How to switch from Software Developers to Data Scientists
Based on real labor market data. See the skills you already have, what you need to learn, and how to bridge the gap.
From
Software Developers
Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis. Update software or enhance existing software capabilities. May work with computer hardware engineers to integrate hardware and software systems, and develop specifications and performance requirements. May maintain databases within an application area, working individually or coordinating database development as part of a team.
To
Data Scientists
Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.
Tools you can carry over
Technologies the Data Scientists role uses that you likely already know from Software Developers work.
Tools to pick up
The technologies most specific to the Data Scientists role that a Software Developers background usually does not cover yet.
Frequently asked questions
Can I switch from Software Developers to Data Scientists?
Yes. The readiness check maps your specific skills against the Data Scientists role and builds a plan for the gaps, even where we don't yet have a broad knowledge-area comparison for this pairing.
What do I need to learn to become a Data Scientists?
Coming from Software Developers, the tools most specific to the Data Scientists role are BigQuery, Neo4j, NumPy, pandas, PySpark. The readiness check compares your own skills against the role and shows the exact gaps to close.
How long does it take to transition from Software Developers to Data Scientists?
It depends on your current skills. Acelro builds a personalized roadmap around your specific gaps, so you only learn what you need.