{"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":"#235: Maximising the productivity of the data-led enterprise with UNSW, EG Australia and Compare the Market","slug":"235-maximising-the-productivity-of-the-data-led-enterprise-with-unsw-eg-australia-and-compare-the-market","published_at":"2023-06-07T00:35:23+00:00","page_url":"https://stenobird.com/podcast/data-futurology-leadership-and-strategy/235-maximising-the-productivity-of-the-data-led-enterprise-with-unsw-eg-australia-and-compare-the-market","show_page_url":"https://stenobird.com/podcast/data-futurology-leadership-and-strategy","url":"https://podcasters.spotify.com/pod/show/datafuturology/episodes/235-Maximising-the-productivity-of-the-data-led-enterprise-with-UNSW--EG-Australia-and-Compare-the-Market-e25bsfa","audio_url":"https://anchor.fm/s/3fab060/podcast/play/71741354/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2023-5-7%2F39b7f76f-f2b7-261b-d94d-f7e144bd7463.mp3","summary":"A panel of data leaders from UNSW, Compare The Market, and EG Australia shares strategies for implementing successful data self-service. The discussion contrasts approaches for organizations at varying levels of data maturity, from establishing foundational governance to scaling advanced analytics.","meta_description":"Learn how to scale data self-service and maximize ROI through expert insights from leaders at UNSW, Compare The Market, and EG Australia.","key_points":["Main idea: Successful self-service requires balancing high-level data science exploration with simple, accessible reporting for non-technical users","Practical takeaway: Drive adoption by identifying manual 'Excel cobbling' processes and proactively automating them for business users","Failure mode: Avoid the 'proliferation of dashboards' trap where embedded analytics teams create high volumes of low-usage, unmonitored reports","Strategic advice: Prioritize data governance and standardized definitions before building new cloud platforms to ensure long-term scalability","Measurement strategy: Quantify ROI by linking specific data products to existing business KPIs and celebrating qualitative wins through internal advocacy"],"chapters":[{"start_ms":60000,"title":"Introduction to the Panel","summary":"Introduction of the panelists from UNSW, Compare The Market, and EG Australia."},{"start_ms":240000,"title":"Cloud Migration and Security","summary":"Discussing the benefits of moving to cloud platforms to enable secure, drag-and-drop data access."},{"start_ms":420000,"title":"The COE Squared Operating Model","summary":"Implementing a hybrid model of a Center of Excellence and a Center of Enablement."},{"start_ms":600000,"title":"Standardizing Data Definitions","summary":"The importance of agreed-upon definitions and data quality in operational reporting."},{"start_ms":780000,"title":"Transitioning from Power BI to Data Science Tools","summary":"Moving beyond basic reporting to productionizing tools for resident data scientists."},{"start_ms":960000,"title":"Challenges in Metric Modeling","summary":"Addressing the issues with unmodeled metrics and inefficient business request processes."},{"start_ms":1140000,"title":"Tailoring Analytics to User Literacy","summary":"Recognizing that different users require different levels of data depth and complexity."}],"topics":["Data Self-Service","Data Governance","Data Maturity","Cloud Data Warehousing","Business Intelligence","Data ROI","Data Democratization","Enterprise Data Strategy"],"duration_seconds":2392,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/data-futurology-leadership-and-strategy/episodes/235-maximising-the-productivity-of-the-data-led-enterprise-with-unsw-eg-australia-and-compare-the-market/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/235-maximising-the-productivity-of-the-data-led-enterprise-with-unsw-eg-australia-and-compare-the-market.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}