--- title: blog | Andy O'Connor description: Andy combines over 16 years of experience in risk management and technology within the life sciences industry, focusing on Quality and IT governance for companies transitioning from clinical to commercial manufacturing. He holds an honors degree in Science from University College Dublin and frequently presents at industry events like PDA Annual and ISPE. A practiced software developer, Andy has contributed to numerous enterprise application projects and regularly hosts client training and workshops on risk and data integrity. Outside work, he volunteers with the Mountain Rescue Team in Wicklow, Ireland, reflecting his commitment to both professional and community service. --- [![ERA Sciences - evolved data integrity solutions](https://go.erasciences.com/hubfs/Logo%20horizontal%20transparency%20black-1.svg "ERA Sciences - evolved data integrity solutions")](http://erasciences.com) Search toggle - [Home](https://erasciences.com) - [Success stories](https://erasciences.com/success-stories) - [Resources](https://go.erasciences.com/blog) Resources - [Articles](https://go.erasciences.com/blog) - [Events](https://go.erasciences.com/blog/tag/events) - [About us](https://erasciences.com/about-us) - [Contact us](https://erasciences.com/contact-us) [![ERA Sciences - evolved data integrity solutions](https://go.erasciences.com/hubfs/Logo%20horizontal%20transparency%20black-1.svg "ERA Sciences - evolved data integrity solutions")](http://erasciences.com) - [Home](https://erasciences.com) - [Success stories](https://erasciences.com/success-stories) - [Resources](https://go.erasciences.com/blog) Resources - [Articles](https://go.erasciences.com/blog) - [Events](https://go.erasciences.com/blog/tag/events) - [About us](https://erasciences.com/about-us) - [Contact us](https://erasciences.com/contact-us) Search toggle [![ERA Sciences - evolved data integrity solutions](https://go.erasciences.com/hubfs/Logo%20horizontal%20transparency%20black-1.svg "ERA Sciences - evolved data integrity solutions")](http://erasciences.com) - [Home](https://erasciences.com) - [Success stories](https://erasciences.com/success-stories) - [Resources](https://go.erasciences.com/blog) Resources - [Articles](https://go.erasciences.com/blog) - [Events](https://go.erasciences.com/blog/tag/events) - [About us](https://erasciences.com/about-us) - [Contact us](https://erasciences.com/contact-us) Search toggle What are you looking for? Search ![Andy O'Connor](https://go.erasciences.com/hs-fs/hubfs/AndyPFP.webp?width=120&name=AndyPFP.webp) # Andy O'Connor Andy combines over 16 years of experience in risk management and technology within the life sciences industry, focusing on Quality and IT governance for companies transitioning from clinical to commercial manufacturing. He holds an honors degree in Science from University College Dublin and frequently presents at industry events like PDA Annual and ISPE. A practiced software developer, Andy has contributed to numerous enterprise application projects and regularly hosts client training and workshops on risk and data integrity. Outside work, he volunteers with the Mountain Rescue Team in Wicklow, Ireland, reflecting his commitment to both professional and community service. [andy.oconnor@erasciences.com](mailto:andy.oconnor@erasciences.com) [Follow me on LinkedIn](https://www.linkedin.com/in/andy-o-connor/) ## [Free Download: PDA Ireland Slides - AI Quality Asymmetry](https://go.erasciences.com/blog/free-download-pda-ireland-slides-ai-quality-asymmetry) 2 Dec 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) On November 27, 2025, ERA Sciences joined industry leaders at the PDA Ireland Emerging Technologies... [Read More](https://go.erasciences.com/blog/free-download-pda-ireland-slides-ai-quality-asymmetry) [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence), [KENX](https://go.erasciences.com/blog/tag/kenx) ## [Free Download: KenX Dublin - Harness the Power of AI in GxP Slides](https://go.erasciences.com/blog/free-download-kenx-dublin-harness-the-power-of-ai-in-gxp-slides) 26 Nov 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) On **November 19–20, 2025**, ERA Sciences joined the KenX for their *Harness the Power of AI in GxP* ... [Read More](https://go.erasciences.com/blog/free-download-kenx-dublin-harness-the-power-of-ai-in-gxp-slides) [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence), [KENX](https://go.erasciences.com/blog/tag/kenx) [![](https://go.erasciences.com/hubfs/AI-Generated%20Media/Images/Create%20a%20clean%20professional%20digital%20illustration%20that%20represents%20the%20concept%20of%20imperfect%20but%20valuable%20AI%20models%20in%20the%20context%20of%20pharmaceutical%20quality%20The%20image%20should%20show%20a%20slightly%20asymmetrical%20or%20partially%20incomplete%20AI%20brain%20or%20neural%20network-1.png)](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) [![](https://go.erasciences.com/hubfs/AI-Generated%20Media/Images/Create%20a%20clean%20professional%20digital%20illustration%20that%20represents%20the%20concept%20of%20imperfect%20but%20valuable%20AI%20models%20in%20the%20context%20of%20pharmaceutical%20quality%20The%20image%20should%20show%20a%20slightly%20asymmetrical%20or%20partially%20incomplete%20AI%20brain%20or%20neural%20network-1.png)](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) ## [When “Imperfect” AI Models Still Add Value in Pharma Quality](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) 8 Sep 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) ## Introduction: Quality mindset in an AI world Artificial intelligence is rapidly reshaping the... [Read More](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Digital transformation](https://go.erasciences.com/blog/tag/digital-transformation), [Phanero](https://go.erasciences.com/blog/tag/phanero), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![Clinical trial setting with assistants capturing clinical data](https://go.erasciences.com/hubfs/Data%20integrity%20in%20GCP.png)](https://go.erasciences.com/blog/data-integrity-in-gcp) [![Clinical trial setting with assistants capturing clinical data](https://go.erasciences.com/hubfs/Data%20integrity%20in%20GCP.png)](https://go.erasciences.com/blog/data-integrity-in-gcp) ## [The evolving landscape of data integrity in good clinical practice](https://go.erasciences.com/blog/data-integrity-in-gcp) 18 Apr 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) In recent years, regulatory agencies have placed renewed emphasis on data integrity in clinical... [Read More](https://go.erasciences.com/blog/data-integrity-in-gcp) [Risk](https://go.erasciences.com/blog/tag/risk), [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [Data integrity culture](https://go.erasciences.com/blog/tag/data-integrity-culture), [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![A boardroom with employees collaborating on a whiteboard](https://go.erasciences.com/hubfs/ChatGPT%20Image%20Apr%208%2c%202025%2c%2003_56_57%20PM.png)](https://go.erasciences.com/blog/subjectivity-and-risk) [![A boardroom with employees collaborating on a whiteboard](https://go.erasciences.com/hubfs/ChatGPT%20Image%20Apr%208%2c%202025%2c%2003_56_57%20PM.png)](https://go.erasciences.com/blog/subjectivity-and-risk) ## [Subjectivity in risk: catalyzing catastrophe or creativity?](https://go.erasciences.com/blog/subjectivity-and-risk) 8 Apr 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) In the highly regulated world of pharmaceuticals and life sciences, risk isn’t just a numerical... [Read More](https://go.erasciences.com/blog/subjectivity-and-risk) [Risk](https://go.erasciences.com/blog/tag/risk), [Bias](https://go.erasciences.com/blog/tag/bias), [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [Data integrity culture](https://go.erasciences.com/blog/tag/data-integrity-culture), [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-03-21%2014.14.00%20-%20A%20professional%2c%20minimalist%20linear%20regression%20chart%20in%20ligne%20claire%20style%20(like%20Tintin%20comics)%2c%20showing%20a%20clear%20upward%20trend%20with%20data%20points%20scatter.webp)](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) [![](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-03-21%2014.14.00%20-%20A%20professional%2c%20minimalist%20linear%20regression%20chart%20in%20ligne%20claire%20style%20(like%20Tintin%20comics)%2c%20showing%20a%20clear%20upward%20trend%20with%20data%20points%20scatter.webp)](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) ## [AI meets gxp: model cards for trust, transparency and compliance](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) 21 Mar 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) Artificial intelligence is shaking up the pharmaceutical industry, delivering efficiencies in... [Read More](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) [Bias](https://go.erasciences.com/blog/tag/bias), [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Computerized Systems Inventory List](https://go.erasciences.com/blog/tag/computerized-systems-inventory-list), [Phanero](https://go.erasciences.com/blog/tag/phanero), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![Statisticians looking at graphs on computer screens](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-01-21%2017.06.36%20-%20An%20illustration%20in%20the%20ligne%20claire%20style%2c%20similar%20to%20Tintin%2c%20depicting%20an%20audit%20of%20statistical%20software%20in%20a%20life%20sciences%20company%20for%20drug%20develop.webp)](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) [![Statisticians looking at graphs on computer screens](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-01-21%2017.06.36%20-%20An%20illustration%20in%20the%20ligne%20claire%20style%2c%20similar%20to%20Tintin%2c%20depicting%20an%20audit%20of%20statistical%20software%20in%20a%20life%20sciences%20company%20for%20drug%20develop.webp)](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) ## [Ensuring Data Integrity for Statistical Software in GxP Environments: Top 10 Audit Requests](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) 21 Jan 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) The life sciences industry relies on statistical programming software companies like SAS and... [Read More](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Computerized Systems Inventory List](https://go.erasciences.com/blog/tag/computerized-systems-inventory-list), [Phanero](https://go.erasciences.com/blog/tag/phanero), [Data Integrity Audits](https://go.erasciences.com/blog/tag/data-integrity-audits) [![Organized computer systems interconnected by glowing green and yellow data lines, symbolizing digital connectivity and precision.](https://go.erasciences.com/hubfs/DALL%C2%B7E%202024-12-09%2015.37.40%20-%20A%20professional%20and%20clean%20illustration%20in%20the%20ligne%20claire%20style%2c%20depicting%20a%20modern%20and%20futuristic%20laboratory%20environment.%20The%20scene%20includes%20sleek%2c%20i.webp)](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) [![Organized computer systems interconnected by glowing green and yellow data lines, symbolizing digital connectivity and precision.](https://go.erasciences.com/hubfs/DALL%C2%B7E%202024-12-09%2015.37.40%20-%20A%20professional%20and%20clean%20illustration%20in%20the%20ligne%20claire%20style%2c%20depicting%20a%20modern%20and%20futuristic%20laboratory%20environment.%20The%20scene%20includes%20sleek%2c%20i.webp)](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) ## [The Ultimate Guide to GxP Computerized System Inventory Regulations and Guidelines](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) 9 Dec 2024 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) Managing GxP computerized systems is a fundamental responsibility for leaders in life sciences... [Read More](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Digital transformation](https://go.erasciences.com/blog/tag/digital-transformation), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Computerized Systems Inventory List](https://go.erasciences.com/blog/tag/computerized-systems-inventory-list), [Phanero](https://go.erasciences.com/blog/tag/phanero) [![ERA Sciences at GxP Validation Summit online](https://go.erasciences.com/hubfs/Appsilon%20event%202024.png)](https://go.erasciences.com/blog/era-gxp-validation-summit-20th-november) [![ERA Sciences at GxP Validation Summit online](https://go.erasciences.com/hubfs/Appsilon%20event%202024.png)](https://go.erasciences.com/blog/era-gxp-validation-summit-20th-november) ## [ERA Sciences @ GxP Validation Summit 20th November](https://go.erasciences.com/blog/era-gxp-validation-summit-20th-november) 13 Nov 2024 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) Join us at the GxP Validation Summit to discuss clinical trial data management and GxP compliance! ... [Read More](https://go.erasciences.com/blog/era-gxp-validation-summit-20th-november) [Events](https://go.erasciences.com/blog/tag/events) [![](https://go.erasciences.com/hubfs/GxP-compliance%20Data%20Migrations%20blog%20title.jpg)](https://go.erasciences.com/blog/gxp-compliant-data-migration-assuring-data-integrity-with-zero-acceptance-sampling) [![](https://go.erasciences.com/hubfs/GxP-compliance%20Data%20Migrations%20blog%20title.jpg)](https://go.erasciences.com/blog/gxp-compliant-data-migration-assuring-data-integrity-with-zero-acceptance-sampling) ## [GxP Compliant Data Migration: Assuring Data Integrity with Zero-Acceptance Sampling](https://go.erasciences.com/blog/gxp-compliant-data-migration-assuring-data-integrity-with-zero-acceptance-sampling) 13 Nov 2024 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) Migrating GxP-compliant data between digital systems can feel like stepping into a minefield. For... [Read More](https://go.erasciences.com/blog/gxp-compliant-data-migration-assuring-data-integrity-with-zero-acceptance-sampling) [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [ALCOA Plus](https://go.erasciences.com/blog/tag/alcoa-plus), [Data Migration](https://go.erasciences.com/blog/tag/data-migration), [Zero-Acceptance Sampling](https://go.erasciences.com/blog/tag/zero-acceptance-sampling) [1](https://go.erasciences.com/blog) [2](https://go.erasciences.com/blog/author/andy-oconnor/page/2) ## Unlock your potential: Join our courses today! Ready to take the next step in your professional journey? Our expertly designed courses are here to empower you with the skills and knowledge needed to excel in your field. Don't just dream about success - make it a reality with us. Enroll today and start your path to greatness! 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