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@article{195286,
        author = {ATHARVA A. KATEKAR and ANJALI B. RAUT and JAY A.DENGLE and SHREYASH S. HANDE and VYANKATESH G. KULKARNI and HARSHAL V. THAKUR and VAISHNAVI K. BOBADE},
        title = {StocksPI: A Smart Platform for Beginner Stock Market Investors},
        journal = {International Journal of Innovative Research in Technology},
        year = {2026},
        volume = {12},
        number = {10},
        pages = {7675-7683},
        issn = {2349-6002},
        url = {https://ijirt.org/article?manuscript=195286},
        abstract = {In today’s financial landscape, the percentage of young individuals actively investing in the stock market remains significantly low. Many beginners, especially students and early age earners, hesitate to invest due to fear, lack of proper knowledge, and confusion regarding market functioning. This gap between interest and action inspired the development of StocksPI, a beginner-friendly stock market guidance system designed to simplify investment decision-making. However, the system operates within regulatory limitations. According to the Securities and Exchange Board of India (SEBI) regulations, particularly under the Investment Advisers framework introduced in 2013, providing direct buy or sell stock tips without proper authorization is restricted. Therefore, StocksPI does not provide direct trading recommendations but instead focuses on offering analytical guidance and educational support to users. The proposed system integrates Machine Learning algorithms and sentiment analysis techniques to evaluate stock trends and market behavior. By processing historical data and market sentiment, the system generates analytical insights rather than direct investment advice. A key feature of StocksPI is “Constant Pie,” an AI-based assistant designed to continuously assist users by answering queries, explaining market concepts, and guiding beginners throughout their learning journey. Existing trading and investment applications often assume prior knowledge of financial markets, making them difficult for first-time investors to use effectively. StocksPI addresses this issue by combining predictive analytics with an interactive AI assistant to enhance accessibility and user confidence. The results indicate that such a guidance-based system can reduce the psychological barrier associated with stock market investment and encourage informed participation. By empowering users with structured insights and educational assistance, StocksPI aims to help beginners understand market dynamics and navigate investment decisions more confidently.},
        keywords = {},
        month = {March},
        }