Al Jazeera Journalism Review

Outside image

How to produce data-based stories

Follow our four steps to successful data journalism - from the story idea through to publication. Part two of our special series

 

Through our own experience, the best data-driven stories start their lives as a series of questions. For example - “How many people are affected by ...”, “Where are the most cases of …..” or “Is this a pattern?” 

By focusing on first asking questions and then looking for data to find answers, your story is more likely to have a real impact on people and make them care. 

 

data 2

 

STEP 1: Storyboarding 

The main ingredient to a successful data story is creativity. Data by itself is not a story. It requires you to think creatively about what’s relevant to your audience and what is not. On the flip side, a great story idea without data is also not a data-driven story. 

Often, finding the right balance between what story you want to tell vs. what data you have requires some trial and error. 

A mistake a lot of inexperienced data journalists make is thinking that they need to analyse big datasets to tell a story. A better approach is to start off with smaller datasets and develop them over time. This will help develop data-fluency and ensure more effort is placed on extracting the story’s meaning. 
 

Read more:

Part 1: What is data journalism?

 

What makes a good data-driven story? 

1. Contextual and explainer stories 

As we’ve mentioned several times already, data-driven stories should focus on telling a story. To attract larger audiences, these stories should be newsworthy and topical. The most desirable stories weave data within the fabric of the story to enhance the understanding and provide context to a topic or issue. 

2. Dense or complex stories 

Stories shrouded in numerical complexity are great candidates for data journalists to tackle. With the right analysis and interpretation, data journalists can transform a complicated story into something that is manageable and easy to digest for readers. 

3. Exploratory or interactive stories 

Interactive stories can help personalise or reignite interest in an ongoing topic. These types of stories involve readers by allowing them to search or filter through a dataset. While giving readers access to raw data can sometimes be helpful, you should always strive to deliver this data within a story narrative. 

4. Investigative stories 

Many investigative journalism projects involve analysing a large collection of documents or datasets to understand why and how something has happened. Data journalists can play a key role in extracting and analysing this information in order to inform the public.

Remember: Not every story has to find a hidden meaning in the data, sometimes you can just use data to enrich the understanding or experience of your story.

 

STEP 2: Get your data 

Sourcing good data is often cited as the biggest challenge data journalists in the Arab world face today. While this problem is not unique to Arab journalists, it does create an additional barrier to adopting data-driven reporting within newsrooms.

This flowchart gives you some tips on how to find the right data for your story. 

 

data 2

 

STEP 3: Clean and analyse your data 

Once you have your data you can begin the process of cleaning and analysing it. Cleaning data starts with converting it into a format that you can make sense of, for example, extracting tables from a pdf document into a spreadsheet1 . The next step is to check for incorrect, missing or duplicate values.

Spending additional time thoroughly cleaning a dataset can significantly reduce the chance of drawing the wrong conclusions during your analysis.

1. Get to know your data - very well 

Analysis involves deriving meaning from your data. To do this, you should ask your data a series of questions such as: What real-world observation is my data measuring? Does it accurately represent my target population? What are the biggest, smallest and average values?

2. Ask critical questions 

The quality of a data journalist can be measured by his or her ability to ask a dataset critical questions. Good analysis stems from knowing the subject matter very well and cross-referencing what you expect to happen with what your data is telling you.

 

STEP 4: Deliver your story 

The final step in the process is to deliver your story. Remember not all data-driven projects need to be visual. Choosing your delivery mechanism will depend on what type of data you’d like to present and what skill-sets you have available in your team.

There are a multitude of different ways to present a data story. Here are just a few:

 

data 2

 

More Articles

What Explains the Indian Media’s Silence on Muslim Lynchings?

A review of why the Indian media is biased in its coverage of cow vigilantes' lynchings, highlighting how the killing of a Hindu boy by such vigilantes sparked widespread outrage, while the lynching of a Muslim man over similar allegations was largely ignored, reflecting deeper anti-Muslim bias under the ruling BJP government.

Saif Khaled
Saif Khalid Published on: 11 Nov, 2024
Corporate Dominance and the Erosion of Editorial Independence in Indian Media

Corporate influence in Indian media has led to widespread editorial suppression, with media owners prioritising political appeasement over journalistic integrity, resulting in a significant erosion of press freedom and diversity in news reporting.

headshot
AJR Correspondent Published on: 3 Nov, 2024
MSNBC Deletes Interview with Journalist Criticising Western Media’s Bias Towards Israeli Narrative

MSNBC deleted an interview with journalist Jeremy Scahill after he criticised American media’s biased portrayal of Israeli actions in Gaza, condemning the framing of civilian casualties as "self-defence." Scahill argued that any discussion of Gaza’s leaders must address the broader context of occupation and longstanding injustices faced by Palestinians.

A picture of the Al Jazeera Media Institute's logo, on a white background.
Al Jazeera Journalism Review Published on: 27 Oct, 2024
Monitoring of Journalistic Malpractices in Gaza Coverage

On this page, the editorial team of the Al Jazeera Journalism Review will collect news published by media institutions about the current war on Gaza that involves disinformation, bias, or professional journalistic standards and its code of ethics.

A picture of the Al Jazeera Media Institute's logo, on a white background.
Al Jazeera Journalism Review Published on: 23 Oct, 2024
Voting in a Time of Genocide

The upcoming U.S. presidential election occurs against the backdrop of the ongoing genocide in Gaza, with AJ Plus prioritising marginalised voices and critically analysing Western mainstream media narratives while highlighting the undemocratic aspects of the U.S. electoral system.

Tony Karon Published on: 22 Oct, 2024
A Half-Truth is a Full Lie

Misinformation is rampant in modern conflicts, worsened by the internet and social media, where false news spreads easily. While news agencies aim to provide unbiased, fact-based reporting, their focus on brevity and hard facts often lacks the necessary context, leaving the public vulnerable to manipulation and unable to fully grasp the complexities of these issues.

Ilya
Ilya U Topper Published on: 30 Sep, 2024
How to Bring more Balance to Western Media Coverage of Israel and Palestine

How can journalists accurately cover Palestine without becoming unbalanced or biased? Here are some concrete tools and techniques for reporters to keep in mind.

A picture of the author, Megan O'Toole
Megan O'Toole Published on: 16 Sep, 2024
Anonymous Sources in the New York Times... Covering the War with One Eye

The use of anonymous sources in journalism is considered, within professional and ethical standards, a “last option” for journalists. However, analysis of New York Times data reveals a persistent pattern in the use of “anonymity” to support specific narratives, especially Israeli narratives.

Mohammad Zeidan
Mohammad Zeidan Published on: 8 Sep, 2024
Monitoring of Journalistic Malpractices in Gaza Coverage

On this page, the editorial team of the Al Jazeera Journalism Review will collect news published by media institutions about the current war on Gaza that involves disinformation, bias, or professional journalistic standards and its code of ethics.

A picture of the Al Jazeera Media Institute's logo, on a white background.
Al Jazeera Journalism Review Published on: 5 Sep, 2024
Bangladesh: Why Were Foreign Correspondents Absent?

In the recent political upheaval in Bangladesh, many foreign journalists were reporting from nearby regions like New Delhi. In this absence, local journalists played an important role in conveying firsthand accounts of the events that unfolded to the world.

Anam Hussain
Anam Hussain Published on: 26 Aug, 2024
Analysis: Media Disinformation and UK Far-Right Riots

Analysis on the impact of media disinformation on public opinion, particularly during UK riots incited by far-right groups. A look at how sensationalist media can directly influence audience behavior, as per the Hypodermic Needle Theory, leading to normalized discrimination and violence. The need for responsible journalism is emphasized to prevent such harmful effects.

Anam Hussain
Anam Hussain Published on: 8 Aug, 2024
Challenges for Female Journalists in Crisis Zones of Cameroon

Testimonies of what female journalists in Cameroon are facing and how they are challenging these difficulties.

Akem
Akem Nkwain Published on: 30 Jul, 2024
From TV Screens to YouTube: The Rise of Exiled Journalists in Pakistan

Pakistani journalists are leveraging YouTube to overcome censorship, connecting with global audiences, and redefining independent reporting in their homeland.

Anam Hussain
Anam Hussain Published on: 28 Jul, 2024
Press Freedom in Multiple EU Countries on the "Verge of Collapse" Reports Show

The European Civil Liberties Union's Media Freedom 2024 report highlights a decline in press freedom and media pluralism in several EU countries, with calls for comprehensive reforms. The report also points out biases in Western media coverage of the Israeli offensive in Gaza, including restrictions on certain terms and unbalanced reporting. It raises concerns about diminishing media pluralism, journalist prosecution and surveillance, and declining public trust in the media.

A picture of the Al Jazeera Media Institute's logo, on a white background.
Al Jazeera Journalism Review Published on: 13 May, 2024
Amid Increasing Pressure, Journalists in India Practice More Self-Censorship

In a country where nearly 970 million people are participating in a crucial general election, the state of journalism in India is under scrutiny. Journalists face harassment, self-censorship, and attacks, especially under the current Modi-led government. Mainstream media also practices self-censorship to avoid repercussions. The future of journalism in India appears uncertain, but hope lies in the resilience of independent media outlets.

Hanan Zaffa
Hanan Zaffar, Jyoti Thakur Published on: 25 Apr, 2024
Journalism in chains in Cameroon

Investigative journalists in Cameroon sometimes use treacherous means to navigate the numerous challenges that hamper the practice of their profession: the absence of the Freedom of Information Act, the criminalisation of press offenses, and the scare of the overly-broad anti-terrorism law.

Nalova Akua
Nalova Akua Published on: 12 Apr, 2024
The Perils of Journalism and the Rise of Citizen Media in Southeast Asia

Southeast Asia's media landscape is grim, with low rankings for internet and press freedom across the region. While citizen journalism has risen to fill the gaps, journalists - both professional and citizen - face significant risks due to government crackdowns and the collusion between tech companies and authorities to enable censorship and surveillance.

AJR Contributor Published on: 6 Apr, 2024
Silenced Voices: The Battle for Free Expression Amid India’s Farmer’s Protest

The Indian government's use of legal mechanisms to suppress dissenting voices and news reports raises questions about transparency and freedom of expression. The challenges faced by independent media in India indicate a broader narrative of controlling the narrative and stifling dissenting voices.

Suvrat Arora
Suvrat Arora Published on: 17 Mar, 2024
Targeting Truth: Assault on Female Journalists in Gaza

For female journalists in Palestine, celebrating international women's rights this year must take a backseat, as they continue facing the harsh realities of conflict. March 8th will carry little celebration for them, as they grapple with the severe risks of violence, mass displacement, and the vulnerability of abandonment amidst an ongoing humanitarian crisis. Their focus remains on bearing witness to human suffering and sharing stories of resilience from the frontlines, despite the personal dangers involved in their work.

Fatima Bashir
Fatima Bashir Published on: 14 Mar, 2024
A Woman's Journey Reporting on Pakistan's Thrilling Cholistan Desert Jeep Rally

A Woman's Voice in the Desert: Navigating the Spotlight

Anam Hussain
Anam Hussain Published on: 8 Mar, 2024
Breaking Barriers: The Rise of Citizen Journalists in India's Fight for Media Inclusion

Grassroots journalists from marginalized communities in India, including Dalits and Muslims, are challenging mainstream media narratives and bringing attention to underreported issues through digital outlets like The Mooknayak.

Hanan Zaffa
Hanan Zaffar, Jyoti Thakur Published on: 3 Mar, 2024
Silenced Voices and Digital Resilience: The Case of Quds Network

Unrecognized journalists in conflict zones face serious risks to their safety and lack of support. The Quds Network, a Palestinian media outlet, has been targeted and censored, but they continue to report on the ground in Gaza. Recognition and support for independent journalists are crucial.

Yousef Abu Watfe يوسف أبو وطفة
Yousef Abu Watfeh Published on: 21 Feb, 2024
Artificial Intelligence's Potentials and Challenges in the African Media Landscape

How has the proliferation of Artificial Intelligence impacted newsroom operations, job security and regulation in the African media landscape? And how are journalists in Africa adapting to these changes?

Derick Matsengarwodzi
Derick Matsengarwodzi Published on: 18 Feb, 2024
Media Blackout on Imran Khan and PTI: Analysing Pakistan's Election Press Restrictions

Implications and response to media censorship and the deliberate absence of coverage for the popular former Prime Minister, Imran Khan, and his party, Pakistan Tehreek-e-Insaf (PTI), in the media during the 2024 elections in Pakistan.

Anam Hussain
Anam Hussain Published on: 14 Feb, 2024