cover of episode 2024 Recap: Data Storytelling and Visualization with Lea Pica from Present Beyond Measure

2024 Recap: Data Storytelling and Visualization with Lea Pica from Present Beyond Measure

2024/12/19
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DataFramed

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Lea Pica
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Richie Cotton
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Lea Pica: 本书的核心观点是,有效的 数据故事讲述需要找到某种冲突,这种冲突通常是阻碍利益相关者实现目标的因素。成功的 数据演示需要根据受众的专业知识调整沟通策略,并遵循叙事结构,将数据信息组织成一个引人入胜的旅程。在数据故事中,要突出冲突的重要性,并明确利益相关者关注的利益点。此外,要善于运用好莱坞式的故事讲述技巧,例如冲突、高潮等,并使用真实的图像来增强与观众的情感联系。在演示中,要控制信息量,避免信息过载,并使用简单的图表来降低认知负荷。AI工具在数据演示中有一定的应用价值,但需要谨慎使用,避免出现不真实或不合理的图像。 Lea Pica还强调了演讲技巧的重要性,建议演讲者可以通过练习、录音回放等方式来改进演讲技巧,例如练习不同的语调和节奏,避免单调乏味。她还建议使用“贯穿线”方法来精简演示内容,确保所有内容都围绕中心主题展开。 Richie Cotton: 数据分析师和数据科学家最需要的软技能是沟通能力,能够将分析结果转化为受众能够理解的叙事至关重要。能够讲述数据故事是产生影响的方式。在商业分析中,最常用的图表类型是线图和柱状图,线图尤其适合展示数据随时间的变化趋势。在演示中,要避免使用过多的图表和数据,以免造成信息过载。AI工具可以辅助数据演示,例如生成图像或辅助写作,但需要谨慎使用,并进行人工审核。有效的沟通需要站在听众的角度思考问题,而不是只关注自身的工作。

Deep Dive

Key Insights

Why is communication considered the most desired soft skill for data analysts and data scientists?

Communication is crucial for turning analysis results into a narrative that audiences can understand, whether the audience is a boss, other data scientists, or the general public. It ensures that the impact of the analysis is effectively conveyed.

What is the stakeholder savvy quadrant and how does it help in data storytelling?

The stakeholder savvy quadrant helps presenters tailor their stories based on the audience's level of data expertise. It prioritizes decision-makers, who are typically executives, and suggests different approaches for systems enablers, data technicians, and other groups, ensuring the message resonates with each audience type.

How can Hollywood storytelling techniques be applied to data presentations?

Hollywood storytelling techniques, such as creating a narrative arc with a conflict and a climax, can be applied by identifying a business problem as the 'villain' and framing the presentation around overcoming this obstacle. This approach adds drama and stakes to the data story, making it more engaging.

What are the two most common types of plots used in business analytics?

The two most common types of plots used in business analytics are bar plots and line plots. Line plots are particularly popular for tracking performance metrics over time, while bar plots are often used for aggregate information.

How can images be used effectively in data presentations?

Images can be used to create empathy and emotional connections with the audience. For example, using real-life photos of customers or situations can help the audience relate to the data. Iconography and screenshots of websites or ads can also be effective in reinforcing the message.

What is the through line in a presentation and why is it important?

The through line is a single sentence that summarizes the entire presentation. It serves as a guiding principle, helping the presenter stay focused and ensuring that each slide supports the overall narrative. It helps the audience remember the key takeaway and keeps the presentation cohesive.

What advice does Lea Pica give for improving speaking skills in presentations?

Lea Pica suggests recording oneself and listening for patterns that may disengage the audience, such as monotone or uptalk. She also recommends reading children's bedtime stories to practice animated and varied speech, which can help improve diction and storytelling mechanics.

How can AI be used effectively in creating presentations?

AI can be used for idea generation and outlining presentations, particularly in creating customer avatars or summarizing historical information. However, it should be used as an assistant, not an expert, and the final content should be reviewed and edited by a human to ensure accuracy and relevance.

What is the cognitive load theory and how does it apply to data presentations?

Cognitive load theory suggests that the human brain can only hold a limited amount of information in working memory, typically three to five main ideas. In data presentations, this means keeping slides simple and focused on one major idea to avoid overwhelming the audience and ensure they retain the key points.

What is the best way to start learning data storytelling?

Lea Pica recommends starting with her book, 'Present Beyond Measure,' which covers everything from understanding the audience to becoming a confident speaker. It provides a comprehensive guide for beginners in data storytelling, distilling essential knowledge from various sources.

Shownotes Transcript

As we look back at 2024, we're highlighting some of our favourite episodes of the year, and with 100 of them to choose from, it wasn't easy!

The four guests we'll be recapping with are:

  • Lea Pica - A celebrity in the data storytelling and visualisation space. Richie and Lea cover the full picture of data presentation, how to understand your audience, how to leverage hollywood storytelling and more. Out December 19.
  • Alex Banks - Founder of Sunday Signal. Adel and Alex cover Alex’s journey into AI and what led him to create Sunday Signal, the potential of AI, prompt engineering at its most basic level, chain of thought prompting, the future of LLMs and more. Out December 23.
  • Don Chamberlin - The renowned co-inventor of SQL. Richie and Don explore the early development of SQL, how it became standardized, the future of SQL through NoSQL and SQL++ and more. Out December 26.
  • Tom Tunguz - general Partner at Theory Ventures, a $235m VC firm. Richie and Tom explore trends in generative AI, cloud+local hybrid workflows, data security, the future of business intelligence and data analytics, AI in the corporate sector and more. Out December 30.

Your data project doesn't end once you have results. In order to have impact, you need to communicate those results to others. Presentations filled with endless tables and technical jargon can easily become tedious, leading your audience to lose interest or misunderstand your point.

Data storytelling provides a solution to this: by creating a narrative around your results you can increase engagement and understanding from your audience. This is an art, and there are so many factors that contribute to visualizing data and creating a compelling story, it can be overwhelming. However, with the right approach, creating data stories can become second nature. In this special episode of DataFramed, we join forces with the Present Beyond Measure podcast to glean the best data presentation practices from one of the leading voices in the space.

Lea Pica host of the Founder and Host of the Present Beyond Measure podcast and is a seasoned digital analytics practitioner, social media marketer and blogger with over 11 years of experience building search marketing and digital analytics practices for companies like Scholastic, Victoria’s Secret and Prudential.

Present Beyond Measure’s mission is to bring their teachings to the digital marketing and web analytics communities, and empower anyone responsible for presenting data to an audience.

In the full episode, Richie and Lea cover the full picture of data presentation, how to understand your audience, leverage hollywood storytelling, data storyboarding and visualization, the use of imagery in presentations, cognitive load management, the use of throughlines in presentations, how to improve your speaking and engagement skills, data visualization techniques in business setting and much more. 

Links Mentioned in the Show:

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