Transforming Personal Finance Coaching through Artificial Intelligence

Artificial intelligence (AI) has bloomed in recent years and is gradually becoming an irreplaceable asset in finance,among other sectors. Personal finance is a subset of finance, which too is being revolutionized due to changing timesand technological advancements, much like AI. Security and proper financial guidance have never been moreimportant with such significant change. In this study, we use FinBERT, a modern large language model specializedin the financial domain, for our AI-powered personal finance coach. However, FinBERT, although a cut above therest, still has room for growth, so we aim to improve its flaws and enhance its efficiency. We established thatFinBERT succeeded in detecting sentiments in explicit sentiments, but was not usually successful in doing socorrectly for implicit sentiments. FinBERT, despite its limitations, has a high accuracy and is the best model to usein our study. This model can also be utilised to provide accurate results regarding the overall trend (positive ornegative) of the global stock market. Our results demonstrate that integrating AI in personal finances is feasible andcan successfully aid individuals in making decisions regarding their finances.

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Publication Details

Journal
International Journal Of Engineering And Computer Science
Published
2024-11-03
DOI
https://doi.org/10.18535/ijecs/v13i11.4929
Primary Topic
Human Resource and Talent Management
Type
article
Field-Weighted Citation Impact
0.00
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article

Transforming Personal Finance Coaching through Artificial Intelligence

Vatsal Goel, Ayush Chauhan, Kritika Verma, Aimen Mushtaq et al.
International Journal Of Engineering And Computer Science
Human Resource and Talent Management
article

Transforming Personal Finance Coaching through Artificial Intelligence

Vatsal Goel, Ayush Chauhan, Kritika Verma, Aimen Mushtaq, Ranvitha Chirumamilla, Pranav Kadiyala, Ruthwik Guntupalli
article en

Abstract

Artificial intelligence (AI) has bloomed in recent years and is gradually becoming an irreplaceable asset in finance,among other sectors. Personal finance is a subset of finance, which too is being revolutionized due to changing timesand technological advancements, much like AI. Security and proper financial guidance have never been moreimportant with such significant change. In this study, we use FinBERT, a modern large language model specializedin the financial domain, for our AI-powered personal finance coach. However, FinBERT, although a cut above therest, still has room for growth, so we aim to improve its flaws and enhance its efficiency. We established thatFinBERT succeeded in detecting sentiments in explicit sentiments, but was not usually successful in doing socorrectly for implicit sentiments. FinBERT, despite its limitations, has a high accuracy and is the best model to usein our study. This model can also be utilised to provide accurate results regarding the overall trend (positive ornegative) of the global stock market. Our results demonstrate that integrating AI in personal finances is feasible andcan successfully aid individuals in making decisions regarding their finances.

International Journal Of Engineering And Computer ScienceVol. 13(11)
International Institute of Information Technology, Hyderabad (IN)
Openalex Percentile: Top 72%
Human Resource and Talent Management
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