IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i15p6334-d1441917.html

Artificial Intelligence Integration in Sustainable Business Practices: A Text Mining Analysis of USA Firms

Author

Listed:
  • Yavuz Selim Balcıoğlu

    (Department of Management Information Systems, Faculty of Business Administration, Gebze Technical University, 41400 Gebze, Türkiye)

  • Ahmet Alkan Çelik

    (Faculty of Economics and Administrative Sciences, Doğuş University, 34775 Ümraniye, Türkiye)

  • Erkut Altındağ

    (Faculty of Communication, New Media Department, Istanbul Beykent University, 34398 Sarıyer, Türkiye)

Abstract

Artificial Intelligence (AI) is transforming sustainable business strategies globally, yet its specific applications within American enterprises remain underexplored. This study examines the integration of AI in sustainability efforts across various industries in the USA from 2014 to 2022. By analyzing 263 sustainability reports from 41 leading Nasdaq-listed firms using advanced text mining techniques, we uncover nuanced insights into how AI is employed to address environmental and social challenges. Our findings reveal a strategic deployment of AI not only to enhance operational efficiency, but also to drive significant environmental improvements, such as optimizing renewable energy usage and mitigating emissions. Additionally, AI’s impact extends to fostering workplace safety, enhancing diversity, and bolstering community initiatives. This research highlights the critical role of AI as a catalyst in advancing sustainable practices, providing a blueprint for other regions and industries aiming to leverage technology for greater sustainability.

Suggested Citation

  • Yavuz Selim Balcıoğlu & Ahmet Alkan Çelik & Erkut Altındağ, 2024. "Artificial Intelligence Integration in Sustainable Business Practices: A Text Mining Analysis of USA Firms," Sustainability, MDPI, vol. 16(15), pages 1-19, July.
    • Handle: RePEc:gam:jsusta:v:16:y:2024:i:15:p:6334-:d:1441917
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/15/6334/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/16/15/6334/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Tan Yigitcanlar & Federico Cugurullo, 2020. "The Sustainability of Artificial Intelligence: An Urbanistic Viewpoint from the Lens of Smart and Sustainable Cities," Sustainability, MDPI, vol. 12(20), pages 1-24, October.
    2. Vasile Dinu, 2021. "Artificial Intelligence in Wholesale and Retail," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 23(56), pages 1-5, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Majdi Quttainah, 2025. "Shaping the Future of Organizational Behaviour Research: Bridging Theoretical Foundations with Emerging Challenges," FIIB Business Review, , vol. 14(2), pages 123-127, March.
    2. Muhammad Khalid Anser & Muhammad Naeem & Shoukat Ali & Sajid Ali & Rubab Javid, 2025. "The relationship between artificial intelligence and environmental performance: the mediating role of external environmental factors," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-7, December.
    3. Subhra Mondal & Subhankar Das & Vasiliki G. Vrana, 2024. "Exploring the Role of Artificial Intelligence in Achieving a Net Zero Carbon Economy in Emerging Economies: A Combination of PLS-SEM and fsQCA Approaches to Digital Inclusion and Climate Resilience," Sustainability, MDPI, vol. 16(23), pages 1-35, November.
    4. Muhammad Qamar Rasheed & Zhao Yuhuan, 2026. "Exploring the Impact of Technology Related to Artificial Intelligence, Circular Economy, and Energy Intensity on Sustainable Development Goal 13," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(1), pages 533-553, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Henrik Skaug Sætra, 2021. "AI in Context and the Sustainable Development Goals: Factoring in the Unsustainability of the Sociotechnical System," Sustainability, MDPI, vol. 13(4), pages 1-19, February.
    2. Palmyra Repette & Jamile Sabatini-Marques & Tan Yigitcanlar & Denilson Sell & Eduardo Costa, 2021. "The Evolution of City-as-a-Platform: Smart Urban Development Governance with Collective Knowledge-Based Platform Urbanism," Land, MDPI, vol. 10(1), pages 1-25, January.
    3. Tan Yigitcanlar & Rashid Mehmood & Juan M. Corchado, 2021. "Green Artificial Intelligence: Towards an Efficient, Sustainable and Equitable Technology for Smart Cities and Futures," Sustainability, MDPI, vol. 13(16), pages 1-14, August.
    4. Hanna Obracht-Prondzyńska & Ewa Duda & Helena Anacka & Jolanta Kowal, 2022. "Greencoin as an AI-Based Solution Shaping Climate Awareness," IJERPH, MDPI, vol. 19(18), pages 1-25, September.
    5. Nayomi Kankanamge & Tan Yigitcanlar & Ashantha Goonetilleke, 2022. "Gamifying Community Education for Enhanced Disaster Resilience: An Effectiveness Testing Study from Australia," Future Internet, MDPI, vol. 14(6), pages 1-22, June.
    6. Tao Li & Jianqiang Luo & Kaitong Liang & Chaonan Yi & Lei Ma, 2023. "Synergy of Patent and Open-Source-Driven Sustainable Climate Governance under Green AI: A Case Study of TinyML," Sustainability, MDPI, vol. 15(18), pages 1-21, September.
    7. Seng Boon Lim & Jalaluddin Abdul Malek & Md Farabi Yussoff Md Yussoff & Tan Yigitcanlar, 2021. "Understanding and Acceptance of Smart City Policies: Practitioners’ Perspectives on the Malaysian Smart City Framework," Sustainability, MDPI, vol. 13(17), pages 1-31, August.
    8. Albérico Travassos Rosário & Paula Rosa Lopes & Filipe Sales Rosário, 2025. "How Digital Development Leverages Sustainable Development," Sustainability, MDPI, vol. 17(13), pages 1-34, July.
    9. Tatiana Tucunduva Philippi Cortese & Jairo Filho Sousa de Almeida & Giseli Quirino Batista & José Eduardo Storopoli & Aaron Liu & Tan Yigitcanlar, 2022. "Understanding Sustainable Energy in the Context of Smart Cities: A PRISMA Review," Energies, MDPI, vol. 15(7), pages 1-38, March.
    10. Yi Song Liu & Tan Yigitcanlar & Mirko Guaralda & Kenan Degirmenci & Aaron Liu & Michael Kane, 2022. "Leveraging the Opportunities of Wind for Cities through Urban Planning and Design: A PRISMA Review," Sustainability, MDPI, vol. 14(18), pages 1-78, September.
    11. Sehrish Munawar Cheema & Abdul Hannan & Ivan Miguel Pires, 2022. "Smart Waste Management and Classification Systems Using Cutting Edge Approach," Sustainability, MDPI, vol. 14(16), pages 1-21, August.
    12. Philip Cooke, 2021. "After the Contagion. Ghost City Centres: Closed “Smart” or Open Greener?," Sustainability, MDPI, vol. 13(6), pages 1-12, March.
    13. Aleksandra Kuzior & Dariusz Krawczyk & Paulina Brożek & Olena Pakhnenko & Tetyana Vasylieva & Serhiy Lyeonov, 2022. "Resilience of Smart Cities to the Consequences of the COVID-19 Pandemic in the Context of Sustainable Development," Sustainability, MDPI, vol. 14(19), pages 1-22, October.
    14. Anushka Goel & Geeta Raut & Asmita Sharma & Udita Taneja, 2024. "Artificial Intelligence and Sustainable Business: A Review," South Asian Journal of Business and Management Cases, , vol. 13(3), pages 340-365, December.
    15. Li, Wenda & Yigitcanlar, Tan & Liu, Aaron & Erol, Isil, 2022. "Mapping two decades of smart home research: A systematic scientometric analysis," Technological Forecasting and Social Change, Elsevier, vol. 179(C).
    16. Sorin George Toma & Oana Simona Hudea, 2024. "Generation Z Students’ Perceptions on the Abilities, Skills and Competencies Required in the Age of Artificial Intelligence Systems," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 26(65), pages 162-162, February.
    17. Xiaoyan Peng & Xin Guan & Yanzhao Zeng & Jiali Zhang, 2024. "Artificial Intelligence-Driven Multi-Energy Optimization: Promoting Green Transition of Rural Energy Planning and Sustainable Energy Economy," Sustainability, MDPI, vol. 16(10), pages 1-20, May.
    18. Tao Li & Junlin Zhu & Jianqiang Luo & Chaonan Yi & Baoqing Zhu, 2023. "Breaking Triopoly to Achieve Sustainable Smart Digital Infrastructure Based on Open-Source Diffusion Using Government–Platform–User Evolutionary Game," Sustainability, MDPI, vol. 15(19), pages 1-24, October.
    19. Zongtian Guo & Federico Cugurullo, 2025. "Smart Urbanism Through Artificial Intelligence (AI)‐Megaprojects: The Case of China's Healthcare Services," Public Administration & Development, Blackwell Publishing, vol. 45(3), pages 296-312, August.
    20. Kaidi Liu & Yancang Li & Rong Cui, 2022. "Design of a Computable Approximate Reasoning Logic System for AI," Mathematics, MDPI, vol. 10(9), pages 1-16, April.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:16:y:2024:i:15:p:6334-:d:1441917. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.