Mastering Risk Communication: Presenting Quantitative Data

Let’s discuss the power of focusing on 1, and how it can help us understand complex issues in a simpler way. By breaking down big numbers into more relatable, smaller units, we can better comprehend the magnitude of the situation and find solutions. Let's explore some examples.

First, by starting with one employee, citizen, or student, we can simplify the overall scene and make our point more clear. For instance, instead of stating LeBron James' overall score of 35,000 points, we can focus on his average score of 27 points per game, which is a more tangible number. By understanding the power of 1, we can see how remarkable it is to maintain such a high score per game for 18 years of NBA play.

Next, we can examine the staggering number of 400 million firearms in the United States. By breaking this down to each individual owning 1 firearm, we can realize how excessive our armament level is, and how it affects every person in the country, including children and toddlers. The power of 1 can help us understand the impact of widespread issues and motivate us to take action.

Moreover, the power of 1 can be applied to specific case studies. For example, Muhammad Yunus in Bangladesh helped 42 villagers who were borrowing from moneylenders by loaning them the sums they needed using just his paycheck as a professor. One woman who borrowed 22 cents was able to increase her earnings and improve her family's life, which was a positive impact that spread to many others. This story shows how the power of 1 can help us understand the potential for progress and change.

Lastly, we can use the power of 1 to simplify large numbers, such as the U.S. national debt of $27 trillion, which amounts to $82,000 per citizen. By breaking this down into a more manageable number, we can focus on quality and strategy of spending, rather than panic.

In conclusion, the power of 1 is a valuable tool in simplifying complex issues, understanding their impact, and finding solutions. By focusing on one unit at a time, we can better comprehend the situation and make meaningful change.

Have you ever had trouble remembering or understanding numbers? If so, you're not alone. Many people struggle with numbers that are complicated, lengthy, or difficult to grasp. That's why it's important to favor user-friendly numbers whenever possible. In this presentation, we'll explore some of the key reasons why simple, concrete, and relatable numbers are more effective than complicated or abstract ones.

So why do we tend to remember simple numbers more easily? The answer lies in the limitations of our working memory. Psychologist George A. Miller famously observed that our short-term memory can only handle about 7 pieces of information at once. That number can vary depending on the complexity of the information and our familiarity with it. But in general, we tend to struggle with memorizing or processing more than a handful of items.

When we're presented with complicated or abstract numbers, they can overwhelm our working memory and make it harder to focus on the key message. For example, if you had to remember a number like 4,954,287, it would take up a lot of space in your working memory. Even if you managed to memorize it, you might not be able to recall it accurately or use it effectively.

That's why it's important to use simpler, more concrete numbers whenever possible. Instead of saying 4,954,287, you could say "about 5 million." Instead of saying 9/17, you could say "about half." By rounding numbers and using relatable language, you can help your audience better understand and remember your message.

Of course, there are some situations where precision is important. If you're dealing with highly technical or scientific information, you may need to use more complex numbers to convey the details accurately. But in most cases, simpler is better.

So what are some practical tips for using user-friendly numbers? Here are three rules of thumb:

Rule #1: Simpler is better. Round with enthusiasm. For example, 4.736 is about 5, 5/11 is about half, and 217 is about 200. By rounding numbers and using relatable language, you can help your audience better understand and remember your message.

Rule #2: Concrete is better. Use whole numbers to describe whole objects, not decimals, fractions, or percentages. For example, instead of saying that 2/3 of people didn't like something, you could say "2 out of 3 people thought it was disgusting." By using whole numbers, you can help your audience better visualize and understand your message.

Rule #3: Follow the rules, but defer to expertise. While these rules of thumb can be helpful, they're not absolute. If you're dealing with an audience that's highly familiar with technical or scientific information, they may be able to handle more complex numbers. Always consider your audience and their needs when choosing how to present numerical information.

In summary, favoring user-friendly numbers is a simple but effective way to help your audience better understand and remember your message. By using simpler, more concrete, and more relatable language, you can make numbers work for you, not against you. So next time you're presenting numerical information, remember these tips and make your message count.

Numbers can be confusing and difficult to understand, especially when they are presented in their raw form without any context or translation. That's why it's important to translate everything. Whether you're creating a letter, document, or PowerPoint deck, you should make sure that each number is translated into human terms.

Scientists Jake Hofman and Dan Goldstein at Microsoft Research developed the Perspectives Engine project to make numbers easier for humans to understand. By adding simple contextual phrases to numerical search results, they found that people could better remember the information they were presented with.

These phrases were simple comparisons to more familiar states or countries, making them easier for people to remember. Even slightly unwieldy comparisons were more effective than presenting numbers alone.

Translation not only improves accuracy, but it also helps build strong relationships. When people don't "get" a number, they feel distanced from the speaker and may tune out of the message. But by translating numbers into human terms, people feel included in the conversation and are more engaged with the message.

So be a good neighbor and translate everything. Make numbers understandable and memorable. By doing so, you'll not only improve accuracy but also build stronger relationships with your audience.

Math is not everyone's native language, and presenting numbers without translation can be confusing and unmemorable. Instead, the key to translating numbers is to avoid using them and instead, use concrete and vivid messages that don't require numbers.

Examples of translations that avoid numbers can be found in various fields, including ecology, astronomy, and social issues. For instance, to explain how very little water is drinkable despite the fact that the world is filled with water, Karla's middle-school science teacher used a thought experiment that was simple and concrete: a gallon jug filled with water with three ice cubes next to it.

Comparisons and vivid messages can help people grasp the meaning behind the numbers and make the message more impactful. They can even be so simple that they need no numbers and so profound that they can still be recalled decades later. A good example is the New York Times article that demonstrated how far our society is from equality by using striking comparisons instead of a wall of numbers.

So, if you have a statistic that says something important, skip the middleware: say the important thing directly. You want people to see and feel the numbers, not just read them. Presenting numbers without translation can be confusing, but a well-crafted translation can be powerful and memorable.

When you're trying to explain a new concept, it's important to make it relatable to your audience. One way to do this is to use familiar comparisons. Throughout history, cultures have used comparisons to develop measurements. In fact, most cultures understood units of measurement through the human body, which acted as an omnipresent measuring stick. The length of outstretched arms, fingertip to fingertip, developed as a measurement in half of the cultures. Similarly, you can use familiar comparisons to help your audience understand new concepts.

Effective translations combine easily imagined comparisons with as little math as possible. For example, when relaying social distancing guidelines during the COVID pandemic, local health campaigns around the world used simple comparisons like "1 hockey stick" in Canada or "1 tatami mat" in Japan. These translations are easy to imagine and require little math, making them more memorable for the audience.

The best number translations combine a comparison that is easy to imagine and a simple scaling factor. To come up with your fathom, brainstorm items of a similar size that your audience would know well. And if you get stuck, use the MacGyver principle. Look around you, see what you can build using found objects in the environment. Consider what's universally known to your people: local references, objects used in your field, items in the news.

Choosing the right fathom can help make our messages and numbers more attractive and exciting. The best fathoms get your audience asking questions, and they start productive conversations about the numbers. And if you can get people talking about your numbers, you have won.

The key idea behind this presentation is the importance of converting abstract numbers into concrete objects in order to improve our understanding and communication of complex concepts. By turning abstract concepts into concrete images or objects, we can make them more tangible and easier to remember, which can be especially useful when discussing complex or technical topics with people who may not have the same level of expertise or understanding.

One of the examples given in the presentation is that of Rear Admiral Grace Hopper, who was a computer science pioneer and taught math to her students. Hopper often used concrete objects, such as a bundle of wire cut to the length electricity travels in a microsecond, to illustrate the importance of saving even the tiniest fractions of time in computer programming. By making this abstract concept of time into something physical and tangible, Hopper was able to better communicate its significance to her students and colleagues.

Another example of converting abstract numbers into concrete objects is the use of metaphors or comparisons to help people understand complex concepts. For instance, instead of simply saying that the distance to the nearest solar system is 4.25 light-years, we can use the analogy of shrinking the solar system down to the size of a quarter and then imagining walking across a soccer field with another quarter representing the nearest neighbor star, Proxima Centauri. This kind of vivid image can help us better grasp the vastness of space and the distance between celestial bodies.

Converting abstract numbers into concrete objects can also be useful when discussing more personal or emotional topics, such as the impact of environmental toxins on our health or the unequal distribution of wealth in our society. For example, instead of simply stating that the wealthiest 1% of Americans own 31% of the wealth in the country, we can use the image of an apartment building with 100 units to illustrate the distribution of wealth more concretely. This kind of image can help us better understand and remember the impact of economic inequality on our society.

In conclusion, by converting abstract numbers into concrete objects, we can make complex or technical concepts more understandable and memorable, which can be especially useful when communicating with people who may not share the same level of expertise or understanding. Whether through the use of physical objects, metaphors, or vivid imagery, we can bring abstract concepts to life and better understand their impact on our lives and our world.

Numbers can be abstract and difficult to understand or relate to at times. However, by recasting numbers in different dimensions, we can gain a better understanding and appreciation of them. Converting numbers to time is particularly useful because we have plenty of experience clocking it in a world ruled by schedules. For example, a million seconds is only 12 days, while a billion seconds is 32 years.

Converting abstract numbers into counts of objects can also provide a more tangible and relatable representation. For instance, instead of trying to comprehend the $148 million allocated to the National Endowment for the Arts in 2016 as .004% of the federal budget expenditures, we can imagine it as editing a 90,000-word novel by eliminating 4 words.

We can also convert calories to well-understood actions such as walking, which can help us better understand the impact of our food choices. For instance, walking up two flights of stairs burns off the calories in a single M&M, while walking 176 yards or almost two football fields is required to burn off the calories in a single Pringle.

Finally, bringing our intuition to bear and choosing wisely translated dimensions can change the way we think and act. Picturing the odds of tragedy from skydiving as seven words crossed out in the million-word Harry Potter epic has us thinking skydiving might be next up on our bucket list. Recasting numbers in different dimensions is a powerful tool that can help us better understand and relate to the world around us.

In the mid-19th century, Florence Nightingale was a force to be reckoned with in healthcare. During the Crimean War, she worked tirelessly to improve the conditions in military hospitals, dramatically reducing casualty rates through her efforts. However, Nightingale realized that statistics alone were not enough to drive change in those in power. She needed to find a way to make her case emotionally compelling.

Nightingale’s approach was to translate dry statistics into emotionally charged comparisons, using preexisting pools of emotion to make her case. For example, she compared the mortality rate of soldiers in the hospitals to that of the Great Plague of London, a famous epidemic in British history. She also used vivid analogies, such as comparing the mortality rate to that of soldiers being executed on a parade field in England.

Through her use of emotional numbers, Nightingale was able to convince military leaders and doctors to see the world in a different way. Her approach of combining emotion with logic is a powerful tool for persuasion, and it remains relevant today. By finding preexisting pools of emotion and using them to drive home your point, you can make a strong case for change.

The key to achieving this deeper resonance is selecting elements that are thematically related but not redundant. This is where the emotional amplitude comes into play. Just like in music, where a great symphony requires different instruments to come together to create a harmonious sound, the combination of elements should evoke a deeper and fuller emotional response than any one element on its own.

Take, for example, President Dwight Eisenhower's famous "Chance for Peace" speech. By showing the cost of war not in dollars, but in terms of real things that could transform lives, he was able to make a powerful argument for peace. However, it was not just the individual parts of the speech that made it so effective, but the way they complemented each other to create a greater whole. Each element was thematically related, but not redundant, allowing them to work together to create a powerful emotional impact.

The same principles can be applied to more mundane topics as well, such as sugar consumption. A simple statistic, like the amount of sugar in a serving of cran-apple juice, may not be enough to grab someone's attention. But by translating that statistic into something more relatable, like the sugar equivalent of three glazed donuts, the emotional impact becomes much more significant. The key is to find elements that are related but not redundant, working together to create a more resonant emotional response.

These emotionally resonant combinations can also be used to address serious issues, such as sepsis deaths. By combining the statistics for breast cancer and prostate cancer deaths, the impact of sepsis deaths becomes much more significant. This emotional amplitude helps to convey the urgency of finding a solution and implementing it immediately.

However, it's important to note that there is a point at which adding too many elements becomes inharmonious. The example of cities with populations over 5 million highlights this issue. By the time we reach Manila, it becomes difficult to find a connection between the different elements, leading to a sense of cacophony rather than harmony.

Ultimately, the key to creating emotionally resonant combinations is to select elements that are thematically related but not redundant, allowing them to work together to create a more significant emotional response.

When you're trying to communicate important information, it's important to connect with your audience on a personal level. Our brains make connections with new information based on our existing networks of associations, and the self is the largest and quickest network to access. This means that if you can find a way to make your information personal to your audience, they are more likely to remember it.

One way to make information personal is to make it concrete. While numbers like "distance to the moon" or "3,871 flights of stairs" may seem concrete, our senses and memories don't give us a true sense of how far that actually is. To make sure a large object counts as "concrete," express it in actions we know. By "verbing it," you can ensure that your audience mentally sees it in motion, making it more memorable.

Another way to make information personal is to use statistics that connect with your audience. For example, if you're talking about mental illness, instead of saying "there's a 20% chance of experiencing a mental illness in a given year," you could say "for every 5 people, 1 of you will be diagnosed with a mental illness this year. At some point in your lifetime, either you or the person across from you will be diagnosed with a mental illness." By making the statistics personal to your audience, you can increase engagement and make it more likely that they will remember the information.

Finally, you can make statistics more personal by layering actions on top of concrete nouns. For example, instead of saying "Jeff Bezos is worth $198 billion," you could say "if each step of a staircase represents $100,000 in the bank, most people can't even step onto the first step of the staircase because they have less. After 4 steps, we've lost over 75% of Americans. Fewer than 1 in 10 people will ever reach the 10th step: a million dollars. Now put on your most comfortable hiking shoes. You'd have to climb for almost 3 hours before reaching the net worth of a billionaire. After spending 9 hours a day climbing steps for 2 months, you'd have Ironman-level quads as you finally reach the wealth of Jeff Bezos." By layering actions on top of concrete nouns, you can make statistics more memorable and personal.

Remember, when you're trying to communicate important information, it's important to make it personal to your audience. By making information concrete, using statistics that connect with your audience, and layering actions on top of concrete nouns, you can increase engagement and make it more likely that your audience will remember the information.

Building scale models can be a less overwhelming and more instructive way to understand complex systems. Whether it is a model train, dollhouse or lego, these miniature versions can help to break down complex ideas into smaller, more approachable parts. Good scale models are complex enough to allow people to generate new insights and make trade-offs.

One way to create an interactive model that deals with controversial policy issues is to use an existing map of time. For example, putting the government budget on a calendar scale can make it personal and measurable. It allows us to not only measure these goals against each other but also feel emotionally invested.

Flexible analogies can help translate complex ideas into understandable models. For instance, by comparing a dysfunctional organization to a soccer team, it becomes easier to understand team dynamics.

Scale models make complex dynamics much more approachable and bring numbers into one place where they all make sense. Whether it is the price of an airline ticket or an indie band's revenue, scale models allow us to make complex systems more understandable and get the conversation started.

Effective risk communication is an essential skill for individuals and organizations to navigate the complex risks of the modern world. It involves presenting information in a clear, concise, and engaging manner to a specific audience. In this section, we will discuss the key components of effective risk communication: considering the audience, presenting data visually, and simplifying complex information.

Considering the audience is the first step in effective risk communication. The audience's needs and level of expertise should be carefully considered when communicating risk information. By understanding your audience, you can tailor your communication style to meet their needs, ensuring that the information is easily understood and engaging.

Presenting data visually is another crucial component of effective risk communication. Visual aids, such as graphs and charts, can help simplify complex information and improve understanding. By using visual aids, you can convey large amounts of data in a single image, making it easier for the audience to comprehend. However, it is important to choose appropriate visual aids that are easily understood by the intended audience.

Simplification is also a critical component of effective risk communication. Complex information should be presented in a way that is easily understood by the intended audience. This involves breaking down complex concepts into simpler, more digestible pieces. By simplifying complex information, you can improve understanding and facilitate decision-making based on data.

It is important to note that effective risk communication is not just about presenting information, but also about engaging the audience. Using storytelling techniques can help make risk information more engaging and memorable. By weaving a narrative into your communication, you can help your audience connect with the information and understand its significance.

In summary, effective risk communication involves several key components, including considering the audience, presenting data visually, simplifying complex information, and engaging the audience through storytelling techniques. By mastering these components, individuals and organizations can convey complex risk information in a way that is easily understood and facilitate decision-making based on data.

The science of effective risk communication is rooted in the psychology of numerical cognition. This field of study explores how people perceive and interpret numerical information and the biases and heuristics that can affect their understanding. By understanding these biases and heuristics, individuals and organizations can implement strategies to improve accuracy and effectiveness in statistical communication.

One of the most common biases in numerical cognition is the anchoring bias. This bias occurs when individuals rely too heavily on the first piece of information they receive, often leading to inaccurate conclusions. To overcome this bias, it is important to provide context and background information when communicating risk information. By providing context, you can help your audience better understand the data and its implications.

Another bias in numerical cognition is the confirmation bias, which occurs when individuals seek out information that confirms their existing beliefs, often ignoring information that contradicts those beliefs. To overcome this bias, it is important to present information in a neutral and unbiased manner, avoiding any language or framing that may trigger pre-existing beliefs.

Simplification is also an important strategy for improving accuracy in statistical communication. By breaking down complex information into simpler, more digestible pieces, you can improve understanding and facilitate decision-making based on data. Using visual aids, such as graphs and charts, can also help simplify complex information and improve understanding.

Finally, providing context and background information is another important strategy for improving accuracy in statistical communication. By providing context, you can help your audience better understand the data and its implications. This can include historical data, industry benchmarks, and other relevant information that can help the audience interpret the data accurately.

In summary, the science of effective risk communication is rooted in the psychology of numerical cognition. By understanding the biases and heuristics that can affect how people perceive and interpret numerical information, individuals and organizations can implement strategies to improve accuracy and effectiveness in statistical communication. These strategies may include the use of visual aids, simplifying complex information, and providing context and background information.

Using storytelling in risk communication can be an effective way to engage your audience and make your message more memorable. There are several key strategies to keep in mind when incorporating storytelling into your risk communication efforts.

One effective strategy is to create a protagonist or a character that the audience can relate to and follow throughout the story. For example, in a healthcare context, the protagonist could be a patient who is affected by a certain disease or condition. By creating a relatable character, you can help to contextualize the data and make it more impactful for the audience.

Another important strategy is to build a clear and compelling plot that takes the audience on a journey through the data and information. This could involve presenting data in a logical sequence that leads to a conclusion or solution. By presenting the data in a narrative format, you can help to create a more engaging and memorable experience for the audience.

Using emotional appeals can also be effective in making the message more impactful. This could involve highlighting the human impact of the data, for example, by showing the number of lives saved or affected by a particular issue. By appealing to the audience's emotions, you can help to create a more personal connection with the data and increase engagement with the message.

Finally, using humor and other creative techniques can also be effective in making the message more memorable and engaging. For example, creating an analogy or a metaphor that helps explain a complex concept can help to simplify the data and make it more accessible to the audience.

In conclusion, using storytelling in risk communication can be a powerful way to engage your audience and make your message more memorable. By creating relatable characters, building a clear and compelling plot, using emotional appeals, and incorporating creative techniques, you can help to contextualize the data and create a more engaging and impactful experience for your audience.

Several case studies demonstrate the importance of effective risk communication in practice. These case studies highlight the importance of visual aids, the salience theory, the anchoring effect, and the limitations of using averages to represent complex data sets.

The Gapminder Foundation, a Swedish non-profit organization, is an excellent example of the power of data visualization tools in risk communication. By creating visual representations of global development trends, Gapminder engages audiences and simplifies complex information. This case study highlights the importance of visually presenting data to engage an audience and improve understanding.

The Salience Theory is another essential aspect of effective risk communication. This theory emphasizes the importance of making numbers relevant to people's lives when presenting numerical information. A good example of the salience theory in action is the controversy surrounding the calculation of the US poverty rate. This case study illustrates the importance of considering audience needs when presenting numerical information.

The Anchoring Effect is a cognitive bias that can affect how people perceive and interpret numerical information. This bias occurs when people are influenced by a number they are first presented with, often leading to inaccurate conclusions. Overcoming the anchoring effect requires the use of visuals, storytelling, and other techniques to help people understand and engage with numerical information.

Finally, the use of averages to represent complex data sets is another limitation of risk communication. While averages can simplify data, they can also be misleading if not presented in the proper context. Using visual aids to help people understand the distribution and range of the data is critical in overcoming this limitation.

In conclusion, these case studies demonstrate the importance of effective risk communication in practice. The use of visual aids, the salience theory, the anchoring effect, and the limitations of using averages are all essential aspects of effective risk communication. By understanding and implementing these strategies, individuals and organizations can improve accuracy and effectiveness in statistical communication.

The Gapminder Foundation is a non-profit organization based in Sweden that creates visual representations of global development trends using data visualization tools. The foundation's work focuses on creating engaging, informative presentations that allow people to understand complex data easily.

Gapminder's work is a perfect example of the importance of visual aids in effective risk communication. The organization's presentations use charts, graphs, and other visuals to convey complex information in a way that is easily understood by the audience. By presenting data in a visual format, Gapminder can engage people and improve their understanding of global trends.

Gapminder's presentations use a variety of visual aids to communicate information effectively. For example, the foundation's "Dollar Street" presentation uses photographs to show how people around the world live on different income levels. This presentation is an excellent example of how visual aids can make complex information more accessible and engaging.

In addition to using visual aids, Gapminder's work emphasizes the importance of presenting data in a way that is relevant to the audience. For example, the foundation's "Factfulness" presentation aims to debunk common misconceptions about global development trends by presenting data in a way that is relevant and accessible to the audience.

Gapminder's work is an excellent example of the power of effective risk communication. By using visual aids and presenting data in a way that is relevant to the audience, the foundation can engage people and improve their understanding of complex issues. By using these techniques in their own work, individuals and organizations can improve their own risk communication skills and make informed decisions based on data.

In conclusion, the Gapminder Foundation case study helps to illustrate the importance of visually presenting data to engage an audience and improve understanding. By using visual aids and presenting data in a way that is relevant to the audience, organizations can improve their risk communication skills and make informed decisions based on data. Gapminder's work is a testament to the power of effective risk communication and provides valuable lessons for anyone looking to improve their own skills in this area.

The Gapminder Foundation case study provides several key lessons on effective risk communication through data visualization. These lessons include the power of visualizing data, the importance of storytelling, and the need to engage the audience to build understanding.

Firstly, the Gapminder Foundation's data visualization tools allow people to see trends and patterns in global development data in a way that is easy to understand and engaging. By presenting the data visually, the Gapminder Foundation makes complex information accessible to a wider audience. This lesson highlights the importance of using visual aids in effective risk communication, as they can simplify complex information and make it more engaging for the audience.

Secondly, storytelling is an essential aspect of data visualization. The Gapminder Foundation's data visualizations are designed to tell a story about global development. This helps to create a more memorable and impactful experience for the audience and to increase engagement with the data. By framing data within a narrative, individuals and organizations can create a more engaging and memorable experience for their audience.

Finally, the Gapminder Foundation's data visualizations are designed to be interactive, allowing people to explore the data in a way that is meaningful to them. By engaging the audience with the data, the Gapminder Foundation helps to build understanding and improve recall of the information presented. This lesson emphasizes the importance of engaging the audience in the data visualization process to build understanding and facilitate decision-making.

In summary, the key lessons from the Gapminder Foundation case study highlight the power of data visualization in effective risk communication. Visualizing data can be more effective than traditional methods, storytelling is an important aspect of data visualization, and engaging the audience is essential for building understanding. By implementing these lessons in their own risk communication strategies, individuals and organizations can improve their ability to communicate complex information effectively and make informed decisions based on data.

Now that you have completed this training course on effective risk communication, you might be wondering where to go next to continue your learning journey. We recommend the following books, which cover topics such as data visualization, user experience design, cognitive biases, data storytelling, and effective communication.

Firstly, "Making Numbers Count: The Art and Science of Communicating Numbers" by Karla Starr and Chip Heath provides practical advice on how to communicate numbers effectively.

For design enthusiasts, "The Design of Everyday Things" by Don Norman offers insights on how to create user-friendly products and experiences.

If you want to improve your reading skills, "How to Read a Book" by Mortimer Adler and Charles Van Doren is a classic guide to reading comprehension.

For a deep dive into the way we think and make decisions, "Thinking, Fast and Slow" by Daniel Kahneman is a must-read.

"The Art of Data Science" by Roger D. Peng and Elizabeth Matsui covers the basics of data science and how to communicate data insights.

If you're interested in data visualization, "Information is Beautiful" by David McCandless is a beautiful and informative resource.

Finally, "Visual Explanations: Images and Quantities, Evidence and Narrative" by Edward R. Tufte explores how to create effective visual explanations and tell compelling data stories.

We hope you find these recommendations helpful and continue to build your skills in effective risk communication.