What can be automated?
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What can be automated?..
Task | Can it be automated? | Why? |
|---|---|---|
Communicating with your team and stakeholders | No | Communication is key to understanding the needs of your team and stakeholders as you complete the tasks you are working on. There is no replacement for person-to-person communications. |
Presenting your findings | No | Presenting your data is a big part of your job as a data analyst. Making data accessible and understandable to stakeholders and creating data visualizations can’t be automated for the same reasons that communications can’t be automated. |
Preparing and cleaning data | Partially | Some tasks in data preparation and cleaning can be automated by setting up specific processes, like using a programming script to automatically detect missing values. |
Data exploration | Partially | Sometimes the best way to understand data is to see it. Luckily, there are plenty of tools available that can help automate the process of visualizing data. These tools can speed up the process of visualizing and understanding the data, but the exploration itself still needs to be done by a data analyst. |
Modeling the data | Yes | Data modeling is a difficult process that involves lots of different factors; luckily there are tools that can completely automate the different stages. |
- Access to Python packages: There are many Python packages designed specifically to make life easier for scientists. Scikit-learn is an excellent package for scientists needing to make regressions, or implement machine learning. Numpy is a numerical package capable of performing most calculations that scientists would need. Matplotlib and Bokeh both offer plotting options with different features allowing flexibility in plot creation. Pandas replaces the Excel table with DataFrames enabling the data to be structured and manipulated in a familiar manner.
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Table of contents
- Compare the best workflow automation software
- ProcessMaker
- Integrify
- Comindware Tracker
- Flokzu
- Zapier
- Kissflow
- Nintex
- Process Director (BP Logix)
- TrackVia
- Gravity Flow
Compare the best workflow automation software
| Product Name | Drag-and-drop Builder | Mobile Access | Electronic Forms |
![]() ProcessMaker | ![]() | ![]() | ![]() |
![]() Integrify | ![]() | ![]() | ![]() |
![]() Comindware Tracker | ![]() | ![]() | ![]() |
![]() Flokzu | ![]() | ![]() | ![]() |
![]() Zapier | ![]() | ![]() | ![]() |
![]() Kissflow | ![]() | ![]() | ![]() |
![]() Nintex | ![]() | ![]() | ![]() |
![]() Process Director | ![]() | ![]() | ![]() |
![]() TrackVia | ![]() | ![]() | ![]() |
![]() Gravity Flow | ![]() | ![]() | ![]() |
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