Ethical Implications of Humanizing Your Data

<b>Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we explored data strategy and how humanization can level it up. This week, we discuss  the ethical implications of humanizing your data with very special guest and past host Triveni Gandhi. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. </b></p><b>Check out what we’ve been reading:</b></p><ul><li><a href='https://www.adalovelaceinstitute.org/blog/to-be-seen-we-must-be-measured-data-visualisation-and-inequality/'><b>To Be Seen We Must Be Measured: Data Visualization and Inequality</b></a></li><li><a href='https://annadangela.medium.com/perspectives-on-data-ethics-a8c8c3e03d49'><b>Perspectives on Data Ethics</b></a></li></ul>

00:34:42

Floor to Ceiling Data Strategy

<b>Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode,  we explored data visualization with Nathan Mannheimer from Tableau. This week, we discuss the ins and outs of data strategy from the individual level all the way up to the enterprise and how humanization can level up your strategy. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. </b></p><b>Check out what we’ve been reading:</b></p><ul><li><a href='https://blog.dataiku.com/avoid-getting-facebooked-adopt-a-conscious-data-strategy'><b>Avoid Getting “Facebooked” — Adopt a Conscious Data Strategy</b></a></li><li><a href='https://pages.dataiku.com/operationalization-ssa-2'><b>AI: From Moonshot to Reality</b></a></li><li><a href='https://www.dataiku.com/stories/inclusive-analytics/'><b>Building an Inclusive AI Strategy for Data Democratization</b></a></li><li><a href='https://www.dataiku.com/stories/open-source/'><b>Making Open Source a Sustainable Part of AI Strategy</b></a></li></ul>

00:19:55

Data Visualization w/ Nathan Mannheimer, Director of Data Science & ML at Tableau

Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we explored the importance of storytelling with data. This week, we discuss data visualization with Nathan Mannheimer, Director of Data Science and Machine Learning at Tableau. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. <br/><br/>Check out what we've been reading: </p><ul><li><a href='https://www.forbes.com/sites/forbestechcouncil/2021/05/25/humanizing-ai-a-case-for-cognitive-design-thinking-and-custom-ai/?sh=2ab90a5b4a24'><b>Humanizing AI: A Case For Cognitive Design Thinking And Custom AI</b></a></li><li><a href='https://builtin.com/data-science/anthropographics-visualization-empathy'><b>Human-Looking Data Visualizations Don’t Boost Empathy — Yet</b></a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:30:07

Leverage Storytelling with Data

Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we explored the importance of human in the loop within the ML pipeline with Christina Hsiao, Senior Product Marketing Manager at Dataiku. This week, we discuss storytelling with data. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. <br/><br/>Check out what we've been reading and watching: </p><ul><li><a href='https://drive.google.com/file/d/1Yjz63gtH9NLGcz4xMhWOIMJfoH2JLb3W/view?usp=sharing'><b>Using Visualization to share the human impact of Numbers</b></a></li><li><a href='https://youtu.be/0e52QfQngrM'><b>The Power in Effective Data Storytelling</b></a></li><li><a href='https://youtu.be/6xsvGYIxJok'>Making Data Mean More Through Storytelling</a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:19:34

The Importance of Human in the Loop AI with Christina Hsiao

Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we discussed what happens when humanization fails and consequences that can occur with Jeremie Harris Towards Data Science. This week, we are joined by Christina Hsiao, Senior Product Manager at Dataiku to discuss the importance of having a human in the loop within the ML pipeline. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. <br/><br/>Check out what we've been reading: </p><ul><li><a href='https://towardsdatascience.com/whats-mlops-5bf60dd693dd'><b>What's MLOps?. Managing complex ML systems at Scale</b></a></li><li><a href='https://www.dataiku.com/stories/mlops/'><b>MLOps as a Critical, Emerging Role</b></a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:23:20

What Happens when Humanization Fails? A conversation with Jeremie Harris of Towards Data Science

Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we discussed differing methodologies and functionalities within the data science field with Emma Irwin, Solutions Engineer at Dataiku. This week, we are joined by Jeremie Harris of Towards Data Science to discuss what happens when humanization fails and consequences that can occur. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. <br/><br/>Check out what we've been reading and watching: </p><ul><li><a href='https://egg.dataiku.com/jeff-mcmillan-episode/'><b>Becoming an Intelligent Organization in the Age of AI: Firsthand Strategies From the CDO of Morgan Stanley</b></a></li><li><a href='https://www.scu.edu/ethics/all-about-ethics/artificial-intelligence-and-ethics-sixteen-challenges-and-opportunities/'><b>Artificial Intelligence and Ethics: Sixteen Challenges and Opportunities</b></a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:33:45

Methodology & Functionality in Differing Data Science Roles

Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we discussed how data scientists & citizen data scientists collaborate to deliver value to the non technical audience. This week, we are joined by Emma Irwin to discuss differing methodologies and functionalities within the data science field and her role as a Solutions Engineer at Dataiku. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. <br/><br/>Check out what we've been reading and watching: </p><ul><li><a href='https://knowledge.insead.edu/blog/insead-blog/building-and-leading-your-organisations-data-capability-16631'><b>Building and Leading Your Organization's Data Capability</b></a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:20:03

Rise of the Data Citizen

Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we discussed why technology’s long-term goal shouldn’t solely be efficiency, but actually emotional intimacy. This week, we were joined by Matt Dorros to discuss the rise of the citizen data scientist and his role as a data analyst manager and data citizen at Wayfair. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. </p>Check out what we've been reading and watching: </p><ul><li><a href='https://www.datanami.com/2019/05/20/the-rise-of-the-citizen-data-scientist-how-humanized-machine-learning-is-augmenting-human-intelligence/#:~:text=May%2020%2C%202019-,The%20Rise%20of%20the%20Citizen%20Data%20Scientist%3A%20How%20Humanized,Learning%20Is%20Augmenting%20Human%20Intelligence&text=IDC%20estimates%20worldwide%20data%20volume,of%20this%20generated%20by%20businesses.'><b>The Rise of the Citizen Data Scientist</b></a></li><li><a href='https://www.dataversity.net/citizen-data-scientists-where-do-they-belong/'><b>Citizen Data Scientists: Where Do They Belong?</b></a></li><li><a href='https://www.linkedin.com/pulse/why-concept-citizen-data-scientist-terrifies-me-bill-schmarzo/'><b>Why the Concept of “Citizen Data Scientist” Terrifies Me</b></a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:21:58

Create Technological Emotional Bonds w/ Creative Intelligence

Welcome back to our bi-weekly episodes of Season 5 of the Banana Data Podcast! This season, we’re ushering in the notion of humanizing data science. In last week’s episode, we discussed how data insights can be humanized in an easily digestible manner. This week, we’ll guide you through why technology’s long-term goal shouldn’t solely be efficiency, but actually emotional intimacy. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts and stay up to date on the big conversation in data and AI. <br/><br/>Check out what we've been reading and watching: </p><ul><li><a href='https://weeksofmylife.com/products/weeksofmylife'>Weeks Of My Life Poster</a></li><li><a href='https://www.oliverwyman.com/our-expertise/insights/2016/jun/ten-digital-ideas/humanize-digital.html'>Don't Just Digitize, Humanize </a></li><li><a href='https://smartpandalabs.com/blog/humanizing-data-creative-intelligence/'>Humanize Data with Creative Intelligence</a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:17:44

What Does It Mean to Humanize Your Data?

We're kicking off Season 5 of the Banana Data Podcast today. This season, we’re ushering in the notion of humanizing data science. We’ll guide you through issues such as why trends and technologies matter beyond your centralized data team and beyond the tech industry and what it truly takes to humanize technology. Subscribe to the Banana Data Podcast on Apple or Spotify to receive alerts & easy access to the latest data science content!<br/><br/>Check out what we've been reading and watching: </p><ul><li><a href='https://medium.com/elbarrad-design/the-case-for-humanizing-data-a051a9772d20'><b>The Case for Humanizing Data</b></a></li><li><a href='https://www.data4sdgs.org/news/ted-talk-lack-data-issue-global-injustice'><b>TED Talk: Lack of Data Is an Issue of Global Injustice</b></a></li></ul>Be sure to subscribe to our <a href='https://banana-data.com/'>weekly newsletter</a> to get this podcast & a host of new and exciting data-happenings in your inbox!</p>

00:20:30