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Geological and Mining Engineering

Geological and Mining Engineering (GME), published by Scineer Publishing PTE. LTD, is an open-access journal. GME is devoted to publish geological and mining engineering related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on geological and mining engineering throughout the world. GME welcomes all original

ISSN: 3029-1887(P)

3029-2034(O)

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Food Safety and Quality

Food Safety and Quality (FSQ), published by Scineer Publishing PTE. LTD, is an open-access journal. FSQ is devoted to publish food safety and quality related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on food safety and quality throughout the world. FSQ welcomes all original manuscripts that do not be published in any other journals.

ISSN: 3029-2115(P)

3029-2123(O)

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Hydraulic Engineering and Power Research

Hydraulic Engineering and Power Research (HEPR), published by Scineer Publishing PTE. LTD, is an open-access journal. HEPR is devoted to publish hydraulic engineering and power related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on hydraulic engineering and power throughout the world. HEPR welcomes all original manuscripts that do not be published in any other journals.Â

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Â Â Â Â ISSN: 3029-2158(P)

Â Â Â Â Â Â Â Â Â 3029-2166(O)

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Medical and Health Research

Medical and Health Research (MHR), published by Scineer Publishing PTE. LTD, is an open-access journal. MHR is devoted to publish medicine related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on medicine throughout the world. MHR welcomes all original manuscripts that do not be published in any other journals.Â

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Â Â Â Â ISSN: 3029-2190(P)

Â Â Â Â Â Â Â Â Â 3029-2204(O)

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Practical Medical Research

Practical Medical Research (PMR), published by Scineer Publishing PTE. LTD, is an open-access journal. PMR is devoted to publish medicine related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on medicine throughout the world. PMR welcomes all original manuscripts that do not be published in any other journals.Â

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Â Â Â Â ISSN: 3029-2085(P)

Â Â Â Â Â Â Â Â Â Â 3029-2093(O)

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Forum on Research and Innovation Management

Forum on Research and Innovation Management (FRIM), published by Scineer Publishing PTE. LTD, is an open-access journal. FRIM is devoted to publish research and innovation management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on research and innovation management throughout the world. FRIM welcomes all original manuscripts that do not be published in any other journals.Â

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Â Â Â Â ISSN: 3029-1933(P)

Â Â Â Â Â Â Â Â Â 3029-1984(O)

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Construction Safety Technology and Management

Construction Safety Technology and Management (CSTM), published by Scineer Publishing PTE. LTD, is an open-access journal. CSTM is devoted to publish construction safety technology and management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on construction safety technology and management throughout the world. CSTM welcomes all original manuscripts that do not be published in any other journals.Â

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Â Â Â Â Â ISSN: 3029-2069(P)

Â Â Â Â Â Â Â Â Â Â Â 3029-2077(O)

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Industrial Technology Research

Industrial Technology Research (ITR), published by Scineer Publishing PTE. LTD, is an open-access journal. ITR is devoted to publish industrial technology related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on industrial technology throughout the world. ITR welcomes all original manuscripts that do not be published in any other journals.

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Â Â Â Â ISSN: 3029-1895(P)

Â Â Â Â Â Â Â Â Â Â 3029-2026(O)

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Environmental Protection and Health

Environmental Protection and Health (EPH), published by Scineer Publishing PTE. LTD, is an open-access journal. EPH is devoted to publish environmental protection and health related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on environmental protection and health throughout the world. EPH welcomes all original manuscripts that do not be published in any other journals.Â

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Â Â Â Â ISSN: 3029-1909(P)

Â Â Â Â Â Â Â Â Â 3029-2018(O)

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Artificial Intelligence Technology Research

Artificial Intelligence Technology Research (AITR), published by Scineer Publishing PTE. LTD, is an open-access journal. AITR is devoted to publish artificial intelligence technology related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on artificial intelligence technology throughout the world. AITR welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-1968(O)

Â Â Â Â Â Â Â Â Â 3029-195X(P)
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Curriculum Learning and Exploration

Curriculum Learning and Exploration (CLE), published by Scineer Publishing PTE. LTD, is an open-access journal. CLE is devoted to publish curriculum related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on curriculum throughout the world. CLE welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-1976(O)

Â Â Â Â Â Â Â Â Â 3029-1941(P)
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Evaluation of Educational Research

Evaluation of Educational Research (EER), published by Scineer Publishing PTE. LTD, is an open-access journal. EER is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. EER welcomes all original manuscripts that do not be published in any other journals.

Â Â Â Â ISSN: 3029-1992(O)

Â Â Â Â Â Â Â Â Â 3029-1925(P)
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World Education Forum

World Education Forum (WEF), published by Scineer Publishing PTE. LTD, is an open-access journal. WEF is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. WEF welcomes all original manuscripts that do not be published in any other journals.

Â Â Â Â ISSN: 3029-214X(O)

Â Â Â Â Â Â Â Â Â 3029-2131(P)

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New Explorations in Education and Teaching

New Explorations in Education and Teaching (NEET), published by Scineer Publishing PTE. LTD, is an open-access journal. NEET is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. NEET welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-200X(O)

Â Â Â Â Â Â Â Â Â 3029-1917(P)

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Modern Economic Management Forum

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Modern Economic Management Forum (MEMF), published by Scineer Publishing PTE. LTD, is an open-access journal. MEMF is devoted to publish modern economic management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on economic management throughout the world. MEMF welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-2182(O)

Â Â Â Â Â Â Â Â Â 3029-2174(P)

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Research and Commentary on Humanities and Arts

Research and Commentary on Humanities and ArtsÂ (RCHA), published by Scineer Publishing PTE. LTD, is an open-access journal. RCHA is devoted to publish humanities and arts related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on humanities and arts throughout the world. RCHA welcomes all original manuscripts that do not be published in any other journals.Â

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Â Â Â Â Â Â ISSN: 3029-2050(O)

Â Â Â Â Â Â Â Â Â Â Â 3029-2042(P)

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Scineer Publishing is a publisher of open access journals. Covering various disciplines and promoting interdisciplinary development, Scineer Publishing adheres to a principle of respecting academics, and publishes insightful and rigorous academic research contents.

12 Eu Tong Sen Street, #07-168, Singapore 059819

E-mail: scineerpub@126.com

Copyright © 2023 Scineer Publishing Pte. Ltd.

The Impact of Data Factors and Algorithms on AI Business Model Innovation

Xingran Chen

Abstract

This paper systematically analyzes the synergistic mechanisms of data factors, algorithmic innovation, and computing power in
driving AI business model innovation. Research indicates that data factors facilitate the transition from “resource-dependent” to “innovationdriven” models through scale accumulation, circulation activation, and analytical depth, algorithms reshape value creation via efficiency
revolution, personalization, and explainability, computing power redefines infrastructure rules through elastic supply, scenario-based demand,
and shared synergy. These elements form a dynamic “data foundation-algorithm drive-computing support” triangle, collectively addressing
bottlenecks (e.g., a chip dependency, <50% computing utilization), ethical risks, and talent gaps. Integrating empirical data (e.g., China’s intelligent computing power reaching 1, 037.3 EFLOPS by 2025) and industry cases (e.g., “East Data West Computing” reducing PUE to 1.15),
we propose stratified implementation pathways and innovation strategies emphasizing the systemic balance of technical feasibility, market
adaptability, and ecosystem synergy, providing a framework for sustainable AI commercialization.

Keywords

Data Factors; Algorithmic Innovation; Computing Power Driving; AI Business Model Innovation; Synergistic Mechanism

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References

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[2] Deng, W. H., & He, J. H. (2025). Data circulation empowers new productive forces: Theoretical logic and legal guarantee. Southwest

Finance, (02), 31-43.

[3] Ren, X. Y., et al. (2025). How can humans and machines collaborate? Mechanism of intelligent data analysis creating value for multiple

parties in sales scenarios. Advances in Psychological Science, 1-22.

[4] Liu, L. (2024). Research on the impact of data factor development level on the new consumption market—Based on circulation efficiency perspective. Journal of Commercial Economics, 2024(18), 60-63.

[5] Tu, F. F., & Zhou, M. H. (2019). Data quality issues in software development activity data. Journal of Software, 30(5), 1522–1531.

[6] Dong, J. D., et al. (2025). Survey on lightweight object detection algorithms based on deep learning. Journal of Frontiers of Computer

Science and Technology, 1-34.

[7] Jiang, H., & Xu, H. Y. (2022). Dilemmas and solutions in regulating personalized recommendation algorithms on e-commerce platforms. Price: Theory & Practice, 2022(12), 39-43.

[8] Shi, G. Y., Yu, W. J., & Chen, Y. (2024). Personalized recommendation algorithm based on tag mining. Computer Engineering and Design, 45(03), 932-939.

[9] Zheng, F., & Zhu, S. R. (2025). Two dimensions of AI “explainability” and their applicability. Journal of Dalian University of Technology (Social Sciences), 1-8.

[10] Wang, D. L., Yang, S., Ouyang, W. L., et al. (2023). AI explainability: Development and application. Computer Science, 50(S1), 19-25.

[11] Wang, T. X., et al. (2025). How can technology enterprises achieve business model innovation under time pressure? An exploratory case

study based on Siyi. Nankai Business Review, 1-18.

[12] Yuan, T. R., Gu, L. C., & Yao, Y. (2025). Research on the path and performance of Pinduoduo’s disruptive business model innovation.

Communication of Finance and Accounting, 2025(08), 159-166.

[13] Yang, Z., & Chen, J. (2025). Algorithm technology intervention and enterprise business model innovation—From the perspective of digital capability. Journal of Nanjing University (Philosophy, Humanities and Social Sciences), 62(01), 34-50.

[14] Sun, X. B., & Sun, H. B. (2022). How can business ecosystems co-create value in the digital age? A single-case study based on dynamic

capability and resource action perspective. Technology Economics, 41(11), 152-164.

[15] Adner, R. (2017). Ecosystem as structure. Journal of Management, 43(1), 39–58. https://doi.org/10.1177/0149206316675925

[16] Wang, Y., Fu, F. N., & Lu, S. T. (2025). Computing power sharing and market cultivation—Research on computing resource allocation

based on demand side. Research on Financial and Economic Issues, 2025(04), 3-14.

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[19] Yu, S. Y., Ma, X., Guo, M. J., et al. (2024). Research on overall layout and promotion strategy of national computing power network. EGovernment, 2024(11), 54-67.

DOI: http://dx.doi.org/10.70711/aitr.v2i10.7138

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Scineer Publishing is a publisher of open access journals. Covering various disciplines and promoting interdisciplinary development, Scineer Publishing adheres to a principle of respecting academics, and publishes insightful and rigorous academic research contents.

12 Eu Tong Sen Street, #07-168, Singapore 059819

E-mail: scineerpub@126.com

Copyright © 2023 Scineer Publishing Pte. Ltd.