Avoiding Automation Anxiety: Managing Risk in the Age of ...€¦ · 3.Improve safety - shift...
Transcript of Avoiding Automation Anxiety: Managing Risk in the Age of ...€¦ · 3.Improve safety - shift...
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Avoiding Automation Anxiety: Managing Risk in the Age of Industry 4.0
Nicole M. Radziwill, PhDSVP Quality & Strategy, Ultranauts Inc.
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About the Presenter
Nicole RadziwillSVP Quality & Strategy, Ultranauts
Nicole Radziwill is SVP Quality & Strategy at Ultranauts. She was formerly VP of the Quality and Supply Chain Practice at Intelex (EHSQ) in Toronto, Ontario, and is a former tenured Associate Professor of Production Systems and Data Science at James Madison University.
Nicole is a Fellow of the American Society for Quality (ASQ), a Certified Six Sigma Black Belt (CSSBB), a National Examiner for the Malcolm Baldrige National Quality Award (MBNQA), and Editor-in-Chief of Software Quality Professional journal with a PhD in Quality Systems from Indiana State. She is one of ASQ's Influential Voices and blogs at http://qualityandinnovation.com.
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June 15, 2020https://amzn.to/2WvXmXr
https://asq.org/quality-press
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Radziwill, N. M. (2020). Connected, Intelligent, Automated: The Definitive Guide to Digital Transformation with Quality 4.0. ASQ Quality Press, Milwaukee WI: 545 pp.
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Benefits of Automation
1.Accomplish processes that cannot be done manually2.Improve complex, slow, labor intensive, error prone processes 3.Improve safety - shift hazardous tasks from humans to machines4.Improve labor productivity, throughput, reduce lead time5.Improve product quality, reduce variation in production6.Increase flexibility, ability to add new products quickly7.Free your team for more high value tasks8.Reduce outages and improve time-to-recovery 9.Enhance error detection and increase resilience10.Avoid losing competitive advantage
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Greenberg, A. (2018). The untold story of NotPetya, the most devastating cyberattack in history. Wired, August, 22.
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Lesson #1Automation is Much More than Robots and Hardware
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https://arstechnica.com/information-technology/2014/03/gears-of-war- when-mechanical-analog-computers-ruled-the-waves/3/
https://www.washingtonpost.com/news/speaking-of-science/wp/2016/06/14/the- worlds-oldest-computer-is-still-revealing-its-secrets/
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https://www.washingtonpost.com/news/speaking-of-science/wp/2016/06/14/the-worlds-oldest-computer-is-still-revealing- its-secrets/
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Radziwill, N. M. (2020). Connected, Intelligent, Automated: The Definitive Guide to Digital Transformation with Quality 4.0. ASQ Quality Press, Milwaukee WI: 545 pp.
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Radziwill, N. M. (2020). Connected, Intelligent, Automated: The Definitive Guide to Digital Transformation with Quality 4.0. ASQ Quality Press, Milwaukee WI: 545 pp.
Tasks & Processes
Oversight & Governance
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Lesson #2Automation is a Spectrum
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Radziwill, N. M. (2020). Connected, Intelligent, Automated: The Definitive Guide to Digital Transformation with Quality 4.0. ASQ Quality Press, Milwaukee WI: 545 pp.
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Technology Follows Behavior
You buy a software system that automates sales communications. It provides you with intelligence about how well each pitch works (so you can customize pitches to future prospects).
If your sales force does not currently think or work in terms of “pitching,” it’s unlikely they will start thinking this way just because the software becomes available to do it. The automation investment will be in jeopardy.
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Lesson #3Automation Still Needs People
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“Developing automation without consideration of the human operatorleads to new and more catastrophic failures. For automation to fulfill its promise, designers must avoid a technology-centered approachand adopt an approach that considers the joint operator–automation system.
Automation-related problems arise because introducing automation changes the type and extent of feedback that operators receive, as well as the nature and structure of tasks. In addition, operators’ behavioral, cognitive, and emotional responses to these changes can leave the system vulnerable to failure.
Lee, J. D., & Seppelt, B. D. (2009). Human factors in automation design. In Springer handbook of automation (pp. 417-436). Springer, Berlin, Heidelberg.
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Radziwill, N. M. (2020). Connected, Intelligent, Automated: The Definitive Guide to Digital Transformation with Quality 4.0. ASQ Quality Press, Milwaukee WI: 545 pp.
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Frohm, J., Lindström, V., Stahre, J., & Winroth, M. (2008). Levels of automation in manufacturing. Ergonomia - An International journal of ergonomics and human factors, 30(3).
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Intelligent AutomationHow to Deliver Optimal Value from Incremental Investment
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Build Resilience
•Reduce vulnerabilities•Increase capabilities•Build social capital
Pettit, T. J., Croxton, K. L., & Fiksel, J. (2013). Ensuring supply chain resilience: development and implementation of an assessment tool. Journal of Business Logistics, 34(1), 46-76.
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WHY automation & WHY NOWChoose WHAT to automateIdentify HOW to automateDecide WHEN to automate
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Tasks & Processes
Oversight & Governance
1. High risk or mission critical2. Unsafe or dangerous3. Prone to human error4. Manually intensive5. Tedious6. Frequent7. Mathematically reducible
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Examplesfrom EHSQ, Pipeline Processing, and Software Test Automation
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Example 1: EHSQ AutomationYou manufacture 12 different product lines. One of those lines generates 88% of your income.
You automate task management and action plans for working corrective actions (CARs) only on that line, reducing vulnerabilities associated with dropped tasks.
You build social capital by adding mobile capabilities to ensure your front line workers don’t miss vital information.
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Example 2: Quality/ML AutomationYou run a popular web site for cat pictures and cat memes that is supported by ad revenue. You receive pictures from subscribers, and also scour popular web sites and cat groups to keep your site fresh.
A Failure Mode and Effects Analysis (FMEA) of 16 key data ingest channels indicates a significant reduction in Risk Priority Number by automating image inspection on just two channels using deep learning.
By automating image processing on only these two channels, you increase staff capabilities by freeing them up for more value-adding tasks.
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Example 3: Software Test AutomationYour organization relies on a full EHSQ software suite for incident management, observations, and tracking frequent compliance training to ensure that only properly prepared workers conduct inspections.
Two of these applications service 78% of all transactions.
You simplify 7,200 test cases on these apps to 650 using combinatorial methods, and implement automated UI tests to catch issues before your users experience them.
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Tasks & Processes
Oversight & Governance
1. High risk or mission critical2. Unsafe or dangerous3. Prone to human error4. Manually intensive5. Tedious6. Frequent7. Mathematically reducible
Build Resilience
•Reduce vulnerabilities•Increase capabilities•Build social capital
Nicole RadziwillSVP Quality & [email protected]
https://www.linkedin.com/in/nicoleradziwill/
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Thank You!