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What Does a Data Journalist Do?

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What Does a Data Journalist Do?

Data journalism might not seem like an obvious coding job, but if you have data science skills and a passion for storytelling it could be the perfect niche. News organizations and media outlets are looking for people who can look past raw numbers to find a compelling story and visualize it.  

We spoke to Will Coulman, who at the time of writing was a Data Journalist at the business and tech news outlet Sherwood Media, to learn more about what Data Journalism is and what type of skills you need to get a foot in the door. 

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What does a Data Journalist do? 

Simply put, Data Journalists “try to visualize the news,” Will says. A big part of being a Data Journalist is presenting dense, structured information on topics (think inflation, finances, and politics) in an approachable, engaging way. Visualizing data through charts, graphs, animations, or diagrams makes it easier for news audiences to conceptualize the information. Plus, visuals often make the findings more interesting and accessible than raw numbers alone. 

For example, Will’s team might use Sankey diagrams to report on a company’s annual revenue and profit margin, showing how a company’s revenue comes in one side and then the profit and cost come out the other side. Take a look at the diagram in Will’s recent story that came out of an EA Games earning call. “It’s a simple chart but it captures the whole business in one image,” he says. 

Reading and exploring examples of data journalism is a great way to wrap your head around the field. In addition to Sherwood, you can check out 538 for political data journalism, or this digest of outstanding examples from around the web. While being a strong writer is obviously key (this is a journalism role after all), the story is built on the data, so having a strong foundation in data analysis is vital too.  

What does a typical workday look like for a Data Journalist? 

At the beginning of a project, Will’s team will collaborate to develop a story idea. They’re looking for a few key things: the idea must be topical, interesting, and have relevant data to support it. “We will pick a topic like OpenAI’s revenue or US inflation, grab the raw data, and then really mess around with it and have fun,” says Will. That could mean using pivot tables to slice the data multiple ways to see if interesting patterns or outliers emerge. Understanding the data, assessing its quality and limitations, and identifying trends are crucial first steps. Data Journalists simultaneously have to determine what newsworthy story lies within the data.  

Once a Data Journalist decides on a good angle for their story and gets the go-ahead from their editor, they might do further analysis, with some data journalists using SQL, Python, or Jupyter Notebooks. After analyzing the data, they create a chart to visualize the key data. “We try to keep it simplistic as well — we won’t want to overwhelm readers with too much information in the chart,” says Will.  

From there, they usually write a brief story (250-300 words) to accompany the data visualizations. That might mean conducting further research or at some organizations, conducting interviews to round out the story, which provides more context for readers and gives the piece credibility. Depending on the news outlet or scope of the story, a Data Journalist might partner with another reporter who handles the bulk of the writing process.  

There’s a fairly even split between data analysis and writing, “but it really depends on how complicated the data is,” Will says. There can be a lot of trial and error as you try different styles of data visualization to best tell the story. “By the time you start writing the accompanying words, you already have an idea of the flow of the story and aren’t likely to go back and start over like you might at the data visualization stage,” he says.  

Do you need to be able to code to be a Data Journalist? 

You definitely need technical skills to be a Data Journalist, but there’s plenty of great data journalism that can be done with good old spreadsheets. “We use Excel for most of our work,” says Will. “It does the job — there’s a reason why Excel is still a huge business for Microsoft.” Spreadsheets are extremely powerful software that you can use to sort and analyze data without coding yourself.  

Like lots of technical roles, learning on-the-job is common in data journalism. In some organizations, you might be working with data stored in a SQL database, in which case some knowledge of SQL will be required (and there are also benefits to learning SQL even if your role doesn’t technically require it).  

Python can be handy when it comes to doing more advanced data analysis and manipulation. Python’s beginner-friendly data science libraries and tools like Pandas, NumPy, Jupyter Notebooks, and BeautifulSoup make it easy to scrape data from websites and start analyzing it. You can also build charts with Python, Seaborn, and Matplotlib — our beginner-friendly path Visualize Data with Python will walk you through all the coding you need to know to start making data visualizations.  

What other skills and qualities are important for data journalists? 

Patience 

Combing through data to look for trends can be painstaking work requiring a lot of attention to detail. You must be willing to dig deeper than the surface level to understand any potential faults or inconsistencies. Working with data can mean going down a rabbit hole only to realize there isn’t a compelling story to tell. “Oftentimes we spend hours on something and just end up chucking it out,” Will says, so patience is necessary to avoid getting frustrated. 

Collaboration 

Storytelling through data is a creative pursuit involving a lot of collaboration. Every article begins with a group brainstorm to develop the idea. “It’s always good to bounce ideas off of people,” says Will. “You need feedback to understand, ‘I see something this way, but does everyone else see it that way?’” Journalists frequently interview several people for a story to include diverse perspectives, so you need strong interpersonal skills to conduct those conversations.   

A growth mindset 

Learning on the job and staying up to date on new tools, techniques, and developments comes with the role, says Will. “I might be trying to analyze some data and struggling to wrap my head around it, so I’ll have to figure out how to do it in the right way while I’m working on the project.” Having a growth mindset and being endlessly curious can help you approach challenging tasks and keep building your skills. 

How to get started in data journalism 

There are a couple obvious ways into data journalism: adding data analysis skills to a background in journalism (we have a host of courses to round out your data skills), or building on a data science background by sharpening your writing and communication skills.  

Whether you’re new or changing careers, many skills can transfer to data journalism, even without a tech or journalism background. Will has a Masters in Behavioral Economics, but got his foot in the door by applying to a small startup publishing a data storytelling newsletter. He’s since moved into an in-house data role on the editorial team at Knight Frank. His advice is to play around and produce your own content first. 

“If you can find an opportunity, maybe at a small company, you don’t need an obvious background match, just a passion,” says Will. Learning to create charts and sharing them on social media will help you get feedback and learn how to improve while building your reputation. Even if you don’t build a large following, you will have a portfolio that you can share when applying for data journalism jobs.  

Ready to try your hand at your own charts and diagrams? We have Data Science courses to build out your data analysis skills, including how to do data visualization with Python

Weekly Student News Quiz: N.B.A. First, Formal Apology, Election

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Weekly Student News Quiz: N.B.A. First, Formal Apology, Election

A major surge in fighting in Sudan has taken a searing toll on civilians, killing hundreds of people in aerial bombings and revenge attacks in the past week, as Africa’s largest war shifts into a higher gear after the end of seasonal rains.

Which country on the map above is Sudan?

Drive Retention and Results: The Impact of Training Your Workforce

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Drive Retention and Results: The Impact of Training Your Workforce

In today’s fast-paced business environment, the importance of employee training cannot be overstated. Yet, many organisations overlook this critical aspect of their growth.

Although it requires a significant investment of your organisation’s resources – such as staff time, energy, and budget – you simply can’t afford to skip employee training. Failing to invest in this can have serious negative consequences for your business.

A frequently asked question is, “What if we train them and they leave? What if we don’t and they stay?” This dilemma makes it clear why developing your workforce in today’s competitive market is essential.

The Cost of Inaction

1. Reduced Productivity

Inadequately trained employees may need support performing their tasks efficiently, resulting in errors, delays, and decreased productivity. This inefficiency can affect the overall business performance and profitability of your organisation.

2. Reduced Job Satisfaction

When they feel they lack opportunities for growth and development, your employees may feel undervalued and unmotivated. This unhappy state of affairs can lead to lower job satisfaction and higher absenteeism.

3. Employee Retention

Without proper training, employees may feel stagnant and experience low morale, which can result in higher turnover rates. A genuine lack of growth opportunities can lead talented individuals to seek employment elsewhere. Your employees are also more likely to leave if they feel they are not gaining the skills and knowledge needed to advance in their careers.

4. Skill Gaps

As your industry evolves, so do the skills and expertise your organisation requires to succeed. If you fail to provide ongoing training, it can create skill gaps within your team. Consequently, you will find adapting to new technologies or methodologies challenging.

5. Poor Customer Satisfaction

If your employees don’t get adequate training, they may not be able to provide the level of service your customers expect or require. Dissatisfied customers usually mean a potential loss of business.

6. Competitive Disadvantage

Research shows that companies that invest in employee development are better equipped to innovate and compete in their markets. Without training, your business risks falling behind competitors who prioritise workforce development.

7. Higher Costs

Frequent recruitment and onboarding of new staff will prove very costly for your business. In addition, any errors and failures your inadequately trained employees commit can increase operational costs.

The Benefits of Training

By investing in employee training, you not only reduce the abovementioned risks but also enjoy various benefits:

  • Increased employee engagement: Training programs can increase job satisfaction and engagement. You will have a more committed workforce.
  • Attraction of talent: When your organisation is committed to employee development, word spreads, and top talent looking for growth opportunities will be eager to join you.
  • Improved performance: Well-trained employees are more confident and capable; their performance improves, leading to better business outcomes.

How can Alison’s Free LMS help?

Despite understanding that employee training is essential for your organisation’s sustained success, you may not be able to afford a conventional LMS. Alison’s Free LMS can help you address your employee training challenges. You can empower your staff with essential skills without incurring substantial costs.

  • It is free for unlimited users with no hidden costs or implementation fees
  • Its quick setup can get you started in under 5 minutes
  • An extensive course library offers over 5,000 free courses covering various workplace skills
  • Personalised learning paths allow you to tailor courses to meet your individual employee needs and career goals
  • Built-in tracking tools and reporting features to monitor employees’ learning progress

How can Alison’s Free LMS Improve Employee Retention?

Ready to transform your employee retention strategy? In a world where talent retention is super necessary, investing in Alison’s free LMS can help your organisation equip its employees with essential skills while fostering an environment where they feel valued and supported.

Here’s how it can significantly improve retention rates within your organisation:

1. Effective Onboarding

A well-structured onboarding process is crucial for new employees. Alison’s LMS enables your organisation to create engaging onboarding experiences that help new hires adjust quickly to the work environment. When they feel welcomed and prepared for their roles, there is less chance for early turnover.

2. Demonstrating Investment in Employees

We all know that employees are more interested in staying with a company that invests in their development. Alison’s LMS allows you to provide ongoing training opportunities and show your commitment to employee growth. It is a unique investment that increases skills and increases job satisfaction. The happy result is that your employees feel valued and appreciated.

3. Personalised Learning Paths

Alison’s LMS allows your managers to create customised learning paths tailored to your employees’ goals and strengths. This personalised approach boosts engagement and ensures employee development aligns with your organisational objectives. Employees generally experience a positive sense of purpose and belonging.

4. Continuous Feedback and Support

Regular feedback is essential for employee development. With Alison’s LMS, your managers can track progress and provide timely support, helping their teams to navigate their career paths skilfully. This ongoing dialogue fosters a culture of growth and improvement, encouraging your employees to continue with your organisation.

5. Skill Development and Upskilling

Continuous learning is vital in today’s fast-paced business environment. With over 5,000 free courses through Alison’s LMS, your employees can easily acquire or enhance new skills. This proactive approach to upskilling prepares them for future challenges and reduces the likelihood of turnover due to skill mismatches.

6. Recognition and Rewards

Everyone likes to be recognised for their hard work and achievements; your employees are no exception. You can use the badges or certificates offered by Alison’s LMS to boost their morale. Celebrating milestones encourages a sense of accomplishment and motivates them to engage more deeply with their learning journey. Retention rates automatically improve.

7. Community Building

Alison’s LMS has forums and discussion boards to build crucial connections among your employees. Your organisation can promote collaboration and knowledge sharing to replicate the formal interactions that frequently lead to stronger workplace relationships. Such a stimulating company culture will encourage employees to immerse themselves in it and remain loyal to your organisation.

Don’t let the fear of losing employees hold you back from investing in their development. Instead, embrace the opportunity to cultivate a skilled workforce that drives your business forward.

Empower your organisation today by signing up for Alison’s Free LMS and transforming your team’s potential into performance.

Who Do You Hope Will Win the 2024 Presidential Election?

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Who do you think will make a better president? What is at stake for you and for the nation?

A House Divided

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How is the election affecting the relationships in your family, school or community?

Word of the Day: pagoda

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This word has appeared in 16 articles on NYTimes.com in the past year. Can you use it in a sentence?

RFP Guide: Key Elements for Success

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RFP Guide: Key Elements for Success

3 career tips from a Google data analyst

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3 career tips from a Google data analyst

If you’ve been here for a while, you’re likely well aware that data analysis is a high-income skill and is associated with a lucrative career path. When used thoughtfully, data can reveal actionable insights that drive performance and offer a competitive edge. But perhaps the most amazing thing about data is how applicable your analysis skills can be across fields and job roles. Take it from Tony Francis, a data analytics expert working in Google’s financial department.

“Personally, I didn’t jump right into the data analytics field. I thought data analysis was for computer engineers. Instead, I started my career very excited about opportunities in finance. I always dreamed of being a CFO,” Francis says. “But as I progressed through my finance career, I could see the field changing in front of me, and I knew I needed to expand my expertise to grow as a professional and achieve my career goals.”

Francis identified the value data analytics could bring to his finance career early on. In fact, he talks a bit about his journey in Google’s Foundations: Data, Data, Everywhere—the first in the Google Data Analytics Professional Certificate—where he appears as one of the course instructors. Now, he’s sharing deeper insights gathered over the course of his 20-year career.

Here are three takeaways from our Q&A with Tony Francis:

1. Keep an open mind and growth mindset.

If Francis could speak to his younger self, he’d encourage himself “to keep an open mind and heart to all opportunities,” he says. “Moreover, I would encourage myself to evaluate each opportunity from an unbiased place where I think thoughtfully about how the decision can impact my long-term goals and the path that I will be on.”

For early professionals, that includes maintaining a growth mindset—or recognizing the learning opportunity in every experience, good or bad. “I always tell folks starting their careers or making a career shift to remain optimistic while being patient,” Francis says. “Also, always remember there will be things that are out of your control, so don’t let ‘no’s’ or delays force you to lose sight of your goal.”

2. Build your technical and workplace skills.

As a data analyst, Francis relies on technical skills and tools common to data analytics positions, including spreadsheet software, Structured Query Language (SQL), and database tools.

However, he names two workplace skills that have been surprisingly instrumental to his success: communication and active listening. “Particularly in large organizations, everything is not said directly, and so much can be left up to interpretation,” he says. “This requires one to have a strong understanding of both the macro and micro issues impacting their area of focus. This deeper and more holistic understanding is incredibly useful when communicating goals, wins, and solving problems when there is a lot of ambiguity.”

3. Lean into your strengths.

Boiling down his success to three key factors, Francis credits his career trajectory to: (1) his experiences—”successes and failures,” he says; (2) his relationships with his peers, which, he says, “have had as much, if not more, impact” than his relationships with leaders; and (3) “developing a strong understanding of the type of work that both leans into my strengths and gives me joy.”

These days, he finds joy in coaching his team and supporting their growth. “A huge benefit of time and staying patient is being able to develop and empower others to enable them for successful careers,” Francis says.

Keep learning

For more from Tony Francis, Senior Program Manager at Google, read our full Q&A, or learn data analysis from him and his colleagues with the Google Data Analytics Professional Certificate.

Google launches Prompting Essentials course as demand for AI skills continues to grow

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Google launches Prompting Essentials course as demand for AI skills continues to grow
Google launches Prompting Essentials course

By Marni Baker Stein, Chief Content Officer, Coursera

Today, Google is launching a new GenAI course, Prompting Essentials, to help anyone, even those without prior experience, design better prompts and use AI more effectively. 

The demand to learn GenAI from industry leaders remains strong. The Google AI Essentials course, launched in April, has become the most popular GenAI course on Coursera of all time.

“Effective prompting is key to unlocking generative AI’s full potential,” said Lisa Gevelber, Founder of Grow with Google. “Google’s Prompting Essentials course, developed by Google experts with input from leading companies, equips people at all experience levels with the skills to prompt AI tools for increased productivity, creativity, and problem-solving at work and in everyday life.”

GenAI users save about five hours a week, enabling them to take on more tasks, new challenges, and strategic projects, according to BCG data. Google Prompting Essentials will help people across roles and industries design prompts that consistently deliver useful results, amplifying AI’s impact.  

In less than ten hours, AI experts at Google teach learners to:

  • Identify which tasks AI can best handle.
  • Leverage a simple 5-step framework to write effective prompts. 
  • Design prompts to draft emails, convert meeting notes into action items, extract key insights from reports, accelerate data analysis, and even simulate tough conversations.
  • Build a library of reusable prompts.
  • Write prompts with responsible practices in mind like evaluating output for bias and errors.

Upon completion, learners earn a shareable certificate to showcase their new skills to their network.

As job postings requiring AI skills have grown 3.5x faster than other roles and can offer up to 25% higher pay, AI expertise can unlock opportunities. We’re proud to partner with Google to help anyone, anywhere learn this essential skill that can transform their work day and advance careers.   

Enroll now in the Google Prompting Essentials to better leverage AI at work. 

What Role Does Fear Play in Your Life?

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R.L. Stine, the author of the “Goosebumps” series, shares how he turned his fear into a positive force in his life. What can you learn from him?