Margin

Blog

Insights on data analysis, reproducibility, and communication—from the Margin team.
Abstract illustration of two streams of geometric lines converging into one unified flow
AI

The Convergence: How AI and Data Science Are Becoming the Same Discipline

AI isn’t replacing data science. The two fields are converging into one workflow—and you’ll need to understand both.
MT

Margin Team

Data analyst working with charts and reports on multiple screens
Workflow

Why Your Notebook-to-Report Workflow Is Broken

The hidden costs of copying charts into slides and why connected reports are the fix.
MT

Margin Team

Business dashboard with data visualizations and charts
Technical

Pandas Visualization That Actually Communicates

Stop making charts for yourself. Here's how to make charts that stakeholders understand.
MT

Margin Team

Analyst reviewing data lineage and source documentation
Insight

Data Lineage: Why 'Where Did This Number Come From?' Is Hard to Answer

The real reason stakeholders distrust data reports, and how to fix it.
MT

Margin Team

Developer comparing different notebook platforms on laptop
Comparison

Cloud Notebooks Compared: JupyterHub vs. Colab vs. Hex vs. Margin

A practical breakdown of when to use which cloud notebook platform.
MT

Margin Team

Organized notebook with clear documentation and reproducible code
Guide

A Practical Guide to Reproducible Analysis

How to make sure your analysis can be re-run and verified, without becoming a software engineer.
MT

Margin Team

Business presentation with clear data visualization on screen
Communication

How to Present Data to People Who Don't Care About Data

Your stakeholders aren't data people. Here's how to communicate findings they'll actually act on.
MT

Margin Team