Where journalism meets data

Need to learn new data skills, increase your data journalism knowledge or advance your career?

Lenstaketwo

Best practices

Humanising data

Connecting numbers and people

How can data journalists tell stories that resonate with audiences and make a difference? In our latest long read, contributor Sherry Ricchiardi explains what we can do to humanise data and give a voice to the people within our datasets. She also provides useful case studies and resources to get you started.

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Resources

Wrangling the robots

Leveraging smart data-driven software for newsmaking

Existing software and data-driven tools can help alleviate the pressure points for journalists in their day-to-day reporting. Contributor Monika Sengul-Jones explains the benefits and challenges of incorporating them in the newsroom.

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Quality journalism

The history of data journalism

A historical take on every critical breakthrough from the 1950s until today

There's no question that the future of data journalism is bright. But where did it all begin? Brant Houston provides a historical look at the field from CBS News' attempt to predict a US presidential election up until today.

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Best practices

Bring in the machines

AI-powered investigative journalism

Machine learning can help journalists analyse massive datasets to find untold stories. Monika Sengul-Jones explains how with in-depth case studies from a slew of investigative outlets, including Buzzfeed News, Grist and ICIJ.

Homepagemag

Covering issues

Powering lifestyle journalism with data

Data journalism isn't just for hard news

In our latest long read, Sabrina Faramarzi tells us how she found fertile ground for data storytelling in lifestyle journalism. From culture to fashion and entertainment, she points to the best formats, data sources and techniques to help you get started.

Data Handbook 2 cover

Data Journalism Handbook 2

Towards a Critical Data Practice

What is data journalism? What is it for? What might it do? What opportunities and limitations does it present? Who and what is involved in making sense of it? This book is a collaborative experiment responding to these and other questions.

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Best practices

Verification Handbook +Translations

For Disinformation And Media Manipulation

The Verification Handbook brings a fresh new angle to the extremely relevant topics of misinformation and disinformation. The book is available for free download in English, Arabic, Turkish, Italian and German.

Fundamental search for journalists video course

Video course

Fundamental search for journalists

In this course we're going through some of the tips and tricks on how to make your own research faster and more accurate using Google's tools.

Python for journalists

Video course

Python for journalists

This course is meant for journalists looking to learn the most common uses of Python for data journalism. You'll learn how to set up Python and all related tools on your computer, clean up messy datasets, analyse data and scrape data.

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Our original Long Reads, written by the best data experts

Best practices

Humanising data: Connecting numbers and people

How can journalists connect numbers with people? With in-depth case studies from The New York Times to ProPublica and NPR, contributor Sherry Ricchiardi explains how to humanise the data.

Resources

Wrangling the robots: Leveraging smart data-driven software for newsmaking

Existing data-driven tools and software can help alleviate the pressure points for journalists in their day-to-day reporting. Monika Sengul-Jones explains the benefits and challenges of incorporating them in the newsroom.

Best practices

The history of data journalism

From the 1950s to the present day, Brant Houston explores how data journalism first began.

Best practices

Bring in the machines: AI-powered investigative journalism

Machine learning can help journalists analyse massive datasets and pinpoint misclassifications for their investigative reporting. Monika Sengul Jones explains how through examining a series of case studies from ICIJ to Buzzfeed News, Grist and more.

Data analysis

Putting data back into context

Data are never neutral ‘givens’, but always situated in a particular context, collected for a particular reason -- and it’s crucial that data journalists understand these.

Data visualisation

The unspoken rules of visualisation

Designers often follow a set of strict conventions when creating visualisations. Kaiser Fung examines the fundamental rules of data visualisation, why they are important, and when it is okay to break them.

Covering issues

Reporting beyond the case numbers: How to brainstorm COVID-19 data story ideas

While many journalists around the world report the daily infection rate and death toll of COVID-19, audiences are seeking other stories that show the impact of the virus on their lives. How can journalists tell those wider stories with data?

Data visualisation

The essential lies in news maps

In order to display three-dimensional world we live in, journalists are forced to distort reality. And every map does so in its own way. Maarten Lambrechts looks at commonly used maps and how to avoid being misled by them.

Data visualisation

The essential lies in news maps

In order to display three-dimensional world we live in, journalists are forced to distort reality. And every map does so in its own way. Maarten Lambrechts looks at commonly used maps and how to avoid being misled by them.

Data analysis

Putting data back into context

Data are never neutral ‘givens’, but always situated in a particular context, collected for a particular reason -- and it’s crucial that data journalists understand these.

Data analysis

Spreadsheets for journalism

Many journalists see themselves as “word people” and shy away from writing about numbers. Brant Houston shows how to embrace math with an overview of spreadsheets and functions for beginners.

Data visualisation

Ethics

Designing data visualisations with empathy

How do you get audience members, much less the journalists presenting a story, to walk a mile in the shoes of a dot? Or a bar chart? P. Kim Bui provides three approaches for achieving empathy in data visualisations.

For Disinformation And Media Manipulation

The latest edition of the Verification Handbook arrives at a critical moment. Today’s information environment is more chaotic and easier to manipulate than ever before. This book equips journalists with the knowledge to investigate social media accounts, bots, private messaging apps, information operations, deep fakes, as well as other forms of disinformation and media manipulation.

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The first resource of its kind, it builds on the first edition of the Verification Handbook and the Verification Handbook for Investigative Reporting.

The book is published by the European Journalism Centre and supported by Craig Newmark Philanthropies.

Towards a Critical Data Practice

What is data journalism? What is it for? What might it do? What opportunities and limitations does it present? Who and what is involved in making and making sense of it?

Data Handbook 2 cover

The new edition of the Data Journalism Handbook explores new and innovative ways in which data is analysed, created and used in the context of journalism. And beyond that: it also reflects on the social, cultural, political and economic circumstances in which data journalism is embedded.

How journalists can use data to improve the news

When you combine the sheer scale and range of digital information now available with a journalist’s "nose for news" and her ability to tell a compelling story, a new world of possibility opens up. Explore the potential, limits, and applied uses of this new and fascinating field.

Data Handbook 1 Cover

This valuable handbook has attracted scores of contributors since the European Journalism Centre and the Open Knowledge Foundation launched the project at MozFest 2011. Through a collection of tips and techniques from leading journalists, professors, software developers, and data analysts, you’ll learn how data can be either the source of data journalism or a tool with which the story is told—or both.

A Guide To Online Search And Research Techniques For Using UGC And Open Source Information In Investigations

Based on the conclusions of the first book, this second edition of the Verification Handbook sheds light on the use of open data and open source information to produce critical journalistic investigations.

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As new challenges have emerged in the digital sphere, wider opportunities to carry out more comprehensive investigations have arisen as well. The authors of the book take the reader on a walk-through to hone their online investigation tactics, providing them with step-by-step guidance to apply research, fact-checking, and data journalism techniques.

A Definitive Guide To Verifying Digital Content For Emergency Coverage

The first edition of the Verification Handbook has become a definitive reference for professionals worldwide. This book laid the foundations for the process of digital content verification and opened a necessary debate about the steps to follow for ensuring the accuracy of reporting within emergency situations.

VERIFICATION HANDBOOK 1 LEFT homepage

Used by educators and journalists of any level, this pioneering book is an essential read for learning about the best-practices for verifying user-generated content and developing appropriate verification processes.

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Detailed courses and expert interviews for all workflow levels

Quality journalism
Countering hate speech

Julia Mozer

Video course
Fundamental search for journalists

Vincent Ryan

Coding
Python for journalists

Winny de Jong

Best practices
When to hire a data journalist

Winny de Jong

Data analysis
Going Viral Using Social Media Analytics

Stijn Debrouwere

Coding
Python for journalists

Winny de Jong

Covering issues
Doing Journalism with Data: First Steps, Skills and Tools

Paul Bradshaw, Steve Doig, Simon Rogers, Nicolas Kayser-Bril, Alberto Cairo

Video course
Fundamental search for journalists

Vincent Ryan

Data collection
Cleaning Data in Excel

Maarten Lambrechts

Data visualisation
Mapping for Journalists

Maarten Lambrechts

Quality journalism
Countering hate speech

Julia Mozer

Coding
Python for journalists

Winny de Jong

Covering issues
Doing Journalism with Data: First Steps, Skills and Tools

Paul Bradshaw, Steve Doig, Simon Rogers, Nicolas Kayser-Bril, Alberto Cairo

Data visualisation
Charting Tools for the Newsroom

Maarten Lambrechts

Data analysis
Going Viral Using Social Media Analytics

Stijn Debrouwere

Data collection
Cleaning Data in Excel

Maarten Lambrechts

Best practices
When to hire a data journalist

Winny de Jong

Data visualisation
Mapping for Journalists

Maarten Lambrechts

Case studies
Verification: The Basics

Craig Silverman, Claire Wardle

Learn data journalism through the power of community

Join the other 9,000 members to participate in our community, to exchange ideas and stay up-to-date with the latest on data journalism.

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"I am finding it hard to have the data displayed on my QGIS. Can't say if it is the version. If i click on the data,..."

"Thanks that was a good inside look"

"It was a nice presentation. Got a picture of managing a data journalism project in a nutshell"

"Thanks for the guidance"

"There is a lot we can do with excel."

"Hi there, I'm having trouble deleting columns. This error message keeps popping up: FutureWarning: In a future..."

"I believe that Marksta and Tagg.ly are also outdated. Are there any alternatives?"

"Geosocialfootprint,com isn't working properly. Are there any substitutes ?"

"Tks Winny!!"

"So grateful for this course. Thanks again!!!"

"I like instad.io It is a free online restyler that converts a chart (Excel/Google Sheets) or, for example, a..."

"Fascinating and customizable to different contexts."

"Hello, command 'create' is not working on my macbook plz help"

"Hi everyone. My name is Greg Hall and I'm a Newcastle-based journalist here on the eastern seaboard of Australia...."

"Amazing course! Thank you, Maarten!"

"This topic is also covered a lot in radio shows on https://emisorasderadioonline.es/"

"Thank you very much. What I love the most from this course is the way Stijn Debrouwere thinks about Analytics and..."

"love it! it's simple, helpful and exciting!"

"I cannot download the excel file!"

"Hi, I'm glad that I can sill join in 2021 :)"

"Thank you, Winny! I've started to get the basics of Python, Jupyter Notebook. Such a good feeling! I've always..."

"In these chart-builder videos some common data presentation mistakes are made. for example the scatter plot in this..."

"Great, this is very insightful and eye opener. Excellent presentations, Thanks Mr. Rogers."

"This is so awesome! Really great professor. He explains everything in very simple manner."

"Same here. The version installed is Zurich"

"What an amazing, interesting and useful course. Thank you, Maarten Lambrechts."

"Excellent Martin - learnt a lot - you explain very well. Thank you"

"Great beginning!"

"Hi Vincent. I tried searching for flourish.studio/newsroom but it says the page doesn't exist. Any advice on how to..."

"The biggest problem is, especially in developing countries, that the huge part of civil society is not developed..."

"Hi Winny, I have tried to perform web scraping on two different websites but not successful. The error is "list..."

"Thank you for sharing the list of investigation tools! This is fantastic. As a Canadian living in Montreal, I'm a..."

"Predictive analytics has grown in popularity in the healthcare and medical research communities but perhaps nothing..."

"Dear Erik, thank you for your detailed article, authentic voice, understandable. I am Magda from Greece and i have a..."

"Realizing that Reality is not what we make of it, the job for all human adults is to strive to make things clear..."

"Great Insights about data scraping! They're very helpful. Here is a blog I would love to..."

"Hi, similar data is found here: https://data.world/datamil/world-war-ii-thor-data. It holds bombings of the entire world"

"Thank you Vincent for this course."

"I watched this course video on VIMEO instead of on-site - will this be ok as course participation? Also, is it..."

"For whoever interested on learning about Chartbuilder please note that Quartz is no longer developing or supporting..."

"Thank you for bringing this to our attention Tiberio. The resources are updated."

"Hi Sir ..i m very very Excited"

"I am Wajahat Ullah from Pakistan. I am student of journalism and Mass communication at AWKUM."

"You make essential points for writers coming to data journalism. (Also, you provide analytic specialist with..."

"I've gained so much insight as a data-journalism enthusiast after reading this article. I'm really looking forward..."

"What a great infographic! I am amazed. I have never saw an infographic, which is colourful and informative about the..."

"For a social bookmarking site, I'd suggest https://tagpacker.com Before delicious.com was retired and became a..."

"Everyblock seems to be run down by new owner Nextdoor"

"What about the countries of the conflicts wars internal like Libya?"

"Thank you Mr. Rogers. I learnt a lot of things. It help me the fact you add a lot of examples and everything is..."

"hier steht gar nicht, wer den Artikel geschrieben hat, er war es: http://www.nickdiakopoulos.com/publications/"

"Thank you for this article - it made me inspired. I'm a synesthete (seeing colours and shapes of touch, music,..."

"Fantastic Newsletter issue. Thanks for providing all this for free."

"Hi there, I'm having trouble deleting columns. This error message keeps popping up: FutureWarning: In a future..."

"Thank you, Winny! I've started to get the basics of Python, Jupyter Notebook. Such a good feeling! I've always..."

"Hello, command 'create' is not working on my macbook plz help"

"Hi everyone. My name is Greg Hall and I'm a Newcastle-based journalist here on the eastern seaboard of Australia...."

"Hi, I'm glad that I can sill join in 2021 :)"

"I am finding it hard to have the data displayed on my QGIS. Can't say if it is the version. If i click on the data,..."

"There is a lot we can do with excel."

"Tks Winny!!"

"Hi Winny, I have tried to perform web scraping on two different websites but not successful. The error is "list..."

"Amazing course! Thank you, Maarten!"

"Excellent Martin - learnt a lot - you explain very well. Thank you"

"This is so awesome! Really great professor. He explains everything in very simple manner."

"Thank you Mr. Rogers. I learnt a lot of things. It help me the fact you add a lot of examples and everything is..."

"love it! it's simple, helpful and exciting!"

"So grateful for this course. Thanks again!!!"

"I watched this course video on VIMEO instead of on-site - will this be ok as course participation? Also, is it..."

"Thank you Vincent for this course."

"Fascinating and customizable to different contexts."

"Thank you for this article - it made me inspired. I'm a synesthete (seeing colours and shapes of touch, music,..."

"I've gained so much insight as a data-journalism enthusiast after reading this article. I'm really looking forward..."

"Thank you for bringing this to our attention Tiberio. The resources are updated."

"Hi, similar data is found here: https://data.world/datamil/world-war-ii-thor-data. It holds bombings of the entire world"

"The biggest problem is, especially in developing countries, that the huge part of civil society is not developed..."

"Fantastic Newsletter issue. Thanks for providing all this for free."

"Same here. The version installed is Zurich"

"Thank you very much. What I love the most from this course is the way Stijn Debrouwere thinks about Analytics and..."

"Thanks for the guidance"

"Great beginning!"

"I cannot download the excel file!"

"Geosocialfootprint,com isn't working properly. Are there any substitutes ?"

"hier steht gar nicht, wer den Artikel geschrieben hat, er war es: http://www.nickdiakopoulos.com/publications/"

"This topic is also covered a lot in radio shows on https://emisorasderadioonline.es/"

"What about the countries of the conflicts wars internal like Libya?"

"Everyblock seems to be run down by new owner Nextdoor"

"For a social bookmarking site, I'd suggest https://tagpacker.com Before delicious.com was retired and became a..."

"What a great infographic! I am amazed. I have never saw an infographic, which is colourful and informative about the..."

"Thanks that was a good inside look"

"You make essential points for writers coming to data journalism. (Also, you provide analytic specialist with..."

"I am Wajahat Ullah from Pakistan. I am student of journalism and Mass communication at AWKUM."

"Hi Sir ..i m very very Excited"

"For whoever interested on learning about Chartbuilder please note that Quartz is no longer developing or supporting..."

"Hi Vincent. I tried searching for flourish.studio/newsroom but it says the page doesn't exist. Any advice on how to..."

"I believe that Marksta and Tagg.ly are also outdated. Are there any alternatives?"

"What an amazing, interesting and useful course. Thank you, Maarten Lambrechts."

"In these chart-builder videos some common data presentation mistakes are made. for example the scatter plot in this..."

"Great Insights about data scraping! They're very helpful. Here is a blog I would love to..."

"Realizing that Reality is not what we make of it, the job for all human adults is to strive to make things clear..."

"I like instad.io It is a free online restyler that converts a chart (Excel/Google Sheets) or, for example, a..."

"Predictive analytics has grown in popularity in the healthcare and medical research communities but perhaps nothing..."

"Thank you for sharing the list of investigation tools! This is fantastic. As a Canadian living in Montreal, I'm a..."

"It was a nice presentation. Got a picture of managing a data journalism project in a nutshell"

"Great, this is very insightful and eye opener. Excellent presentations, Thanks Mr. Rogers."

"Dear Erik, thank you for your detailed article, authentic voice, understandable. I am Magda from Greece and i have a..."

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Over 27 hours of quality free video courses to watch and follow

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