Builder
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Forms And Surveys
0 0%
100% 100

User comments

Share your experience with using Pandas and Jotform. For example, how are they different and which one is better?
Log in or Post with

Reviews

These are some of the external sources and on-site user reviews we've used to compare Pandas and Jotform

Pandas Reviews

25 Python Frameworks to Master
Pandas is a powerful and flexible open-source library used to perform data analysis in Python. It provides high-performance data structures (i.e., the famous DataFrame) and data analysis tools that make it easy to work with structured data.
Source: kinsta.com
Python & ETL 2020: A List and Comparison of the Top Python ETL Tools
When it comes to ETL, you can do almost anything with Pandas if you're willing to put in the time. Plus, pandas is extraordinarily easy to run. You can set up a simple script to load data from a Postgre table, transform and clean that data, and then write that data to another Postgre table.
Source: www.xplenty.com

Jotform Reviews

14 ProProfs alternatives for quizzes, surveys, and more in 2025
Jotform’s free online quiz maker lets you easily build quizzes that are interactive and automatically graded. No matter what you need — whether it’s a multiple-choice quiz for students or trivia questions for game night — Jotform has you covered. Teachers can choose from ready-made templates for the classroom, customize them for different subjects and skill levels, and even...
Source: www.jotform.com
10 SurveyMonkey Alternatives and Competitors in 2024
The reporting and analytics tools provide valuable insights, while data exporting ensures seamless integration with other systems. With Jotform, you can create an online survey or form to collect data and online payments securely—which will help you streamline your data management processes hassle-free.
Source: clickup.com
10+1 Best Workflow Management Software 2024 For Maximum Efficiency
Best known for its scalable data collection tools, Jotform Enterprise allows users to create customizable workflow management systems. However, it may at times become too complex for users seeking a simple solution. Jotform’s integrations include popular tools such as Gmail and Dropbox, and it also supports automation capabilities.
Source: www.manifest.ly
Typeform Alternatives: Tools for Surveys, Forms, and Quizzes
Online marketplaces show users rate Jotform as superior to Typeform in areas like “easy to do business with” and “easy to admin.” Jotform is another piece of software that allows users to choose from a static or question-per-page view.
Source: survicate.com
27 Best Typeform Alternatives In 2022 (Free & Paid)
While JotForm is an excellent Typeform alternative, it also has certain disadvantages. One major concern is that JotForm's interface can sometimes be clunky and complicated to navigate.

Social recommendations and mentions

Based on our record, Pandas seems to be a lot more popular than Jotform. While we know about 219 links to Pandas, we've tracked only 3 mentions of Jotform. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Pandas mentions (219)

  • Top Programming Languages for AI Development in 2025
    Libraries for data science and deep learning that are always changing. - Source: dev.to / 21 days ago
  • How to import sample data into a Python notebook on watsonx.ai and other questions…
    # Read the content of nda.txt Try: Import os, types Import pandas as pd From botocore.client import Config Import ibm_boto3 Def __iter__(self): return 0 # @hidden_cell # The following code accesses a file in your IBM Cloud Object Storage. It includes your credentials. # You might want to remove those credentials before you share the notebook. Cos_client = ibm_boto3.client(service_name='s3', ... - Source: dev.to / about 1 month ago
  • How I Hacked Uber’s Hidden API to Download 4379 Rides
    As with any web scraping or data processing project, I had to write a fair amount of code to clean this up and shape it into a format I needed for further analysis. I used a combination of Pandas and regular expressions to clean it up (full code here). - Source: dev.to / about 1 month ago
  • Must-Know 2025 Developer’s Roadmap and Key Programming Trends
    Python’s Growth in Data Work and AI: Python continues to lead because of its easy-to-read style and the huge number of libraries available for tasks from data work to artificial intelligence. Tools like TensorFlow and PyTorch make it a must-have. Whether you’re experienced or just starting, Python’s clear style makes it a good choice for diving into machine learning. Actionable Tip: If you’re new to Python,... - Source: dev.to / 3 months ago
  • Sample Super Store Analysis Using Python & Pandas
    This tutorial provides a concise and foundational guide to exploring a dataset, specifically the Sample SuperStore dataset. This dataset, which appears to originate from a fictional e-commerce or online marketplace company's annual sales data, serves as an excellent example for learning and how to work with real-world data. The dataset includes a variety of data types, which demonstrate the full range of... - Source: dev.to / 9 months ago
View more

Jotform mentions (3)

  • This seems like a new scam, right?
    Sure, you took down jotform.com, a legitimate website (it's still up by the way). Source: almost 3 years ago
  • Recommendations to help me with teaching the extended response section of the GED RLA exam?
    Something akin to a fill-in-the-blank template maybe? This was all prompted by my beginning to write one on jotform.com. I began doing it and then realized that there are probably thousands of similar templates that are way better. Thanks for any help and let me know if you'd like to share resources in the near future. Source: about 3 years ago
  • How can I include object keys as headings when using IMPORTJSONAPI?
    I'm trying to import data from Jotform so the structure of the JSON can vary. Here's an example though:. Source: over 3 years ago

What are some alternatives?

When comparing Pandas and Jotform, you can also consider the following products

NumPy - NumPy is the fundamental package for scientific computing with Python

Typeform - Create beautiful, next-generation online forms with Typeform, the form & survey builder that makes asking questions easy & human on any device. Try it FREE!

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.

Google Forms - Simple web forms from Google.

OpenCV - OpenCV is the world's biggest computer vision library

Survey Monkey - Create and publish online surveys in minutes, and view results graphically and in real time. SurveyMonkey provides free online questionnaire and survey software.