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1 Phil Wang Pitches Psychological Thriller Starring WHO?! 24:35
Auditing with data: for Performance Auditors and Internal Auditors that use (or want to use) data
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56. Cathy O'Neil, Algorithm Auditor, Author of WMathD
Manage episode 356627403 series 2801356
Our guest is Cathy O'Neil, author of Weapons of Math Destruction: how big data increases inequality and threatens democracy.
Cathy joined us to discuss critical aspects for auditors to consider, including:
- The human element: why understanding 'for whom an algorithm might fail' is more important than the detailed technical design of an algorithm.
- Algorithm testing: the importance of post-deployment testing to ensure there are no unintended adverse outcomes.
- Setting standards: the need for industry-wide standards so that regulators can ensure there is no bias or discrimination in how algorithms operate.
- Laggers and leaders: the four big industries/domains using algorithms that need to step up audit in their space and how law-makers and regulators are catching up.
- Emerging AI, e.g. language models/chatbots - why trust by users is key, and the pros and cons of using these models.
Links
- Cathy's company, ORCAA
- Weapons of Math Destruction (book)
About this podcast
The podcast for performance auditors and internal auditors that use (or want to use) data.
Hosted by Conor McGarrity and Yusuf Moolla.
Produced by Risk Insights (riskinsights.com.au).
59 פרקים
56. Cathy O'Neil, Algorithm Auditor, Author of WMathD
Auditing with data: for Performance Auditors and Internal Auditors that use (or want to use) data
Manage episode 356627403 series 2801356
Our guest is Cathy O'Neil, author of Weapons of Math Destruction: how big data increases inequality and threatens democracy.
Cathy joined us to discuss critical aspects for auditors to consider, including:
- The human element: why understanding 'for whom an algorithm might fail' is more important than the detailed technical design of an algorithm.
- Algorithm testing: the importance of post-deployment testing to ensure there are no unintended adverse outcomes.
- Setting standards: the need for industry-wide standards so that regulators can ensure there is no bias or discrimination in how algorithms operate.
- Laggers and leaders: the four big industries/domains using algorithms that need to step up audit in their space and how law-makers and regulators are catching up.
- Emerging AI, e.g. language models/chatbots - why trust by users is key, and the pros and cons of using these models.
Links
- Cathy's company, ORCAA
- Weapons of Math Destruction (book)
About this podcast
The podcast for performance auditors and internal auditors that use (or want to use) data.
Hosted by Conor McGarrity and Yusuf Moolla.
Produced by Risk Insights (riskinsights.com.au).
59 פרקים
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1 57. Michael Drechnowicz, Head of Internal Audit, TK Elevator 35:06

1 56. Cathy O'Neil, Algorithm Auditor, Author of WMathD 44:06

1 55. Data Science and KNIME with Maarit Widmann 20:36


1 53. The Data-Confident Internal Auditor 23:49


1 51. Performance Audit Mini-Series #4: Conduct/Fieldwork 13:34

1 50. Performance Audit Mini-Series #3 Planning with data 17:58

1 49. Performance Audit Mini-Series #2 Work Program Balance 15:55

1 48. Performance Audit Mini-Series #1 Forward Work Planning 17:59


1 46. Combining data to create risk indicators for audits and risk monitoring/exploration 14:52

1 45. How ANAO uses data in performance audits - with Xiaoyan Lu and Christine Chalmers 19:34

1 44. ESG and Sustainable Investing with Tiina Landau 28:36

1 43. Microsoft 365 Compliance with Erica Toelle 24:59

1 42. Michael DeCero, a Data Professional at TDS with an Internal Audit background 25:58

1 41. Steve Rummel, Senior IA Analytics Manager at CVS Health 34:35

1 40. A CIO/CRO perspective on risk, security and internal audit with Ari Levien 25:54

1 39. Four Quality Assurance Steps - Data in Audit 10:35

1 38. Why We Should Spend Time Preparing Our Data and Checking Quality 13:00

1 37. Using data in performance audit with Gemma Diamond and Morag Campsie (Audit Scotland) 36:05

1 36. Why the audit objective should drive our use of data 20:21

1 35. Stephen McAteer, Performance Audit Data Scientist at VAGO 33:07

1 34. Taka Ariga, GAO's Chief Data Scientist & Innovation Lab Director 35:58

1 33. Ten common areas to focus on when using data for audits 14:59

1 32. Data visualization with Alli Torban 35:25

1 31. Wrapping 2020 Up - learnings, listener feedback, what's coming in 2021 13:31

1 30. John Moore - CTO of Queensland Audit Office 19:32

1 29. Machine Learning Assurance with Andrew Clark - CTO of Monitaur 28:59
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