Exploring the Role of Social Support when Integrating Generative AI into Small Business Workflows (2407.21404v1)
Abstract: Small business owners stand to benefit from generative AI technologies due to limited resources, yet they must navigate increasing legal and ethical risks. In this paper, we interview 11 entrepreneurs and support personnel to investigate existing practices of how entrepreneurs integrate generative AI technologies into their business workflows. Specifically, we build on scholarship in HCI which emphasizes the role of small, offline networks in supporting entrepreneurs' technology maintenance. We detail how entrepreneurs resourcefully leveraged their local networks to discover new use cases of generative AI (e.g., by sharing accounts), assuage heightened techno-anxieties (e.g., by recruiting trusted confidants), overcome barriers to sustained use (e.g., by receiving wrap-around support), and establish boundaries of use. Further, we suggest how generative AI platforms may be redesigned to better support entrepreneurs, such as by taking into account the benefits and tensions of use in a social context.
- Additional Labors of the Entrepreneurial Self. Proc. ACM Hum.-Comput. Interact. 3, CSCW, Article 218 (nov 2019), 24Â pages. https://doi.org/10.1145/3359320
- How Knowledge Workers Use and Want to Use LLMs in an Enterprise Context. In Extended Abstracts of the CHI Conference on Human Factors in Computing Systems. 1–8.
- Kathy Charmaz. 2006. Constructing Grounded Theory: A Practical Guide Through Qualitative Analysis. Vol. 1. 72–95.
- McKinsey & Company. 2023. What is prompt engineering? McKinsey Explainers (2023). https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-prompt-engineering
- Anne Corden and Roy Sainsbury. 2006. Using Verbatim Quotations in Reporting Qualitative Social Research: The views of research users. (01 2006).
- Entrepreneurship and the socio-technical chasm in a lean economy. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems. 1–14.
- The Village: Infrastructuring Community-based Mentoring to Support Adults Experiencing Poverty. In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems (New Orleans, LA, USA) (CHI ’22). Association for Computing Machinery, New York, NY, USA, Article 574, 17 pages. https://doi.org/10.1145/3491102.3501949
- No: Critical refusal as feminist data practice. In conference companion publication of the 2020 on computer supported cooperative work and social computing. 199–202.
- Sparks: Inspiration for science writing using language models. In Proceedings of the 2022 ACM Designing Interactive Systems Conference. 1002–1019.
- Michael Golembewski and Mark Selby. 2010. Ideation decks: a card-based design ideation tool. In Proceedings of the 8th ACM Conference on Designing Interactive Systems. 89–92.
- The Crowd is a Collaborative Network. In Proceedings of the 19th ACM Conference on Computer-Supported Cooperative Work & Social Computing (San Francisco, California, USA) (CSCW ’16). Association for Computing Machinery, New York, NY, USA, 134–147. https://doi.org/10.1145/2818048.2819942
- Catherine Grevet and Eric Gilbert. 2015. Piggyback Prototyping: Using Existing, Large-Scale Social Computing Systems to Prototype New Ones. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems (Seoul, Republic of Korea) (CHI ’15). Association for Computing Machinery, New York, NY, USA, 4047–4056. https://doi.org/10.1145/2702123.2702395
- Deconstructing community-based collaborative design: Towards more equitable participatory design engagements. Proceedings of the ACM on Human-Computer Interaction 3, CSCW (2019), 1–25.
- The Components of Trust for Collaborating With AI Colleagues. In Companion Publication of the 2022 Conference on Computer Supported Cooperative Work and Social Computing (Virtual Event, Taiwan) (CSCW’22 Companion). Association for Computing Machinery, New York, NY, USA, 72–75. https://doi.org/10.1145/3500868.3559450
- Community Collectives: Low-tech Social Support for Digitally-Engaged Entrepreneurship. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems (, Honolulu, HI, USA,) (CHI ’20). Association for Computing Machinery, New York, NY, USA, 1–15. https://doi.org/10.1145/3313831.3376363
- Making a living my way: Necessity-driven entrepreneurship in resource-constrained communities. Proceedings of the ACM on Human-Computer Interaction 2, CSCW (2018), 1–24.
- Sensing wellbeing in the workplace, why and for whom? envisioning impacts with organizational stakeholders. Proceedings of the ACM on Human-Computer Interaction 7, CSCW2 (2023), 1–33.
- Deconstructing the Veneer of Simplicity: Co-Designing Introductory Generative AI Workshops with Local Entrepreneurs. In Proceedings of the CHI Conference on Human Factors in Computing Systems. 1–16.
- Tech Help Desk: Support for Local Entrepreneurs Addressing the Long Tail of Computing Challenges. In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems (New Orleans, LA, USA,) (CHI ’22). Association for Computing Machinery, New York, NY, USA, Article 15, 15 pages. https://doi.org/10.1145/3491102.3517708
- Peerdea: Co-Designing a Peer Support Platform with Creative Entrepreneurs. Proceedings of the ACM on Human-Computer Interaction 8, CSCW1 (2024), 1–24.
- Digital entrepreneurship: A research agenda on new business models for the twenty-first century. International Journal of Entrepreneurial Behaviour & Research 25, 2 (2019), 353–375. https://www.proquest.com/scholarly-journals/digital-entrepreneurship/docview/2182418213/se-2 Copyright - © Emerald Publishing Limited 2018; Last updated - 2023-11-26; SubjectsTermNotLitGenreText - Balearic Islands; United States–US; Finland; Spain.
- Kristine M Kuhn and Tera L Galloway. 2015. With a little help from my competitors: Peer networking among artisan entrepreneurs. Entrepreneurship Theory and Practice 39, 3 (2015), 571–600.
- Christopher A Le Dantec and Sarah Fox. 2015. Strangers at the gate: Gaining access, building rapport, and co-constructing community-based research. In Proceedings of the 18th ACM conference on computer supported cooperative work & social computing. 1348–1358.
- Vivian Liu and Lydia B Chilton. 2022. Design Guidelines for Prompt Engineering Text-to-Image Generative Models. In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems (, New Orleans, LA, USA,) (CHI ’22). Association for Computing Machinery, New York, NY, USA, Article 384, 23 pages. https://doi.org/10.1145/3491102.3501825
- George A. Marcoulides. 1989. Measuring Computer Anxiety: The Computer Anxiety Scale. Educational and Psychological Measurement 49, 3 (1989), 733–739. https://doi.org/10.1177/001316448904900328 arXiv:https://doi.org/10.1177/001316448904900328
- Michael M. Grynbaum and Ryan Mac. 2023. New York Times sues OpenAI and Microsoft over A.I. Use of Copyrighted Work. The New York Times (2023). https://www.nytimes.com/2023/12/27/business/media/new-york-times-open-ai-microsoft-lawsuit.html
- MIT Sloan. 2023. Legal Issues Presented by Generative AI. https://mitsloan.mit.edu/ideas-made-to-matter/legal-issues-presented-generative-ai. Accessed: 2024-15-01.
- The Design Space of Generative Models. arXiv:2304.10547Â [cs.AI]
- Anne Oeldorf-Hirsch and Darren Gergle. 2020. ’Who Knows What’: Audience Targeting for Question Asking on Facebook. Proc. ACM Hum.-Comput. Interact. 4, GROUP, Article 11 (jan 2020), 20 pages. https://doi.org/10.1145/3375191
- OpenAI. 2024. ChatGPT. https://openai.com/chatgpt/. Accessed: 2024-05-22.
- The Uneven Impact of Generative AI on Entrepreneurial Performance. OSF Preprints. https://doi.org/10.31219/osf.io/hdjpk
- Lucy Pei and Roderic Crooks. 2020. Attenuated Access: Accounting for Startup, Maintenance, and Affective Costs in Resource-Constrained Communities. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems (, Honolulu, HI, USA,) (CHI ’20). Association for Computing Machinery, New York, NY, USA, 1–15. https://doi.org/10.1145/3313831.3376587
- Edward B Roberts. 1991. Entrepreneurs in high technology: Lessons from MIT and beyond. Oxford University Press.
- Integrating AI in Human-Human Collaborative Ideation. In Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems (Hamburg, Germany) (CHI EA ’23). Association for Computing Machinery, New York, NY, USA, Article 355, 5 pages. https://doi.org/10.1145/3544549.3573802
- IBMÂ Research Staff. 2023. What is Generative AI? IBM Research Blog (2023). https://research.ibm.com/blog/what-is-generative-AI
- Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Models. IEEE Transactions on Visualization and Computer Graphics 29, 1 (2023), 1146–1156. https://doi.org/10.1109/TVCG.2022.3209479
- Verbal to Visual. 2023. How to Draw Star People. https://youtu.be/zq00icc13I4?si=09FoEogESJg6O9OE. Accessed: 2024-01-23.
- Getting the right design and the design right. In Proceedings of the SIGCHI conference on Human Factors in computing systems. 1243–1252.
- Storyboarding: an empirical determination of best practices and effective guidelines. 12–21. https://doi.org/10.1145/1142405.1142410
- Mathias Peter Verheijden and Mathias Funk. 2023. Collaborative Diffusion: Boosting Designerly Co-Creation with Generative AI. In Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems (, Hamburg, Germany,) (CHI EA ’23). Association for Computing Machinery, New York, NY, USA, Article 73, 8 pages. https://doi.org/10.1145/3544549.3585680
- Eric von Hippel. 2005. Democratizing Innovation. The MIT Press. https://doi.org/10.7551/mitpress/2333.001.0001 arXiv:https://direct.mit.edu/book-pdf/2092624/book_9780262285636.pdf
- ScatterShot: Interactive In-context Example Curation for Text Transformation. In Proceedings of the 28th International Conference on Intelligent User Interfaces (Sydney, NSW, Australia) (IUI ’23). Association for Computing Machinery, New York, NY, USA, 353–367. https://doi.org/10.1145/3581641.3584059
- Why Johnny Can’t Prompt: How Non-AI Experts Try (and Fail) to Design LLM Prompts. In Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems (, Hamburg, Germany,) (CHI ’23). Association for Computing Machinery, New York, NY, USA, Article 437, 21 pages. https://doi.org/10.1145/3544548.3581388
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