Network analysis enters the journalism toolbox

“Social media companies have never been much help when it comes to helping their users understand how content flows on their platforms. That makes it simultaneously more difficult and more important for journalists to cover it.”

If more journalists had been proficient in digital network analysis, coverage of the internet over the last ten — and especially the last four — years might have looked very different. The digitization of information continues to change society in massive ways, but investigating how information moves online is still only a miniscule niche within journalism.

Despite (or perhaps due to) a lack of understanding, online phenomena perceived as “popular” or “viral” are given immense media coverage, with less scrutiny. We know that trusted news outlets are being targeted as an inroad into the public sphere, as a way to influence and manipulate; that we don’t do more to defend against it remains a cosmic paradox in journalism.

One solution is doing more network analysis. Today, that’s too often left to scientists or researchers. Occasionally, their findings are covered by the media. But that process often takes time and happens long after the phenomenon being investigated.

In an online information environment where disinformation runs rampant, journalists need the ability to understand how information flows online and how to locate its sources. As more journalists realize the significance of understanding network analysis, it will make its way into the general journalistic toolbox.

Journalists able to do network analysis will give their audiences a vastly improved understanding of how information travels online and who’s really hidden behind user accounts and messaging networks. Social media companies have never been much help when it comes to helping their users understand how content flows on their platforms. That makes it simultaneously more difficult and more important for journalists to cover it.

While it’s a stretch to call network analysis easy, it’s clearly possible to identify coordinated and hidden activity on various social networks. You could obtain useful data via web scraping, APIs, or custom tools like NodeXL and DMI-TCAT.

By using one of these methods, you’ll be able to trace patterns and activity not visible through ordinary use of the platforms. This could be data about words or topics, user accounts and their behavior — like who they follow, who their followers follow, and what messages they broadcast and amplify.

More journalists will be inspired to learn about network analysis, presenting their findings to readers through software like Gephi. They’ll also realize that understanding the network is as crucial as understanding the story they’re reporting on. Just the ability to identify the first time a post or account appeared online can be extremely relevant for any journalist relying on digital sources.

In 2021, things like the amazing network visualizations from Erin Gallagher, comprehensive guides from Benjamin Strick, and collections of great practical examples from Paul Bradshaw will contribute to much better journalism about the internet and its role in shaping our world.

Ståle Grut is a journalist at the Norwegian Broadcasting Corporation’s NRKbeta.

If more journalists had been proficient in digital network analysis, coverage of the internet over the last ten — and especially the last four — years might have looked very different. The digitization of information continues to change society in massive ways, but investigating how information moves online is still only a miniscule niche within journalism.

Despite (or perhaps due to) a lack of understanding, online phenomena perceived as “popular” or “viral” are given immense media coverage, with less scrutiny. We know that trusted news outlets are being targeted as an inroad into the public sphere, as a way to influence and manipulate; that we don’t do more to defend against it remains a cosmic paradox in journalism.

One solution is doing more network analysis. Today, that’s too often left to scientists or researchers. Occasionally, their findings are covered by the media. But that process often takes time and happens long after the phenomenon being investigated.

In an online information environment where disinformation runs rampant, journalists need the ability to understand how information flows online and how to locate its sources. As more journalists realize the significance of understanding network analysis, it will make its way into the general journalistic toolbox.

Journalists able to do network analysis will give their audiences a vastly improved understanding of how information travels online and who’s really hidden behind user accounts and messaging networks. Social media companies have never been much help when it comes to helping their users understand how content flows on their platforms. That makes it simultaneously more difficult and more important for journalists to cover it.

While it’s a stretch to call network analysis easy, it’s clearly possible to identify coordinated and hidden activity on various social networks. You could obtain useful data via web scraping, APIs, or custom tools like NodeXL and DMI-TCAT.

By using one of these methods, you’ll be able to trace patterns and activity not visible through ordinary use of the platforms. This could be data about words or topics, user accounts and their behavior — like who they follow, who their followers follow, and what messages they broadcast and amplify.

More journalists will be inspired to learn about network analysis, presenting their findings to readers through software like Gephi. They’ll also realize that understanding the network is as crucial as understanding the story they’re reporting on. Just the ability to identify the first time a post or account appeared online can be extremely relevant for any journalist relying on digital sources.

In 2021, things like the amazing network visualizations from Erin Gallagher, comprehensive guides from Benjamin Strick, and collections of great practical examples from Paul Bradshaw will contribute to much better journalism about the internet and its role in shaping our world.

Ståle Grut is a journalist at the Norwegian Broadcasting Corporation’s NRKbeta.

Samantha Ragland   The year of journalists taking initiative

Cory Haik   Be essential

John Saroff   Covid sparks the growth of independent local news sites

Cory Bergman   The year after a thousand earthquakes

Nikki Usher   Don’t expect an antitrust dividend for the media

Masuma Ahuja   We’ll remember how interconnected our world is

Rishad Patel   From direct-to-consumer to direct-to-believers

Sue Cross   A global consensus around the kind of news we need to save

Jonas Kaiser   Toward a wehrhafte journalism

Ryan Kellett   The bundle gets bundled

David Skok   A pandemic-prompted wave of consolidation

Tonya Mosley   True equity means ownership

Chicas Poderosas   More voices mean better information

Steve Henn   Has independent podcasting peaked?

Garance Franke-Ruta   Rebundling content, rebuilding connections

Alicia Bell and Simon Galperin   Media reparations now

Charo Henríquez   A new path to leadership

Eric Nuzum   Podcasting dodged a bullet in 2020, but 2021 will be harder

Parker Molloy   The press will risk elevating a Shadow President Trump

Amara Aguilar   Journalism schools emphasize listening

Catalina Albeanu   Publish less, listen more

Gabe Schneider   Another year of empty promises on diversity

Bo Hee Kim   Newsrooms create an intentional and collaborative culture

Don Day   Business first, journalism second

Whitney Phillips   Facts are an insufficient response to falsehoods

Natalie Meade   Journalism enters rehab

José Zamora   Walking the talk on diversity

Julia Angwin   Show your (computational) work

Brandy Zadrozny   Misinformation fatigue sets in

Joni Deutsch   Local arts and music make journalism more joyous

Annie Rudd   Newsrooms grow less comfortable with the “view from above”

Pablo Boczkowski   Audiences have revolted. Will newsrooms adapt?

Jean Friedman-Rudovsky and Cassie Haynes   A shift from conversation to action

Joanne McNeil   Newsrooms push back against Ivy League cronyism

A.J. Bauer   The year of MAGAcal thinking

Jody Brannon   People won’t renew

Imaeyen Ibanga   Journalism gets unmasked

J. Siguru Wahutu   Journalists still wrongly think the U.S. is different

Tanya Cordrey   Declining trust forces publishers to claim (or disclaim) values

Matt DeRienzo   Citizen truth brigades steer us back toward reality

Jennifer Brandel   A sneak peak at power mapping, 2073’s top innovation

Hadjar Benmiloud   Get representative, or die trying

Tamar Charney   Public radio has a midlife crisis

Meredith D. Clark   The year journalism starts paying reparations

Mariano Blejman   It’s time to challenge autocompleted journalism

Juleyka Lantigua   The download, podcasting’s metric king, gets dethroned

Alfred Hermida and Oscar Westlund   The virus ups data journalism’s game

Jacqué Palmer   The rise of the plain-text email newsletter

Cindy Royal   J-school grads maintain their optimism and adaptability

Nico Gendron   Ask your readers to help build your products

Robert Hernandez   Data and shame

Jessica Clark   News becomes plural

Pia Frey   Building growth through tastemakers and their communities

Sara M. Watson   Return of the RSS reader

Cherian George   Enter the lamb warriors

Stefanie Murray and Anthony Advincula   Expect to see more translations and non-English content

Mike Caulfield   2021’s misinformation will look a lot like 2020’s (and 2019’s, and…)

Logan Jaffe   History as a reporting tool

Anthony Nadler   Journalism struggles to find a new model of legitimacy

Nabiha Syed   Newsrooms quit their toxic relationships

Rasmus Kleis Nielsen   Stop pretending publishers are a united front

Nisha Chittal   The year we stop pivoting

Rick Berke   Virtual events are here to stay

Sarah Stonbely   Videoconferencing brings more geographic diversity

Linda Solomon Wood   Canada steps up for journalism

Jeremy Gilbert   Human-centered journalism

Francesco Zaffarano   The year we ask the audience what it needs

Ben Collins   We need to learn how to talk to (and about) accidental conspiracists

Doris Truong   Indigenous issues get long-overdue mainstream coverage

Mark Stenberg   The rise of the journalist-influencer

Ariel Zirulnick   Local newsrooms question their paywalls

Michael W. Wagner   Fractured democracy, fractured journalism

Celeste Headlee   The rise of radical newsroom transparency

Ben Werdmuller   The web blooms again

Heidi Tworek   A year of news mocktails

Gordon Crovitz   Common law will finally apply to the Internet

Rodney Gibbs   Zooming beyond talking heads

Matt Skibinski   Misinformation won’t stop unless we stop it

Benjamin Toff   Beltway reporting gets normal again, for better and for worse

Danielle C. Belton   A decimated media rededicates itself to truth

Chase Davis   The year we look beyond The Story

Sarah Marshall   The year audiences need extra cheer

Colleen Shalby   The definition of good journalism shifts

Marcus Mabry   News orgs adapt to a post-Trump world (with Trump still in it)

Ernie Smith   Entrepreneurship on rails

Gonzalo del Peon   Collaborations expand from newsrooms to the business side

María Sánchez Díez   Traffic will plummet — and it’ll be ok

Renée Kaplan   Falling in love with your subscription

Sumi Aggarwal   News literacy programs aren’t child’s play

Aaron Foley   Diversity gains haven’t shown up in local news

John Garrett   A surprisingly good year

Tauhid Chappell and Mike Rispoli   Defund the crime beat

Jer Thorp   Fewer pixels, more cardboard

Mike Ananny   Toward better tech journalism

John Davidow   Reflect and repent

Burt Herman   Journalists build post-Facebook digital communities

Taylor Lorenz   Journalists will learn influencing isn’t easy

Bill Adair   The future of fact-checking is all about structured data

Mark S. Luckie   Newsrooms and streaming services get cozy

Tim Carmody   Spotify will make big waves in video

Jim Friedlich   A newspaper renaissance reached by stopping the presses

Mandy Jenkins   You build trust by helping your readers

Megan McCarthy   Readers embrace a low-information diet

Sonali Prasad   Making disaster journalism that cuts through the noise

Julia B. Chan and Kim Bui   Millennials are ready to run things

Ray Soto   The news gets spatial

Rachel Schallom   The rise of nonprofit journalism continues

Ariane Bernard   Going solo is still only a path for the few

Janet Haven and Sam Hinds   Is this an AI newsroom?

Errin Haines   Let’s normalize women’s leadership

Jennifer Choi   What have we done for you lately?

Nonny de la Pena   News reaches the third dimension

John Ketchum   More journalists of color become newsroom founders

Shaydanay Urbani and Nancy Watzman   Local collaboration is key to slowing misinformation

Sam Ford   We’ll find better ways to archive our work

Marissa Evans   Putting community trauma into context

Alyssa Zeisler   Holistic medicine for journalism

Nicholas Jackson   Blogging is back, but better

Rachel Glickhouse   Journalists will be kinder to each other — and to themselves

Delia Cai   Subscriptions start working for the middle

Kerri Hoffman   Protecting podcasting’s open ecosystem

David Chavern   Local video finally gets momentum

Anna Nirmala   Local news orgs grasp the urgency of community roots

Jesse Holcomb   Genre erosion in nonprofit journalism

Raney Aronson-Rath   To get past information divides, we need to understand them first

Basile Simon   Graphics, unite

Zizi Papacharissi   The year we rebuild the infrastructure of truth

Francesca Tripodi   Don’t expect breaking up Google and Facebook to solve our information woes

Marie Shanahan   Journalism schools stop perpetuating the status quo

Kate Myers   My son will join every Zoom call in our industry

Moreno Cruz Osório   In Brazil, a push for pluralism

Victor Pickard   The commercial era for local journalism is over

Hossein Derakhshan   Mass personalization of truth

Ashton Lattimore   Remote work helps level the playing field in an insular industry

Christoph Mergerson   Black Americans will demand more from journalism

Andrew Ramsammy   Stop being polite and start getting real

Tshepo Tshabalala   Go niche

Richard Tofel   Less on politics, more on how government works (or doesn’t)

Brian Moritz   The year sports journalism changes for good

Talmon Joseph Smith   The media rejects deficit hawkery

Zainab Khan   From understanding to feeling

C.W. Anderson   Journalism changed under Trump — will it keep changing under Biden?

Candis Callison   Calling it a crisis isn’t enough (if it ever was)

Edward Roussel   Tech companies get aggressive in local

Laura E. Davis   The focus turns to newsroom leaders for lasting change

AX Mina   2020 isn’t a black swan — it’s a yellow canary

Kevin D. Grant   Parachute journalism goes away for good

Andrew Donohue   The rise of the democracy beat

Joshua P. Darr   Legislatures will tackle the local news crisis

Loretta Chao   Open up the profession

Ståle Grut   Network analysis enters the journalism toolbox

Kristen Muller   Engaged journalism scales

Kawandeep Virdee   Goodbye, doomscroll

M. Scott Havens   Traditional pay TV will embrace the disruption

Astead W. Herndon   The Trump-sized window of the media caring about race closes again

Patrick Butler   Covid-19 reporting has prepared us for cross-border collaboration

Beena Raghavendran   Journalism gets fused with art