{"podcast":{"title":"Data Futurology - Leadership And Strategy in Artificial Intelligence, Machine Learning, Data Science","slug":"data-futurology-leadership-and-strategy","podcast_index_feed_id":68063,"rss_url":"https://anchor.fm/s/3fab060/podcast/rss","website_url":"https://www.datafuturology.com/","image_url":"https://d3t3ozftmdmh3i.cloudfront.net/production/podcast_uploaded/567608/567608-1593736387795-5897b4f790597.jpg","author":"Felipe Flores","episode_count":266,"summary":"Artificial intelligence is a tremendously beneficial technology that's advancing at an incredibly rapid pace. As more and more organisations adopt and implement AI we find that the main challenges are not in the technology itself but in the human side, ie: the approaches, chosen problems and what's called 'the last mile', etc. That's why Data Futurology focuses on the leadership side of AI and how to get the most value from it. Join me, Felipe Flores, a Data Science executive with almost 20 years of experience in the space. Every week I speak with top industry leaders from around the world","last_synced_at":null,"page_url":"https://stenobird.com/podcast/data-futurology-leadership-and-strategy"},"episode":{"title":"#229: Modernising the ATO to drive cloud data capabilities, analytics, AI, and deliver innovation. With Ben Taylor, the Assistant Commissioner for Data Insights at the ATO","slug":"229-modernising-the-ato-to-drive-cloud-data-capabilities-analytics-ai-and-deliver-innovation-with-ben-taylor-the-assistant-commissioner-for-data-insights-at-the-ato","published_at":"2023-04-13T05:28:42+00:00","page_url":"https://stenobird.com/podcast/data-futurology-leadership-and-strategy/229-modernising-the-ato-to-drive-cloud-data-capabilities-analytics-ai-and-deliver-innovation-with-ben-taylor-the-assistant-commissioner-for-data-insights-at-the-ato","show_page_url":"https://stenobird.com/podcast/data-futurology-leadership-and-strategy","url":"https://podcasters.spotify.com/pod/show/datafuturology/episodes/229-Modernising-the-ATO-to-drive-cloud-data-capabilities--analytics--AI--and-deliver-innovation--With-Ben-Taylor--the-Assistant-Commissioner-for-Data-Insights-at-the-ATO-e229kiu","audio_url":"https://anchor.fm/s/3fab060/podcast/play/68522014/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2023-3-13%2F60eaa54d-ce5d-6ef0-4be8-dc9ff0137ad9.mp3","summary":"The ATO transitioned from a fragmented data landscape to a centralized, cloud-driven powerhouse by adopting an XOps approach. This session details how to integrate DevOps, DataOps, and ModelOps to move from being an 'order taker' to a strategic business partner.","meta_description":"Learn how the ATO modernized its data capabilities using XOps, cloud migration, and automated analytics to drive organizational trust and innovation.","key_points":["Main idea: Data, technology, and business must function as a unified triad to achieve successful digital transformation","Practical takeaway: Implement XOps to bridge the gaps between isolated DevOps, DataOps, and ModelOps frameworks","Failure mode: Centralizing functions without standardized testing and governance can lead to delivery delays and reduced product quality","Main idea: Technical excellence is necessary but insufficient; operational efficiency and predictability are what build organizational trust","Practical takeaway: Use automated monitoring and governance frameworks to ensure data accuracy and model efficacy in production"],"chapters":[{"start_ms":760000,"title":"The ATO Data Triad","summary":"Taylor explains the shift from fragmented data ownership to a centralized model based on the intersection of business, technology, and data."},{"start_ms":890000,"title":"Challenges of Centralization","summary":"An overview of the risks associated with a large-scale data branch, including single points of failure and the need to drive trust through quality."},{"start_ms":1020000,"title":"The Rise of XOps","summary":"How the ATO integrated DevOps, DataOps, and ModelOps to solve the problem of operating in isolated silos."},{"start_ms":1150000,"title":"Governance and Risk Management","summary":"Using automated pipelines and governance frameworks to manage high-stakes risks like GST fraud."},{"start_ms":1560000,"title":"Managing Data Chaos","summary":"Addressing the increasing complexity of metadata and the 'sense of chaos' caused by rising business demands."},{"start_ms":1690000,"title":"From Order Takers to Strategic Partners","summary":"The necessity of evolving operational frameworks to drive efficiency, predictability, and organizational credibility."}],"topics":["ATO","XOps","Data Governance","Cloud Transformation","ModelOps","DataOps","DevOps","Artificial Intelligence","Data Strategy"],"duration_seconds":1832,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/data-futurology-leadership-and-strategy/episodes/229-modernising-the-ato-to-drive-cloud-data-capabilities-analytics-ai-and-deliver-innovation-with-ben-taylor-the-assistant-commissioner-for-data-insights-at-the-ato/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/data-futurology-leadership-and-strategy/229-modernising-the-ato-to-drive-cloud-data-capabilities-analytics-ai-and-deliver-innovation-with-ben-taylor-the-assistant-commissioner-for-data-insights-at-the-ato.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}