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Aplikasi Prediksi IHSG Berbasis Web Dengan Integrasi Multi-Algoritma Dwi Eko Waluyo; Cinantya Paramita; Hayu Wikan Kinasih; Dewi Pergiwati; Fauzi Adi Rafrastara
Jurnal Informatika: Jurnal Pengembangan IT Vol 9, No 2 (2024)
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/jpit.v9i2.6193

Abstract

The four regression algorithms used in predicting the Composite Stock Price Index (IHSG) have contributed significantly, as the test results show that the Decision Tree algorithm outperforms k-Nearest Neighbor, Linear Regression, and Random Forest, especially in terms of Mean Squared Error (MSE) and R2 score. The stages of data collection, pre-processing, and modeling, followed by model performance measurement, have provided valuable insights into the effectiveness of each algorithm. The success of the Decision Tree in this testing has further propelled its development into a web-based application. This conversion process, following the outlined flowchart, integrates various essential aspects of the model, including user interface and back-end integration, ensuring that the application can be accessed and used efficiently and effectively. Furthermore, the black box testing and User Acceptance Testing (UAT) results, using the Mean Opinion Score (MOS), enhance the validity and reliability of the application. Black box testing involving 2 features with 37 steps demonstrates the system's effectiveness in producing valid outputs, from the initial menu display to the prediction results. Additionally, UAT involving students and entrepreneurs as respondents provides in-depth insights into user acceptance. With a focus on functionality at 97.08%, reliability at 96.09%, and usability at 98.09%, UAT yields high scores in all three aspects, with usability achieving the highest score. These results not only confirm the efficiency of the system in performing its functions but also indicate a high level of user satisfaction, strongly suggesting the potential for widespread adoption of this application in the future.
Komparasi dan Implementasi Algoritma Regresi Machine Learning untuk Prediksi Indeks Harga Saham Gabungan Dwi Eko Waluyo; Hayu Wikan Kinasih; Cinantya Paramita; Dewi Pergiwati; Rajendra Nohan; Fauzi Adi Rafrastara
Jurnal Informatika: Jurnal Pengembangan IT Vol 9, No 1 (2024)
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/jpit.v9i1.6105

Abstract

Indeks Harga Saham Gabungan (IHSG) or Indonesia Composite Index (ICI) is part of the macro indicators of a country that describes the economic condition of a country. ICI is an interesting study to research since its existence will be able to show market sentiment regarding an event that occurred in a country. This research tries to predict the ICI in the future based on historical data. The dataset used in this research is publicly available in Yahoo Finance. The experiment is conducted by implementing some regression machine learning algorithms, such as Decision Tree, Random Forest, k-Nearest Neighbor (kNN), and Linear Regression. As a result, Decision Tree has the lowest MSE value compared to other methods: 1268.242. In this research, a website-based application prototype was also developed that can be used to view IHSG graphs and make future predictions, using the 4 (four) tested algorithms.
Postpartum care knowledge and its determinants during the COVID-19 pandemic in mothers in Indonesia Respati Wulandari; Fitria Dewi Puspita Anggraini; Alfiena Nisa Belladiena; Dwi Eko Waluyo
Science Midwifery Vol 11 No 6 (2024): February: Midwifery and Health Sciences
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/midwifery.v11i6.1409

Abstract

Background: Maternal deaths based on obstetric status in Semarang city, Indonesia, in 2018 occurred a lot during the postpartum (15 cases). Therefore, knowledge of postpartum care is essential in improving maternal health during the postpartum. This study aims to examine the picture of postpartum care knowledge during the COVID-19 pandemic and its determinants in Indonesia. Method: Cross-sectional research design. The study involved 92 postpartum mothers in 2 Puskesmas areas in Semarang City, Indonesia. The sample size was determined using the Cochrane formula with the inclusion criteria of pregnant women with a gestational age of 32-34 weeks. The study was conducted in January 2021. The instrument uses questionnaires and purposive sampling techniques. The Chi-Square and Fisher-Exact tests in this study are used to analyze the relationship between variables. Backward stepwise logistic regression test to determine determinants of postpartum care knowledge. Result: Mothers who had poor knowledge of postpartum care were 45.7%. Poor knowledge is found mainly in the aspects of nutritious food (65.2%), vitamin A (46.7%), and personal hygiene (47.7%). Mothers exposed to digital information are more likely to have knowledge of postpartum care (OR= 2.6; CI 95%= 1,100-6,018; p=0.029). Conclusion: Knowledge of postpartum care during the COVID-19 pandemic in Indonesia is still low and needs to be improved. The use of digital media as a medium for promoting postpartum care has an opportunity to improve maternal and infant health.
PENERAPAN METODE EOQ (ECONOMIC ORDER QUANTITY) DAN ROP (REDORDER POINT) DALAM PENGENDALIAN PERSEDIAAN BAHAN BAKU (Studi Kasus : CV Sekawan Kopi Maju) Kamal Ilyas; Dwi Eko Waluyo
Neraca: Jurnal Ekonomi, Manajemen dan Akuntansi Vol. 2 No. 10 (2024): Neraca: Jurnal Ekonomi, Manajemen dan Akuntansi
Publisher : Neraca: Jurnal Ekonomi, Manajemen dan Akuntansi

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Penelitian ini menganalisis penerapan metode Economic Order Quantity (EOQ) dan Reorder Point (ROP) dalam pengendalian persediaan bahan baku pada CV Sekawan Kopi Maju di Semarang. Tujuan utama penelitian adalah meningkatkan efisiensi operasional melalui optimalisasi pengelolaan persediaan, yang menjadi tantangan signifikan bagi industri kopi. Metode EOQ digunakan untuk menentukan jumlah pemesanan optimal guna meminimalkan biaya total persediaan, sementara metode ROP digunakan untuk menentukan titik pemesanan ulang agar tidak terjadi kekurangan stok. Data dalam penelitian ini diperoleh melalui wawancara, observasi langsung di lapangan, dan analisis dokumen perusahaan. Teknik analisis yang digunakan meliputi reduksi data, penyajian data, dan verifikasi. Hasil penelitian menunjukkan bahwa penerapan metode EOQ dan ROP berhasil mengoptimalkan pengendalian persediaan bahan baku, mengurangi biaya penyimpanan, dan meningkatkan efisiensi operasional di CV Sekawan Kopi Maju. Penelitian ini memberikan kontribusi teoritis dalam pengembangan ilmu manajemen persediaan serta manfaat praktis bagi CV Sekawan Kopi Maju dan perusahaan lain di industri kopi yang menghadapi tantangan serupa. Hasilnya diharapkan dapat menjadi acuan untuk strategi pengelolaan persediaan yang lebih efisien di masa mendatang.
Analisis Pengaruh Kinerja Keuangan terhadap Pertumbuhan Laba Pada Sektor Kesehatan yang Terdaftar di BEI Tahun 2020-2022 (per kuartal) Mega Ayu Lestari; Dwi Eko Waluyo
Jurnal Riset dan Inovasi Manajemen Vol. 2 No. 1 (2024): Februari : Jurnal Riset dan Inovasi Manajemen
Publisher : Universitas Katolik Widya Karya Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59581/jrim-widyakarya.v2i1.2634

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Profit growth is important for businesses as it can be used to forecast future business plans. Earnings growth is difficult to separate from the company's financial performance as measured by financial ratios. This study aims to determine the effect of accounts receivable turnover ratio, current ratio, debt to equity ratio, and inventory turnover on profit growth. This study has a population of 17 companies over three years (per quarter), and a sample of 204 collected through purposive sampling method, and this study uses data analysis methods, namely multiple regression analysis and panel data with Eviews 12 software. The analysis shows that ITR has a positive and significant effect on earnings growth (Ln), while RTR, CR, and DER have no effect on earnings growth (Ln). All independent variables, namely RTR, CR, DER, and ITR, affect earnings growth (Ln) simultaneously. Earnings growth (Ln) is influenced by the four independent variables by 9%. This shows the capability of financial ratios in anticipating profit increases and can influence investor investment decisions.
PENGARUH PROFITABILITAS, LIKUIDITAS, STRUKTUR MODAL DAN SOLVABILITAS TERHADAP NILAI PERUSAHAAN TELEKOMUNIKASI DENGAN COVID-19 SEBAGAI VARIABEL CONTROL Pramudianto, Chori Baskoro; Eko Waluyo, Dwi
Dinamika: Jurnal Manajemen Sosial Ekonomi Vol 4 No 1 (2024): DINAMIKA : Jurnal Manajemen Sosial Ekonomi
Publisher : LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/dinamika.v4i1.475

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The purpose of this study was to determine and analyze the effect of profitability, liquidity, capital structure and solvency on the value of telecommunications companies listed on the Indonesia Stock Exchange for the 2019-2022 period with covid-19 as a control variable. The data used is secondary data from the company's financial statements. This study applied purposive sampling technique in sampling, obtained a sample of 8 telecommunications companies with 128 financial reports. This study applies quantitative methods using data analysis techniques, namely panal data regression analysis and using eviews 12 for data processing. From this study, the results obtained based on the t statistical test, firm value does not get a partially significant positive effect from profitability, liquidity, and firm value does not get a partially significant negative effect from solvency, but firm value gets a partially significant negative effect from capital structure and covid-19. Based on the f statistical test, the company value gets a significant effect simultaneously from profitability, liquidity, capital structure, solvency and covid-19.
Pengaruh Kompensasi, Disiplin Kerja, Lingkungan Kerja, Terhadap Produktivitas Karyawan di PT. Sarana Bangun Pusaka Perdana, Reza Kresna; Waluyo, Dwi Eko
Jurnal EMT KITA Vol 8 No 3 (2024): JULY 2024
Publisher : Lembaga Otonom Lembaga Informasi dan Riset Indonesia (KITA INFO dan RISET) - Lembaga KITA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/emt.v8i3.2618

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The purpose of this study was to analyse the effect of compensation, work discipline, work environment, and leadership style on employee productivity at PT. Sarana Bangun Busaka. This research method is quantitative. In this study, the population used was the productivity of employees of PT. Sarana Bangun Pusaka. This research uses non-probability sampling. The sample was taken by purposive method. This study used a sample of 70 respondents. The data needed in this study is Primary Data. The data analysis technique is with the help of SPSS software. The results of this study are Employee productivity gets a significant effect partially from compensation. Employee productivity has a significant effect partially on work discipline. Employee productivity gets a significant effect partially from the work environment. Employee productivity does not get a significant effect partially from leadership style. Simultaneously the value of employee productivity is influenced by compensation, work discipline, work environment, and leadership style.
Does the boycott affect Israel-affiliated companies in Indonesia? Nurman Ilham Fadzilah; Lenni Yovita; Dwi Eko Waluyo; Vicky Oktavia
Finance : International Journal of Management Finance Vol. 1 No. 4 (2024): June
Publisher : Publikasi Inspirasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62017/finance.v1i4.48

Abstract

This study aims to analyze changes in abnormal returns and trading volume Activity (TVA) before and after the announcement of MUI Fatwa Number 83 of 2023 on companies that are targeted for boycott and allegedly affiliated with Israel. The researcher used an event study approach with an event window of 100 days before and 100 days after the announcement of MUI Fatwa Number 83 of 2023 to calculate abnormal returns and trading volume activity. The analysis step carried out in this study is to test the normality of the data first to see if the data has been distributed normally or not, then to test the hypothesis. For normally distributed data, the Paired Sample T-test will be used and the normally undistributed data will use Wilcoxon Signed Rank. The results of this study showed that there was no significant difference in abnormal returns before and after the boycott, but there was a significant difference in trading volume activity before and after. These findings reflect that the boycott has no significant impact and the impact of the boycott is only temporary. However, the action reacted to changes in market sentiment due to the boycott that affected the trading of shares of the boycotted target companies.
The Influence of Workload and Job Stress on the Performance of Online Motorcycle Taxi Drivers (Grab, Maxim, and Gojek) in the Semarang City Area Purnomo, Ardiansyach Maulana; Waluyo, Dwi Eko
ProBisnis : Jurnal Manajemen Vol. 14 No. 6 (2023): December: Management Science
Publisher : Lembaga Riset, Publikasi dan Konsultasi JONHARIONO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62398/probis.v14i6.348

Abstract

This research aims to analyze the influence of workload and job stress on employee performance among online motorcycle taxi drivers (Grab, Maxim, and Gojek) in the Semarang City area. The population in this research consists of online motorcycle taxi drivers (Grab, Maxim, and Gojek) in the Semarang City area, with a sample size of 96 respondents, who meet the criteria of having worked for a minimum of one year. This research found that the workload variable has a significant negative partial effect on the employee performance of online motorcycle taxi drivers (Grab, Maxim, and Gojek) in the Semarang City area, and the job stress variable also has a significant negative partial effect on the decline in employee performance among online motorcycle taxi drivers (Grab, Maxim, and Gojek) in the Semarang City area.
Embracing Fintech Utilization: The Surge of e-Money and Internet User Dwi Eko Waluyo
E-Bisnis : Jurnal Ilmiah Ekonomi dan Bisnis Vol 15 No 2 (2022): Jurnal Ilmiah Ekonomi dan Bisnis
Publisher : STEKOM PRESS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/e-bisnis.v15i2.1835

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This paper discusses the relationship of electronic money transactions on Internet users in Indonesia, main of the indications of fintech utilization. This study analyzes the trends of development of the volume and value of electronic money transactions as well as the increase of internet users in Indonesia. Data were collected from 2008 to 2020. The analysis is carried out using an polinomial trend analysis. Correlation test was also conducted on the electronic money transactions and data of Internet users and its growth rate. The analysis showed that electronic money transactions and internet users growing polinomially. The strong correlation was found between internet users and GDP and also electronic money transactions. It was also found that the growth of internet users affects the growth of the value of e-money transactions, while the growth of GDP affects the growth of the volume of e-money transactions. These findings signifies the growing enthusiasm for embracing fintech in Indonesia.
Co-Authors Agus Prayitno Alfiena Nisa Belladiena Alifa Mei Ajeng Rahayu Amron Amron Amron Amron Amron Amron, Amron Anggraini, Fitria Dewi Puspita Aprianti Artha Febriana Aryanto, Vincent Didiek Wiet Azra Salma Shabira Banu, Azlina Batara David Martin Siregar Belzara, Ghea Syahnita Brian Au Batuwael Chasanah, Amalia Nur Cinantya Paramita Daffa Ulya Zamani Dewi Agustini Dewi Pergiwati Dian Prawitasari Diana Aqmala Diana Puspitasari Diana Puspitasari Dwi Nurul Izzhati Eli Martohap Sinaga Fakhmi Zakaria Fariza Amalia Fauzi Adi Rafrastara Fitria Anggaini Goh, Gerald Guan Gan Handy Nur Cahya Hayu Wikan Kinasih Hernanti, Sania Bunga Pradani Herry Subagyo Herry Subagyo Herry Subagyo Jumanto Jumanto, Jumanto Kamal Ilyas Kurniawati, Firlia Ayuk Lenni Yovita Makhbub Zunaidi Maulana Yusuf Herlambang Mega Ayu Lestari Mila Elmeida Minghat, Asnul Dahar Bin Mochammad Eric Suryakencana Wibowo Muhammad Alvinnur Budiansyah Muhammad Lukmanul Hakim Nadiyatul Mustaufidah Nurman Ilham Fadzilah Perdana, Reza Kresna Permatasari, Noviana Putri Pitaloka Andry Kirana Pradana Jati Kusuma Pradana Jati Kusuma Pramudianto, Chori Baskoro Prawitasari, Dian Puji Purwatiningsih, Aris Pulung Nurtantio Andono Purnomo, Ardiansyach Maulana Raden Arief Nugroho Rahayu, Alifa Mei Ajeng Rajendra Nohan Ramasamy, Suganthi ramayanti, ismarita Respati Wulandari Respati Wulandari Respati Wulandari Retno Indah Hernawati Sarah Setyaningrum Sasongko, Teguh Haryo Setiawan, Aries Setyani, Putri Desti Setyo Wahyu Sulistyono Setyo Wahyu Sulistyono Sih Darmi Astuti Sih Darmi Astuti Sintaruli Siahaan Siti Fitriyyatul Jamilah Uci Yuliati udzma, Dyah Safa’atul Usman Usman v, Amalia Nur Vicky Oktavia Vivia Irvani Widhi, B. Andini Nugrahaning YESHA NU'MA ARULA PUTRI Zalfa Adira Choirunisha Zamani, Daffa Ulya