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IMPLEMENTATION OF THE DECISION TREE MODEL ON MACHINE LEARNING TO PREDICT POTENTIAL NEW STUDENTS Siagian, Ade Onny; Haudi, Haudi
International Journal of Business and Information Technology Vol. 2 No. 2 (2021): Desember
Publisher : LPPM STMIK Dharmapala Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47927/ijobit.v2i2.234

Abstract

According to a previous study, “Implementation of Naïve Bayes Classifier-based Machine Learning to Predict and Classify New Students at Matana University” has an accuracy of 0.73 or 73%. This is not optimal, the accuracy needs to be improved. In this research, to increase accuracy by using a different model, namely the Decision Tree model. The reason for choosing the Decision Tree is that there are not many predictors used (4 predictors) and can be used for classification or prediction. The 4 predictors are frequency, position, majors of students in SMA/K, and research programs of interest. The target is the entry status of prospective students. The research procedures that were tried were information gathering, pre-processing, machine learning processes with the Decision Tree model and visualization of the results. The programming language used is Python. The results of this Decision Tree show changes, through 10 executions the average accuracy of the ratio of training information and test information is 70: 30 of 0.727 or 72.7% (lowest accuracy is 47% and highest is 87%), for a ratio 80: 20 of 0, 73 or 73% (the lowest accuracy is 60% and the highest is 90%). Thus, the results of the Decision Tree model on average have not exceeded the results of the Naïve Bayes Classifier model. Further research, increase the amount and alteration of information, reduce the difference in results each time the model is executed, try other models, and improve the application ready to use.
Online Learning in the Middle of the Covid-19 Pandemic Siagian, Ade Onny; Haudi; Ariyanto, Aris; Wijoyo, Hadion
Nusantara Science and Technology Proceedings The 3rd International Conference on Vocational Innovation and Applied Sciences (ICVIAS) 2021
Publisher : Future Science

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

Abstract

The purpose of this research on the coronavirus or Covid-19 pandemic breaks the traditional learning process. So, we need a way to solve the challenge. Online learning is a kind of Overcome challenge. This is to understand the implementation of the online learning Management Research Program, School of Management, Bina Sarana Informatika University as an effort to Suppress the spread of COVID 19 in higher education. The research sample is a student of the management research program. Data is collected through interviews through zoom cloud conferences. Data analysis uses the Interactive analysis technology of Miles & Huberman. The results show: (1) Students already have the basic facilities required to participate in online learning; (2) Online learning is flexible in implementation, Able to encourage the emergence of independent learning and motivate students to participate more actively Learning; (3) distance learning encourages the emergence of social distancing behaviors and minimizes. The emergence of the student population so that it may be able to reduce Covid-19’s University environment. Inadequate supervision of students, high-rise buildings, insufficient signal strength, High-cost Internet credits challenge online learning. Improve learning independence, interest and Motivation, the courage to express ideas and question other benefits of online learning.
The Effect of Debt to Asset Ratio, Return on Equity, and Current Ratio on Stock Prices of Pharmaceutical Companies Listed on the Indonesia Stock Exchange 2016-2019 Period Ade Onny Siagian; Hadion Wijoyo; Yoyok Cahyono
Journal of World Conference (JWC) Vol. 3 No. 2 (2021): March 2021
Publisher : NAROTAMA UNIVERSITY, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29138/prd.v3i2.366

Abstract

This research aims to determine: The influence of Current Ratio (CR), Debt to Asset Ratio (DAR), and Return on Equity (ROE) either partially or simultaneously on Stock Price of pharmaceutical companies listed on the Indonesia Stock Exchange (IDX) 2016-2019 period. Data were taken from the Indonesia Stock Exchange (IDX) website. Analysis prerequisite test including normality test, multicollinearity, heteroscedasticity, and autocorrelation. Data analysis technique used is multiple linear regression analysis. Statistical results also show that the current ratio (X1) and return on equity (X3) partially have a positive and significant effect on stock prices (Y). Debt to asset ratio (X2) partially does not have a significant effect on stock prices (Y). Simultaneously current ratio (X1), debt to asset ratio (X2), and return on equity (X3) have a positive and significant effect on stock prices (Y).
Sponsorship dalam Menciptakan Sikap Merek Rahmat Saleh; Ade Onny Siagian
Jurnal Bisnis Terapan Vol. 4 No. 1 (2020): Jurnal Bisnis Terapan
Publisher : Politeknik Ubaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24123/jbt.v4i1.2404

Abstract

Dalam memperkenalkan merek perusahaan harus menggunakan strategi yang tepat. Dikarenakan hal ini berhubungan dengan tingkat efektif dan efisian bagi perusahaan. Dewasa ini iklan televisi menjadi primadona bagi perusahaan yang ingin memperkenalkan merek. Namun iklan televisi semakin mahal dan butuh alternatif pemilihan alat promosi yang lain untuk mendampingi penggunaan iklan televisi. Perusahaan mulai menginggalkan iklan televisi sebagai pilihan utama dalam memperkenalkan merek dengan cara mengurangi alokasi dana untuk iklan televisi. Langkah ini dilakukan dengan tujuan menghemat biaya promosi dan mendapatkan dampak promosi yang lebih baik. Sponsorhip adalah salah satu pilihan yang tepat dalam mempromosikan merek. Karena promosi dapat membangun citra perusahaan. Selain itu tercipta hubungan yang lebih intim antara merek dan konsumen jika menggunakan sponsorhip. Asosiasi dan citra yang sudah terbentuk di benak konsumen menjadi bekal sikap kepada merek yang ditandai oleh perasaan suka kepada merek dan pada akhirnya mau menggunakan merek.
PENGARUH PENDAPATAN ASLI DAERAH (PAD), DAN DANA TRANSFER TERHADAP PENGALOKASIAN ANGGARAN BELANJA MODAL: indonesia ade onny siagian
Jurnal Bisnis Terapan Vol. 4 No. 2 (2020): Jurnal Bisnis Terapan
Publisher : Politeknik Ubaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24123/jbt.v4i2.2848

Abstract

This study aimed to test the effect of Own Source Revenue and Fiscal Balance Transfer on Capital Expenditure Budget Allocation on Provincial Government on D.I Yogyakarta on 2012 to 2018 based on Statistic Indonesian (BPS).This research uses descriptive quantitative approach, which is measure using multiple linear regression based method use SPSS 24.0. The population of this study is the district / city in the D.I Yogyakarta in 2012 to 2018. The sample is determined based on the census method which is taking a sample of the total population that is as many as 35 samples. The data used in this study are secondary data, that colleted on official website www.djpk.kemenkeu.go.id. The analytical methods used are descriptive analysis, analysis of classic assumption and multiple linear regression analysis with level of significance is 5%. Hypothesis testing is using regression partial test (t-Test) and the coefficient of determination test (R²).This result is Own Source Revenue and Fiscal Balance Transfer had a positive significant affect to Capital Expenditure Budget Allocation. This research is conducted 65,9% of factors influencing Capital Expenditure Budget Allocation. Future research may use others independent variable.
DAMPAK LIKUIDITAS, RISIKO KREDIT DAN DANA PIHAK KETIGA TERHADAP PROFITABILITAS PADA BANK PERKREDITAN RAKYAT TANGERANG: indonesia ade onny siagian
Jurnal Bisnis Terapan Vol. 5 No. 2 (2021): Jurnal Bisnis Terapan
Publisher : Politeknik Ubaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24123/jbt.v5i2.3943

Abstract

The purpose of this study is to find the profitability of a financial ratio that measures industry expertise in using its assets to generate profits. Continuing to be large, profitability shows that the industry's performance continues to be good, because the rate of return continues to be large. There are several variables that affect the profitability of a bank, namely liquidity, credit risk and third party funds. A bank is an institution that acts as a financial intermediary between parties that have excess funds and those who lack funds. The performance of a bank can be assessed through the financial statements presented by Bank Indonesia by carrying out an analysis using financial ratios. This research was conducted on the financial statements of BPR Tangerang Regency for the period 2016-2019. This research has the theme "The Effect of Liquidity, Credit Risk and Third Party Funds on profitability at Rural Banks (BPR) in Tangerang Regency. To uncover the problems in this research, multiple linear regression analysis was used. Based on the test results simultaneously at the real level (α) = 5% through the F test it was found that the variables of liquidity, credit risk and third party funds have a significant effect on profitability at Rural Banks (BPR) in Tangerang Regency.
Pengaruh faktor - faktor terhadap Pendapatan Pedagang Kaki Lima Di Grogol Jakarta Barat Ade Onny Siagian
Journal Economy and Currency Study (JECS) Vol. 3 No. 1 (2021)
Publisher : Pusdikra Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51178/jecs.v3i1.81

Abstract

Analisis Jaringan Antara Pengembangan Produk dan Kualitas Pelayanan dengan Kepuasan Pelanggan PT. Adhi Karya Jakarta Ade Onny Siagian
Journal Economy and Currency Study (JECS) Vol. 2 No. 2 (2020)
Publisher : Pusdikra Publishing

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Abstract

This study aims to obtain information about the relationship between independent variables, namely; product development (X1) and service quality (X2) with the dependent variable, namely customer satisfaction (Y) PT. Adhi Karya Jakarta, both individually and collectively. The research instrument used was a questionnaire in the form of five answer choices. Analysis of quantitative data using two methods of analysis, namely by using frequency distribution tables and by using correlation and regression tests. In this study, there are three main conclusions, namely (1) There is a positive relationship between product development and customer satisfaction. PT. Adhi Karya Jakarta. This means that the better the product development according to the customer, the higher the customer satisfaction. Vice versa, product development is an important variable that needs to be considered in predicting customer satisfaction. (2) There is a positive relationship between service quality and customer satisfaction. PT. Adhi Karya Jakarta. This means that the higher the quality of service received by consumers, the higher customer satisfaction. Vice versa, service quality is an important variable that needs to be considered in predicting customer satisfaction. (3) There is a positive relationship between product development and service quality together with customer satisfaction of PT. Adhi Karya Jakarta concludes that the better the product development according to the customer and the higher the quality of service received by the customer, the higher the customer satisfaction. Conversely, the less good product development according to customers and the lower the quality of service received by customers, the lower customer satisfaction. This condition indicates that product development and service quality are two important variables that need to be considered in explaining increased customer satisfaction.
Pengaruh Environmental Cost Terhadap Kinerja Bisnis Dengan Kinerja Lingkungan Sebagai Variabel Moderasi Ade Onny Siagian
Jurnal Ecodemica : Jurnal Ekonomi Manajemen dan Bisnis Vol 5, No 1 (2021): Jurnal Ecodemica: Jurnal Ekonomi, Manajemen dan Bisnis
Publisher : LPPM Universitas BSI

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (248.5 KB) | DOI: 10.31294/jeco.v5i1.9236

Abstract

Penelitian ini adalah tentang pengaruh environmental cost terhadap kinerja bisnis dengan kinerja lingkungn sebagai variabel moderasi. Variabel kinerja bisnis dalam penelitian ini sebagai variabel dependen, kinerja lingkugan sebagai variable moderating dan environmental cost sebagai variabel independen. Penelitian ini menggunakan sampel sebanyak 13 (tiga belas) perusahaan manufaktur dalam 10 (sepuluh) tahun terakhir terhitung dari 2009 – 2018. Metode penentuan sampel yang digunakan dalam penelitian ini adalah purposive sampling dengan menggunakan stata. Hasil dari penelitian ini menunjukkan bahwa environmental cost tidak berpengaruh terhadap kinerja bisnis, karena tingkat signifikan lebih besar dari 0,05 dengan hasil 0,976. Kinerja lingkungan dalam penelitian ini berpengaruh terhadap kinerja bisnis dengan tingkat signifikan 0,005. Variabel moderasi dalam penelitian ini juga berpengaruh terhadap kinerja bisnis dengan tingkat signifikan 0,025.
Pengaruh Daya Tarik Iklan Dan Penempatan Produk Terhadap Kesadaran Merek Grab di Acara Indonesian Idol 2018 Ade Onny Siagian
Jurnal Pemasaran Kompetitif Vol 3, No 1 (2019): Jurnal Pemasaran Kompetitif
Publisher : Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (538.544 KB) | DOI: 10.32493/jpkpk.v3i1.3621

Abstract

Penelitian ini bertujuan untuk mengetahui apakah penempatan produk berpengaruh positif terhadap kesadaran merek, apakah penempatan produk berpengaruh positif terhadap niat beli dan apakah kesadaran merek berpengaruh positif terhadap nniat beli di Acara Indonesian Idol 2018. Penelitian ini dilakukan dengan metode penelitian kuantitatif melalui kuesioner online. Penelitian ini menggunakan metode purposive sampling dan ditujukan pada responden yang pernah menonton Indonesian Idol 2018. Penelitian ini terdiri dari 154 responden. Data dianalisis menggunakan pemodelan persamaan struktural. Hasil penelitian menunjukkan bahwa ada dua hipotesis yang didukung dan satu hipotesis yang tidak didukung. Penelitian ini menyimpulkan bahwa ada pengaruh positif dari penempatan produk dan kesadaran merek, tidak ada pengaruh positif dari penempatan dan niat beli produk, dan ada pengaruh positif dari kesadaran merek dan niat beli.
Co-Authors Adhi Wibowo Adler H. Manurung Adler H. Manurung Adler Haymans Manurung Agus Sudarsono Ahmad Nur Budi Utama Alvianita Gunawan Putri andrew shandy utama, andrew shandy Andriya Risdwiyanto Aris Ariyanto Ariyanto, Aris Asep Muhammas Lutfi Asri Ady Bakri Asrini Asrini Asry, Shofia Bambang Karsono Bambang Karsono Bryan Givan Cahyono, Yoyok Cahyono, Yoyok Dafid Ginting Damayanti, Yenie Eva Dodi Prasada Eva Yuniarti Utami Fredrik Warwer Gatot Wijayanto Hadion Wijoyo Haudi Haudi, Haudi Herayati Hidayat, Gustina Hieronimus Erwin Indrawan Hillman Mushaddiq Suaidy Hillman Mushaddiq Suaidy Indra, Natal Irawati, Intan Irsal Fauzi Jaka Santosa Jeffry H. Sinaulan Joko Sriwidodo Jonathan, Edbert Kartiwa, Aa Kristiono, Natal Lamirin, Lamirin Loso Judijanto Lukman Affandi Ma'rifah, Ma'rifah Maghfirah, Nur Mahmuddin Mahmuddin Mahmuddin Mahmuddin Marinda Machdar, Nera Mislan Sihite, Mislan Muliansyah, Dadah Natal Indra Natal Indra Nera Marinda Machdar Ninuk Riesmiyantiningtias Nurhidayati Nurhidayati Nurhidayati Nurlelasari Ginting Paulina, Julinta Primadi Candra Susanto Rahmat Saleh Ramlani Lina Sinaulan Rini Martiwi Rizky Amalia Rizky Amalia Rizky Amalia Rizqi Amaliyah, Angguliyah Rochimah Imawati Rovanita Rama Sabalius Uhai Saifuddin, Sendy Salsabla Sasono, Heri Siti Fatimah Azzahra Sitti Hardiyanti Arhas Sri Mulyono Sugeng Suroso Suhendri Suherman, Suherman Sungkowati, Sri Suprianto Suprianto Tarigan, Budi Akhmad Tri Widyastuti Tri Widyastuti Trisna Fajar Prasetyo Usmany, Paul Wastam Wahyu Hidayat WIJOYO, HADION Yusuf, Ramdan Zahara Tussoleha Rony Zeanette Tiarma Lisbet Zul Asman Zul Asman