Skip to content

2026 EDITION

NEW TO
DATA VIZ?
Start here.

A BEGINNER’S FIELD GUIDE

DVS New to Data Viz Image
DVS New to Data Viz Image

Data visualization brings together analysis, design, storytelling, and technology to help people understand and communicate data. Whether you are a student, hobbyist, analyst, designer, journalist, or someone exploring a new career path, the Data Visualization Society team have curated helpful resources to get you started and to support you as you grow.

LearnPracticeConnectGrow

BY CEDRIC LARY AND ISOBEL PARKES

Questions this guide answers
  • What should I learn first?
  • Where can I find data to work with?
  • How do I practice and improve my skills?
  • How do I build a portfolio of projects?
  • How do I connect with mentors and opportunities?

Here you will find curated resources to help you learn the fundamentals of data visualization, explore tools, work on practice projects, receive feedback, and connect with a broader community of people who care about communicating data clearly and creatively.

Wherever you are starting from, we hope this guide helps you build confidence, develop your skills, and find your place in the data visualization community.

Learn

FOUNDATIONS & BEST PRACTICES

Build your understanding of visualization principles, chart design, color, and typography before picking up any tool.

VISUALIZATION PRINCIPLES

Guide

Datawrapper: Dos and Don’ts

Practical, opinionated guides on making charts that communicate clearly.

Library

Data Viz Project

A comprehensive catalogue of chart types with use cases and examples.

Guide

From Data to Viz

Decision tree for choosing the right chart type for your data.

Library

Data Viz Catalogue

Searchable library of visualization types with descriptions and examples.

Guide

Chart types guide — Datawrapper

When to use which chart: a clear, visual walkthrough of chart selection.

DESIGN PRINCIPLES

Guide

York University: Design Principles

Research-backed overview of how people perceive visual information.

Guide

Johns Hopkins: Design Fundamentals

Covers gestalt principles, pre-attentive attributes, and cognitive load.

STORYTELLING & ETHICS

Book companion

Storytelling with Data (downloads)

Free companion resources from Cole Nussbaumer Knaflic’s foundational book.

Article

Annotation techniques — SWD

How annotations guide the reader through a chart — with examples.

Article

Ethical data visualization — Nightingale

Why ethics matters in visualization and how to tell the human story responsibly.

CHART DESIGN & STYLE RULES

Guide

Core dataviz style guide — Nightingale

Practical style conventions for axes, labels, grids, and chart anatomy.

COLOR & ACCESSIBILITY

Tool

Viz Palette — Susie Lu

Evaluates color palettes for accessibility and perceptual distinctiveness.

Tool

Coolors

Fast color palette generator — useful for building harmonious chart palettes.

Tool

Adobe Color Wheel

Interactive color wheel with harmony rules and accessibility checker.

Tool

Canva Color Wheel

Beginner-friendly color exploration and palette building.

Guide

Datawrapper Color Guide

Three-part series on color in data viz — principles, palettes, and accessibility.

Guide

Color in data viz — Datawrapper

In-depth guide on color theory applied specifically to charts and dashboards.

Guide

Create good color palettes — Datawrapper

Step-by-step process for building palettes that work across chart types.

TYPOGRAPHY

Guide

Fonts for data visualization — Datawrapper

How to choose typefaces that improve legibility in charts and dashboards.

Article

Choosing fonts — Nightingale

Editorial perspective on typography choices for data viz projects.

Tools

EXPLORE THE TOOLKIT

No single tool is right for every project. Start with no-code options to understand visualization concepts, then add programming skills when you’re ready.

Datawrapper

No-code

Beginner-friendly charts and maps. Used by major newsrooms worldwide.

Free/Paid

Flourish

No-code

Animated and interactive chart templates. No code required.

Free/Paid

RAWGraphs

No-code

Open-source tool for unusual and complex chart types.

Free

Tableau Public

No-code

Free version of Tableau — widely used in business and journalism.

Free

Looker Studio

No-code

Google’s free dashboard tool. Connects to Sheets and BigQuery.

Free

R

Programming

Statistical computing with ggplot2 for publication-quality charts.

Free

Python

Programming

General-purpose language with matplotlib, seaborn, and plotly for data viz.

Free

D3.js

Interactive

The gold-standard JavaScript library for custom browser-rendered graphics.

Free

Observable

Interactive

Notebook environment for interactive data visualization and web graphics.

Free

Vega-Lite

Interactive

Grammar-based visualization specification. Great for declarative chart building.

Free

Illustrator

Design

Industry-standard vector tool for polishing and annotating charts.

Free/Paid

Inkscape

Design

Free, open-source alternative to Illustrator for vector chart editing.

Free

Canva

Design

Easy design tool for presentations and simple infographics.

Free/Paid

Figma

Design

Collaborative interface design — great for dashboard mockups and layout.

Free/Paid

QGIS

Mapping

Full-featured open-source GIS for complex geographic data and maps.

Free

Kepler.gl

Mapping

Browser-based large-scale geospatial visualization from Uber.

Free

Leaflet

Mapping

Lightweight JavaScript library for interactive web maps.

Free

Mapbox

Mapping

Custom map styling and advanced web mapping with powerful APIs.

Free/Paid

Data

FINDING DATA TO WORK WITH

Practice requires real data. These open sources cover government, international, and community datasets across every topic.

NYC Open Data

City government datasets across transport, housing, crime, and health.

DVS Annual Survey

The DVS state of the industry survey — great for data viz-themed projects.

Kaggle Datasets

Thousands of community-shared datasets with notebooks and competitions.

UN Data

Global statistics from United Nations agencies and international organizations.

US Census Bureau

Demographic, economic, and geographic data for the United States.

Where to Find Datasets

Oscar Baruffa’s curated list of data sources for R practitioners and beyond.

Practice

CHALLENGES & INSPIRATION

The fastest way to improve is to make things. These weekly and monthly challenges give you data, community, and deadlines.

PRACTICE CHALLENGES

Makeover Monday

Weekly challenge to redesign an existing chart. Great for beginners.

TidyTuesday (R4DS)

Weekly R and data viz challenge with community submissions on GitHub.

Workout Wednesday

Weekly technical challenges for Tableau and Power BI practitioners.

SWD Challenge

Monthly storytelling and design challenge from the Storytelling with Data community.

Pudding Cup

Annual awards for the best visual essays and data journalism of the year.

#30DayChartChallenge

April challenge: a new chart every day across themed prompts. Massive community.

INSPIRATION

Information is Beautiful

Award-winning showcase of the world’s best data visualization work.

Nightingale — DVS journal

Articles, interviews, and analysis on data viz practice and culture.

VizHeads

Community gallery of data viz work — scroll for ideas across styles and tools.

The Pudding

Long-form visual essays on culture, sport, and society. Exemplary storytelling.

Tableau Public — Viz of the Day

Daily featured visualization from the Tableau Public community.

Dear Data

Stefanie Posavec & Giorgia Lupi’s year of hand-drawn weekly data postcards.

Outlier Conference

DVS’s annual conference — watch talks and see the community’s latest work.

Connect

FEEDBACK & COMMUNITY

Data viz is a social practice. Getting critique, sharing work, and meeting peers will accelerate your growth more than any tutorial.

FEEDBACK

DVS program

DVS Slack: Critique

Submit your work for structured feedback from experienced DVS members.

Podcast

SWD Podcast feedback

Submit charts for discussion on the Storytelling with Data podcast.

COMMUNITY

Community

DVS Slack community

Join thousands of data viz practitioners — channels for every skill level and interest.

Events

DVS Events (Eventbrite)

Browse and register for upcoming DVS events, workshops, and webinars.

Community

Women in Data

Community and resources specifically supporting women in data roles.

Community

SWD Community

Forum, challenges, and resources from the Storytelling with Data team.

Community

FlowingData Membership

Nathan Yau’s tutorials, examples, and community for R and data viz.

Grow

EDUCATION, MENTORSHIP & CAREERS

When you’re ready to invest in longer-term growth, these pathways offer deeper education, structured mentorship, and career resources.

Education

Honing your skills — Nightingale

Thoughtful guide to developing as a data viz practitioner over time.

Education

Open Visualization Academy

Free, structured curriculum for learning data visualization from the ground up.

Mentorship

DVS Mentorship Program

Connect with an experienced practitioner for structured one-to-one mentorship.

Careers

DVS Jobs Board

Data viz-specific job listings across industry, newsrooms, and agencies.

Careers

Career Paths in Data Viz — Nightingale

Overview of the different roles and routes into a professional data viz career.

Careers

Starting Out in Data Viz Today — Nightingale

Practical advice for breaking into the field from practitioners who did it.