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All Journal JIKA: Jurnal Ilmu Keuangan dan Perbankan
Al-Hchemi, Laith Haleem
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Economics, Econometrics & Finance

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STOCK CLOSING PRICE PREDICTION OF ISX-LISTED INDUSTRIAL COMPANIES USING ARTIFICIAL NEURAL NETWORKS Al-Hasnawi, Salim Sallal; Al-Hchemi, Laith Haleem
Jurnal Ilmu Keuangan dan Perbankan (JIKA) Vol. 11 No. 2: Juni 2022
Publisher : Program Studi Keuangan & Perbankan, Fakultas Ekonomi dan Bisnis, Universitas Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34010/jika.v11i2.7114

Abstract

Making stock investment decisions is a complex challenge that investors continuously face. When it comes to an uncertain future, making the wrong decision can result in massive losses. The paper aims to develop an artificial neural networks-based model predicting the closing price of top-six traded industrial ISX-listed stocks, which can guide investment decisions. The sample consisted of daily indexes ISX-released from (3/3/2019) to (31/3/2019). Matlab 2014b was used to run artificial neural networks using nntool software. Model's performance was evaluated using Mean squared error (MSE), Root mean squared error (RMSE), and R squared. Empirical results demonstrated the ability and efficiency of artificial neural networks to predict closing prices with high accuracy. As a result, we recommended employing Artificial Neural Networks model to predict stock prices as well as relying on to make decisions.
The Role of Crowdfunding in Fostering Entrepreneurship and Catalyzing Investment: A National Platform Model for Supporting Startups in Iraq Al-Hchemi, Laith Haleem
Jurnal Ilmu Keuangan dan Perbankan (JIKA) Vol. 15 No. 1: Desember 2025
Publisher : Program Studi Keuangan & Perbankan, Fakultas Ekonomi dan Bisnis, Universitas Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34010/jika.v15i1.17019

Abstract

This research aims to explore the possibility of using crowdfunding as a tool to promote entrepreneurship and investment in Iraq by presenting a national platform model that combines private funding and government support. The research looks into the ability of crowdfunding to transform unused savings in banking channels into productive investments that support projects, raise investment awareness and reduce unemployment rates. The research highlights the structural challenges of the Iraqi economy including weak digital infrastructure, absence of regulatory and legislative frameworks and low trust between citizens and financial and banking institutions. The study used a critical analytical methodology combining literature review and analysis of international successful experiences based on quantitative and qualitative data and a review of the most famous global crowdfunding platforms. The results showed that crowdfunding provides flexible financing options for emerging projects, investment and financial inclusion and the importance of the proposed model as a development tool. Therefore the research recommends to adopt this model as a solution to the current economic problems. Keywords: Crowdfunding; Entrepreneurship; Investment; Digital Transformation; Fintech
Co-Authors Al-Hasnawi, Salim Sallal