Get With the Program

DIY tips for adding coding to your analysis arsenal

Written byJeffrey M. Perkel
| 8 min read

Register for free to listen to this article
Listen with Speechify
0:00
8:00
Share

© IVAN LUKYANCHUK/SHUTTERSTOCKBiological science these days is all about Big Data. Whether it’s in the form of DNA sequences, photomicrographs, or mass spectra, researchers increasingly need to collect, integrate, manipulate, and interpret enormous pools of information.

For many biologists, that can be pretty intimidating. Traditional training programs tend to focus on scientific fundamentals and experimentation, not computer programming and statistics. As a result, when many researchers find themselves confronted by massive data sets, they have no idea how to tackle them.

There’s no shortage of readily available computational tools to help—many free of charge—but these too can be overwhelming for the uninitiated. Typically, users must interact with these programs through command-line wizardry, rather than through user-friendly graphical interfaces. And doing so often requires a deep knowledge of the underlying algorithms.

The upshot is that researchers working with big data inevitably have to write at least a little code to handle the information in a reproducible and well-documented way. Yet they must ...

Interested in reading more?

Become a Member of

The Scientist Logo
Receive full access to digital editions of The Scientist, as well as TS Digest, feature stories, more than 35 years of archives, and much more!
Already a member? Login Here
February 2026

A Stubborn Gene, a Failed Experiment, and a New Path

When experiments refuse to cooperate, you try again and again. For Rafael Najmanovich, the setbacks ultimately pushed him in a new direction.

View this Issue
Human-Relevant In Vitro Models Enable Predictive Drug Discovery

Advancing Drug Discovery with Complex Human In Vitro Models

Stemcell Technologies
Redefining Immunology Through Advanced Technologies

Redefining Immunology Through Advanced Technologies

Ensuring Regulatory Compliance in AAV Manufacturing with Analytical Ultracentrifugation

Ensuring Regulatory Compliance in AAV Manufacturing with Analytical Ultracentrifugation

Beckman Coulter Logo
Conceptual multicolored vector image of cancer research, depicting various biomedical approaches to cancer therapy

Maximizing Cancer Research Model Systems

bioxcell

Products

Sino Biological Logo

Sino Biological Pioneers Life Sciences Innovation with High-Quality Bioreagents on Inside Business Today with Bill and Guiliana Rancic

Sino Biological Logo

Sino Biological Expands Research Reagent Portfolio to Support Global Nipah Virus Vaccine and Diagnostic Development

Beckman Coulter

Beckman Coulter Life Sciences Partners with Automata to Accelerate AI-Ready Laboratory Automation

Refeyn logo

Refeyn named in the Sunday Times 100 Tech list of the UK’s fastest-growing technology companies