An Adaptive Simulated Startup Financial Modeling Mentor Using a Large Language Model to Address Shortages in Skilled Advisors: Architecture and Design Considerations

Joseph Benjamin Ilagan; Jose Ramon Ilagan; Lois Abigail To; Zachary Matthew Alabastro

doi:10.1007/978-3-031-92967-0_4

An Adaptive Simulated Startup Financial Modeling Mentor Using a Large Language Model to Address Shortages in Skilled Advisors: Architecture and Design Considerations

Joseph Benjamin Ilagan, Jose Ramon Ilagan, Lois Abigail To, Zachary Matthew Alabastro

Department of Quantitative Methods and Information Technology

Ateneo de Manila University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Adaptive Instructional Systems - 7th International Conference, AIS 2025, Held as Part of the 27th HCI International Conference, HCII 2025, Proceedings
Editors	Robert A. Sottilare, Jessica Schwarz
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	56-66
Number of pages	11
ISBN (Print)	9783031929663
DOIs	https://doi.org/10.1007/978-3-031-92967-0_4
State	Published - 2025
Event	7th International Conference on Adaptive Instructional Systems, AIS 2025, held as part of the 27th HCI International Conference, HCII 2025 - Gothenburg, Sweden Duration: Jun 22 2025 → Jun 27 2025

Publication series

Name	Lecture Notes in Computer Science
Volume	15812 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	7th International Conference on Adaptive Instructional Systems, AIS 2025, held as part of the 27th HCI International Conference, HCII 2025
Country/Territory	Sweden
City	Gothenburg
Period	6/22/25 → 6/27/25

ASJC Scopus Subject Areas

Theoretical Computer Science
General Computer Science

Keywords

Agentic systems
Chatbot
Entrepreneurship education
Generative AI
Tutoring Chatbot

Access to Document

10.1007/978-3-031-92967-0_4

Cite this

Ilagan, J. B., Ilagan, J. R., To, L. A., & Alabastro, Z. M. (2025). An Adaptive Simulated Startup Financial Modeling Mentor Using a Large Language Model to Address Shortages in Skilled Advisors: Architecture and Design Considerations. In R. A. Sottilare, & J. Schwarz (Eds.), Adaptive Instructional Systems - 7th International Conference, AIS 2025, Held as Part of the 27th HCI International Conference, HCII 2025, Proceedings (pp. 56-66). (Lecture Notes in Computer Science; Vol. 15812 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-92967-0_4

An Adaptive Simulated Startup Financial Modeling Mentor Using a Large Language Model to Address Shortages in Skilled Advisors: Architecture and Design Considerations. / Ilagan, Joseph Benjamin; Ilagan, Jose Ramon; To, Lois Abigail et al.
Adaptive Instructional Systems - 7th International Conference, AIS 2025, Held as Part of the 27th HCI International Conference, HCII 2025, Proceedings. ed. / Robert A. Sottilare; Jessica Schwarz. Springer Science and Business Media Deutschland GmbH, 2025. p. 56-66 (Lecture Notes in Computer Science; Vol. 15812 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Ilagan, JB, Ilagan, JR, To, LA & Alabastro, ZM 2025, An Adaptive Simulated Startup Financial Modeling Mentor Using a Large Language Model to Address Shortages in Skilled Advisors: Architecture and Design Considerations. in RA Sottilare & J Schwarz (eds), Adaptive Instructional Systems - 7th International Conference, AIS 2025, Held as Part of the 27th HCI International Conference, HCII 2025, Proceedings. Lecture Notes in Computer Science, vol. 15812 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 56-66, 7th International Conference on Adaptive Instructional Systems, AIS 2025, held as part of the 27th HCI International Conference, HCII 2025, Gothenburg, Sweden, 6/22/25. https://doi.org/10.1007/978-3-031-92967-0_4

Ilagan JB, Ilagan JR, To LA, Alabastro ZM. An Adaptive Simulated Startup Financial Modeling Mentor Using a Large Language Model to Address Shortages in Skilled Advisors: Architecture and Design Considerations. In Sottilare RA, Schwarz J, editors, Adaptive Instructional Systems - 7th International Conference, AIS 2025, Held as Part of the 27th HCI International Conference, HCII 2025, Proceedings. Springer Science and Business Media Deutschland GmbH. 2025. p. 56-66. (Lecture Notes in Computer Science). doi: 10.1007/978-3-031-92967-0_4

Ilagan, Joseph Benjamin ; Ilagan, Jose Ramon ; To, Lois Abigail et al. / An Adaptive Simulated Startup Financial Modeling Mentor Using a Large Language Model to Address Shortages in Skilled Advisors : Architecture and Design Considerations. Adaptive Instructional Systems - 7th International Conference, AIS 2025, Held as Part of the 27th HCI International Conference, HCII 2025, Proceedings. editor / Robert A. Sottilare ; Jessica Schwarz. Springer Science and Business Media Deutschland GmbH, 2025. pp. 56-66 (Lecture Notes in Computer Science).

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