Humans, Automation, and Workflow: Seeking Balance in Service of Art
Metadata
- Publisher
- SMPTE — White Plains, NY, USA
- Doc Type
- Journal Article
- Content Type
- Original Research
- Abbreviated Title
- SMPTE Mot. Imag. J
- Volume
- 130, No. 10, pp. 24–34
- Abstract
- Since the advent of “workflow” during the Industrial Revolution, companies have been continually seeking to increase efficiency while reducing extraneous tasks or human interaction, including through automation. The media and entertainment (M&E) industry has followed a similar trajectory, accelerated most recently by the transition to digital. While automation is inherent to modern workflows, M&E relies on creativity and the subjectivity of art and therefore requires human intervention. Mitigating issues of algorithm bias, over-reliance on technology, and limited or flawed data inputs creating flawed outputs is vital in promoting healthy collaboration that allows elevated creativity.
- Publication Date
- 2021-11-01
- DOI
10.5594/JMI.2021.3114847- ISSN
- Print:
1545-0279| Electronic:2160-2492 - Link
- https://doi.org/10.5594/JMI.2021.3114847
- Author(s)
- Stacy Chaet
bio
Stacy Chaet has more than 12 years of experience in a variety of video post-production specialties. Currently, she is a director of workflow at Picture Shop (Formerly Sim), where she oversees media workflow teams from dailies to delivery across multiple facilities. Her teams’ mission is to implement cutting edge workflows as well as act as liaisons between different departments of production. She holds a BFA in film production from Rochester Institute of Technology (RIT), Rochester, NY, and is a graduate of the HPA’s Young Entertainment Professionals program. She has a genuine curiosity for solving technical puzzles as well as a passion for the merging of art and technology. Additionally, she is a travel enthusiast and is a mental health, diversity, and inclusion advocate.Payton Listbio
Payton List, a LA-based Chicago native, is a general manager and workflow specialist at Picture Shop. She leads a team of incredible dailies, conform, and deliverables workflow gurus. She strives to help make clients’ lives easier, so they can focus on the creative intent of their projects, and to maintain industry relevance through R&D of new technology and software. As a leader, she values the art of effective communication, technical knowledge, diversity and inclusion, education, and collaboration. In her free time, she volunteers on the HPA Young Entertainment Professionals and Women in Post committees and enjoys speaking on industry panels.Rachel McIntirebio
Rachel Mcintire is a workflow producer with more than ten years of experience in dailies, VFX, and post workflow. Currently, working at Picture Shop (formerly Sim), McIntire has traveled around the world, setting up remote dailies and training new technicians. Graduating from Ithaca College, Ithaca, NY, in 2007, and working in post ever since, McIntire is also an award-winning editor, avid outdoor person, and believes strongly in promoting diversity, equity, and inclusion in post. McIntire is agender and uses no pronouns. - Keyword(s)
- Algorithm, Algorithmic Bias, API, Artificial Intelligence, Neural Network, Automation, Deep Learning, Diversity, Human-in-the-loop (HITL), Machine Learning, Media and Entertainment, Science, Engineering, STEM, Workflow
- Copyright
- © 2021 SMPTE
Bibliographic Reference(s)
- C. Niethammer, “AI Bias Could Put Women’s Lives At Risk—A Challenge For Regulators,” Forbes, Mar. 2, 2020. Accessed: May 13, 2021. [Online]. Available: https://www.forbes.com/sites/carmenniethammer/2020/03/02/ai-bias-could-put-womens-lives-at-riska-challenge-for-regulators/?sh=1c11fa80534f EXTERNAL
- A. Schnieders, “4 Ways Mentoring Can Empower Your Diversity and Inclusion Initiatives,” Main, Aug. 18, 2020. Accessed: Jun. 1, 2021. [Online]. Available: https://www.td.org/insights/4-ways-mentoring-can-empower-your-diversity-and-inclusion-initiatives EXTERNAL
- C. BasuMallick, “5 Reasons to Focus on Workplace Equity Alongside Diversity and Inclusion | HR Technologist,” HR Technologist – HR Technology Trends, News & Research. Accessed: May 13, 2021. [Online]. Available: https://www.hrtechnologist.com/articles/diversity/workplace-equity-diversity-inclusion/ EXTERNAL
- J. P. Womack, D. T. Jones, and D. Roos, The Machine That Changed the World, Simon and Schuster, 2007. EXTERNAL
- SMPTE Tech Conference Statistics Presentation, 2019. EXTERNAL
- M. Muro, J. Whiton, and R. Maxim, “What Jobs Are Affected by AI? Better-Paid, Better-Educated Workers Face the Most Exposure,” Brookings, Nov. 14, 2019. Accessed: May 13, 2021. [Online]. Available: https://www.brookings.edu/research/what-jobs-are-affected-by-ai-better-paid-better-educated-workers-face-the-most-exposure/ EXTERNAL
- J. Manyika, J. Silberg, and B. Presten, “What Do We Do About the Biases in AI?,” Harvard Business Review, Oct. 25, 2019. Accessed: May 31, 2021. [Online]. Available: https://hbr.org/2019/10/what-do-we-do-about-the-biases-in-ai EXTERNAL
- S. Kantayya, Coded Bias, 7th Empire Media, 2020. EXTERNAL
- K. K. Charles, E. Hurst, and M. Schwartz, “The Transformation of Manufacturing and the Decline in U.S. Employment,” SSRN Electronic J., 2018, doi: 10.2139/ssrn.3154376. EXTERNAL
- NACE Staff, “The Benefits of Creating an Inclusive Work Culture,” NACE. [Online]. Accessed: May 31, 2021. Available: ht t ps://w w w.naceweb.org /diver sit y- equit y-a nd-i nclusion / best-practices/the-benefits-of-creating-an-inclusive-work-culture/ EXTERNAL
- Accessed: May 31, 2021. [Online]. Available: https://www.businessinsider.com/mckinsey-finds-black-men-will-lose-more-jobs-automation-2019-10 EXTERNAL
- L. Saunders and S. R. Blundstone, The Railway Engineer, vol. 42, London, U.K., 1921. EXTERNAL
- Sylvia Ann Hewlett, Melinda Marshall, and Laura Sherbin, “How Diversity Can Drive Innovation,” Harvard Business Review, 2013. Accessed: May 17, 2021. [Online]. Available: https://hbr.org/2013/12/how-diversity-can-drive-innovation EXTERNAL
- Sun, Katherine, “Shirley Cards • Physical, Electrical, Digital,” NYU Domains. Accessed: Sep. 2, 2021. [Online]. Available: https://kimon.hosting.nyu.edu/physical-electrical-digital/items/show/1009 EXTERNAL
- “Diversity, Equity, and Inclusion,” Diversity, Equity, and Inclusion. Accessed: May 13, 2021. [Online]. Available: https://dei.extension.org/ EXTERNAL
- J. Murray, “Racist Data? Human Bias Is Infecting AI Development | by John Murray | Towards Data Science,” Medium, Apr. 24, 2019. Accessed: May 13, 2021. [Online]. Available: https://towardsdatascience.com/racist-data-human-bias-is-infecting-ai-development-8110c1ec50c EXTERNAL
- K. Roose, Futureproof. Random House, 2021. EXTERNAL
- J. P. Womack and D. T. Jones, Lean Thinking, Simon and Schuster, 2013 EXTERNAL
- C. D. Wrege and R. M. Hodgetts, “Frederick W. Taylor’s 1899 Pig Iron Observations: Examining Fact, Fiction, And Lessons for the New Millennium,” Acad. Management J., (6): 1283–1291, Dec. 2000, doi: 10.5465/1556350. EXTERNAL
- J. Zittrain, “The Hidden Costs of Automated Thinking”, The New Yorker, 2019. [Online]. Available: https://www.newyorker.com/tech/annals-of-technology/the-hidden-costs-of-automated-thinking EXTERNAL
- “Managing Unconscious Bias,” University of Wisconsin, Oshkosh. Accessed: May 17, 2021. [Online]. Available: https://uwosh.edu/equity/bias/ EXTERNAL
- C. Ward, “The Future of SaaS – Strategic People,” Strategic People, Aug. 5, 2020. Accessed: Jun. 6, 2021. [Online]. Available: https://www.strategicpeople.co.uk/technology/the-future-of-saas/ EXTERNAL
- A. Akhtar, “McKinsey: African Americans Will Lose More Jobs to AI, Especially Men,” Business Insider, Oct. 7, 2019. industry relevance through R&D of new technology and software. As a leader, she values the art of effective communication, technical knowledge, diversity and inclusion, education, and collaboration. In her free time, she volunteers on the HPA Young Entertainment Professionals and Women in Post committees and enjoys speaking on industry panels. EXTERNAL
- “Accountability | Definition of Workflow by Merriam-Webster,” Dictionary by Merriam-Webster: America’s Most-Trusted Online Dictionary. [Online]. Available: https://www.merriam-webster.com/dictionary/workflow EXTERNAL
- R. Parasuraman and V. Riley, “Humans and Automation: Use, Misuse, Disuse, Abuse,” Human Factors 39(2): 230–253, Jun. 1997. EXTERNAL
- Gissela Moya and Vincent Le, “Algorithmic Bias Explained: How Automated Decision Making Becomes Automated Discrimination,” Greenlining Institute, Feb. 18, 2021. Accessed: May 15, 2021. [Online]. Available: https://greenlining.org/publications/reports/2021/algo-rithmic-bias-explained/?gclid=CjwKCAjwqcKFBhAhEiwAfEr7zQzv4nUpUxILDWN8GuRCEFaJOEY5wnn960ECF9DJbvIl_ZcXbiZBfxoCVw4QAvD_BwE EXTERNAL
- R. Lorenzo, N. Voigt, M. Tsusaka, M. Krentz, and K. Abouzahr, “How Diverse Leadership Teams Boost Innovation,” United States – EN. Accessed: May 13, 2021. [Online]. Available: https://www.bcg.com/en-us/publications/2018/how-diverse-leadership-teams-boost-innovation EXTERNAL
- Kristopher Sandoval, “What Is Human-In-The-Loop Workflow Automation?”, Nordic APIs, Feb. 4, 2021. Accessed: May 15, 2021. [Online]. Available: https://nordicapis.com/what-is-human-in-the-loop-workflow-automation/ EXTERNAL
- “DOD Adopts Ethical Principles for Artificial Intelligence”, US Department of Defense, Feb. 24, 2020. [Online]. Available: https://www.defense.gov/Newsroom/Releases/Release/Article/2091996/dod-adopts-ethical-principles-for-artificial-intelligence/ EXTERNAL
- J. G. Asare, “The Key To Diversity And Inclusion Is Mentorship,” Forbes, Sep. 26, 2019. Accessed: May 31, 2021. [Online]. Available: https://www.forbes.com/sites/janicegassam/2019/09/26/the-key-to-diversity-and-inclusion-is-mentorship/?sh=19ca9e817fbd EXTERNAL
- J. Zittrain, “Managing Unconscious Bias”, University of Wisconsin, Oshkosh. [Online]. Available: https://uwosh.edu/equity/bias/, “The Hidden Costs of Automated Thinking,” The New Yorker, Jul. 23, 2019. in the Workplace”, Pew Research Center, Jan. 9, 2018. Accessed: May 15, 2021. [Online]. Available: https://www.pewresearch.org/social-trends/2018/01/09/blacks-in-stem-jobs-are-especially-concerned-about-diversity-and-discrimination-in-the-workplace/#fn-24178-36 EXTERNAL
- “Workflow | Definition of Workflow by Merriam-Webster,” Dictionary by Merriam-Webster: America’s Most-Trusted Online Dictionary. Accessed: May 24, 2021. [Online]. Available: https://www.merriam-webster.com/dictionary/workflow EXTERNAL
- C. Chin and M. Robison, “How AI Bots and Voice Assistants Reinforce Gender Bias,” Brookings, Nov. 23, 2020. Accessed: May 13, 2021. [Online]. Available: https://www.brookings.edu/research/how-ai-bots-and-voice-assistants-reinforce-gender-bias/ EXTERNAL
- T. Feathers, “Sexist AI Is Even More Sexist Than We Thought,” VICE – VICE Is the Definitive Guide to Enlightening Information. Accessed: May 13, 2021. [Online]. Available: https://www.vice.com/en/article/y3gj3v/sexist-ai-is-even-more-sexist-than-we-thought EXTERNAL
- Cary Funk and Kim Parker, “4. Blacks in STEM Jobs Are Especially Concerned About Diversity and Discrimination Conclusion There is no question about the direction the industry is heading when it comes to incorporating AI and machine learning. As this technology improves, newer algorithms are being written and neural networks are being created to “think” more like a human brain. However, it is still a complicated process that relies on humans training the systems to search for specific data sets and modeling of human behavior. And ultimately, M&E is oriented around audiovisual art, which will always have a high level of subjectivity. We will best integrate art with automation by embracing our humanity further. We need to recognize how our human needs, curiosities, and perspectives make workflows better. We must prioritize encouraging people from diverse backgrounds to become workflow professionals so that their unique perspectives can contribute to pushing the M&E industry to be more efficient for all types of people and content. As we continue to learn about and shape these workflows, we need to engage more with experts in AI ethics and data science to further understand possibilities and pitfalls. Until technology can fully replicate human behavior and psychology, humans will always be a necessary part of a workflow. Making sure we address the shortfalls of technology while establishing the best environment for humans to succeed is important. We must also remember the workflow of the past to not fall into the same ethical traps as our predecessors. By having a diverse talent pool, working to combat the biases inherent in AI, and using automation intentionally and thoughtfully, we can create inclusive and efficient workflows to support an industry of authentic storytelling. EXTERNAL
- J. Albers, Interaction of Color. New Haven, CT, USA: Yale University Press, 1963. EXTERNAL
- “Taiichi Ohno—Lean Manufacturing and Six Sigma Definitions,” Lean Manufacturing and Six Sigma Definitions—Glossary Terms, History, People and Definitions About Lean and Six Sigma. Accessed: Jun. 6, 2021. [Online]. Available: https://www.leansixsig-madefinition.com/glossary/taiichi-ohno/ EXTERNAL
- M. DiMenna, “Why—and How—To Build a Sense of Belonging on Campus | EAB,” EAB. Accessed: May 31, 2021. Accessed: May 15, 2021. [Online]. Available: https://eab.com/insights/exper t-insight/academic-affairs/why-and-how-tobuild-a-sense-of-belonging-on-campus/ EXTERNAL
- J. Farris, “Forging New Paths for Filmmakers on The Mandalorian – Unreal Engine,” Unreal Engine. Accessed: Jun. 6, 2021. [Online]. Available: https://www.unrealengine.com/en-US/blog/forging-new-paths-for-filmmakers-on-the-mandalorian EXTERNAL
- Jackson Barnett, “AI Needs Humans ‘on-the-Loop’ Not ‘inthe-Loop’ for Nuke Detection, General Says,” FEDSCOOP, Feb. 14, 2020. Accessed: May 14, 2021. [Online]. Available: https://www.fedscoop.com/ai-should-have-human-on-the-loop-not-in-the-loop-when-it-comes-to-nuke-detection-general-says/ EXTERNAL
- Interaction Institute for Social Change : Interaction Institute for Social Change,” Interaction Institute for Social Change, Jan. 14, 2016. Accessed: May 28, 2021. [Online]. Available: https://inter-actioninstitute.org/illustrating-equality-vs-equity/ EXTERNAL
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Stacy Chaet, Payton List, and Rachel McIntire; Humans, Automation, and Workflow: Seeking Balance in Service of Art, SMPTE Motion Imaging Journal ( Volume: 130, Issue: 10, 2021); SMPTE, 2021. Available at https://doi.org/10.5594/JMI.2021.3114847
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Stacy Chaet, Payton List, and Rachel McIntire; Humans, Automation, and Workflow: Seeking Balance in Service of Art, SMPTE Motion Imaging Journal ( Volume: 130, Issue: 10, 2021); SMPTE, 2021. Available at https://doi.org/10.5594/JMI.2021.3114847
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Stacy Chaet, Payton List, and Rachel McIntire; Humans, Automation, and Workflow: Seeking Balance in Service of Art, SMPTE Motion Imaging Journal ( Volume: 130, Issue: 10, 2021); SMPTE, 2021. Available at https://doi.org/10.5594/JMI.2021.3114847
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<span class="citation">Stacy Chaet, Payton List, and Rachel McIntire; <cite>Humans, Automation, and Workflow: Seeking Balance in Service of Art</cite>, SMPTE Motion Imaging Journal ( Volume: 130, Issue: 10, 2021); SMPTE, 2021. Available at <a href="https://doi.org/10.5594/JMI.2021.3114847" target="_blank" rel="noopener">https://doi.org/10.5594/JMI.2021.3114847</a></span>
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Stacy Chaet, Payton List, and Rachel McIntire; Humans, Automation, and Workflow: Seeking Balance in Service of Art, SMPTE Motion Imaging Journal ( Volume: 130, Issue: 10, 2021); SMPTE, 2021
doi: 10.5594/JMI.2021.3114847
url: https://doi.org/10.5594/JMI.2021.3114847
doi: 10.5594/JMI.2021.3114847
url: https://doi.org/10.5594/JMI.2021.3114847
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<li> Stacy Chaet, Payton List, and Rachel McIntire; <cite id="bib-10-5594-jmi-2021-3114847">Humans, Automation, and Workflow: Seeking Balance in Service of Art</cite>, SMPTE Motion Imaging Journal ( Volume: 130, Issue: 10, 2021); SMPTE, 2021 <span class="doi">10.5594/JMI.2021.3114847</span> </li>