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Pardomuan Robinson Sihombing
BPS-Statistics Indonesia
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Penerapan Metode Machine Learning dalam Klasifikasi Risiko Kejadian Berat Badan Lahir Rendah di Indonesia Pardomuan Robinson Sihombing; Istiqomatul Fajriyah Yuliati
MATRIK : Jurnal Manajemen, Teknik Informatika dan Rekayasa Komputer Vol. 20 No. 2 (2021)
Publisher : Universitas Bumigora

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/matrik.v20i2.1174

Abstract

Penelitian ini akan mengkaji penerapan beberapa metode machine learning dengan memperhatikan kasus imbalanced data dalam pemodelan klasifikasi untuk penentuan risiko kejadian bayi dengan BBLR yang diharapkan dapat menjadi solusi dalam menurunkan kelahiran bayi dengan BBLR di Indonesia. Adapun metode meachine learning yang digunakan adalah Classification and Regression Tree (CART), Naïve Bayes, Random Forest dan Support Vector Machine (SVM). Pemodelan klasifikasi dengan menggunakan teknik resample pada kasus imbalanced data dan set data besar terbukti mampu meningkatkan ketepatan klasifikasi khususnya terhadap kelas minoritas yang dapat diihat dari nilai sensitivity yang tinggi dibandingkan data asli (tanpa treatment). Selanjutnya, dari kelima model klasifikasi yang iuji menunjukkan bahwa model random forest memberikan kinerja terbaik berdasarkan nilai sensitivity, specificity, G-mean dan AUC tertinggi. Variabel terpenting/paling berpengaruh dalam klasifikasi resiko kejadian BBLR adalah jarak dan urutan kelahiran, pemeriksaan kehamilan, dan umur ibu
Hubungan Spasial Determinan Lingkungan Binaan pada Kesehatan Perkotaan terhadap Kasus Covid-19 di Jakarta Wisely Yahya; Anindita Ramadhani; Martina Cecilia Adriana; Marselinus Nirwan Luru; Pardomuan Robinson Sihombing; Bayu Adinugroho
Jurnal Penataan Ruang Vol. 20 No. 1 (2025): Jurnal Penataan Ruang 2025
Publisher : Jurnal Penataan Ruang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12962/j2716179X.v20i1.3035

Abstract

COVID-19 sebagai penyakit menular telah memberikan guncangan signifikan di seluruh dunia, termasuk di Indonesia. Kenaikan jumlah kasus COVID-19 di Indonesia sejak tahun 2020 hingga 2023 sejalan dengan lonjakan kasus yang terjadi di Provinsi Jakarta. Hubungan antara determinan lingkungan binaan dan kasus COVID-19 telah terbukti signifikan pada beberapa kota di dunia. Di sisi lain, literatur yang menunjukkan hubungan antara determinan lingkungan binaan kesehatan perkotaan pada masa pandemi COVID-19 di Jakarta dari sudut pandang perencanaan masih tergolong terbatas. Penelitian ini bertujuan untuk menganalisis hubungan spasial determinan lingkungan binaan pada kesehatan perkotaan terhadap kasus COVID-19 di Jakarta. Penelitian ini menggunakan data sekunder yang diperoleh dari data Pemerintah Provinsi Jakarta yang selanjutnya diolah menggunakan software GeoDa dengan analisis regresi spasial. Penelitian menunjukkan bahwa seluruh variabel independen berupa luas RTH, luas permukiman kumuh, panjang saluran drainase perkotaan, jumlah masyarakat terdampak banjir dan kepadatan penduduk secara bersama-sama berpengaruh signifikan dan berpola linear terhadap kasus COVID-19 di Provinsi Jakarta. Secara parsial, hanya variabel panjang saluran drainase perkotaan yang berpengaruh signifikan positif terhadap kasus COVID-19. Model lag spasial sebagai model terbaik pada penelitian menunjukkan bahwa panjang saluran drainase dan jumlah masyarakat terdampak banjir terbukti memiliki efek spasial pada penyebaran kasus COVID-19 di Jakarta. Penelitian ini juga memetakan pola spasial penyebaran kasus COVID-19 di Jakarta. Penelitian ini dapat menjadi dasar pertimbangan untuk para pemangku kepentingan dalam merumuskan strategi untuk meningkatkan kualitas lingkungan binaan, sehingga mendorong kesehatan perkotaan Jakarta yang lebih baik.
DEVELOPMENT STUDY OF GLMM-GEE-TREE REGRESSION MODELLING FOR BETA DISTRIBUTION RESPONSE DATA (IMPLICATIONS OF GINI RATIO MODELING IN INDONESIA, 2018-2024) Pardomuan Robinson Sihombing; Erfiani Erfiani; Khairil Anwar Notodiputro; Anang Kurnia
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 20 No 3 (2026): BAREKENG: Journal of Mathematics and Its Application
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol20iss3pp2085-2098

Abstract

Economic inequality remains one of the most persistent challenges faced by Indonesia as a developing country. Previous studies have predominantly employed conventional models such as Ordinary Least Squares (OLS) or Panel Least Squares. However, these models are often inappropriate, as they fail to account for the bounded nature of inequality indices such as the Gini ratio, which ranges between 0 and 1. Beta regression offers a more appropriate alternative. In the context of panel data, Generalized Linear Mixed Models (GLMM) and Generalized Estimating Equations (GEE) are commonly used to handle correlated data; however, their integration with nonlinear models for longitudinal Beta-distributed responses remains limited. This study proposes a novel GLMM-GEE-Tree modeling approach for Beta-distributed response data. The proposed model combines GLMM (to capture individual random effects), GEE (to handle temporal correlation and provide robust marginal estimates), and Regression Trees (to address nonlinear relationships and complex interactions). The aim is to simultaneously tackle the challenges of proportional responses, panel structure, random effects, correlation, and nonlinearity. Empirical validation uses Gini ratio data from 34 Indonesian provinces spanning 2018 to 2024. The findings reveal that in this empirical data, the GLMM-GEE-Tree model outperforms alternative models, achieving an R² of 0.472 and a QIC of 13.435 and yielding the lowest AIC and BIC values.
Measuring Indonesia's Sustainability Transition: A Literature Review Of Green, Blue, Environmental, And Regional Competitiveness Indices Pardomuan Robinson Sihombing
International Journal of Economics, Science, and Education Vol. 3 No. 2 (2026): International Journal of Economics, Science, and Education (IJESE)
Publisher : CV Pena Jaya Pers

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.65254/ijese.v3i2.78

Abstract

The transition to sustainable development is a crucial agenda for Indonesia in achieving its 2045 Golden Indonesia Vision. The government has developed a series of composite indices to measure progress and identify challenges. This paper presents a systematic literature review of four major sustainability indices in Indonesia: the Green Economy Index (GEI), the Indonesian Blue Economy Index (IBEI), the Environmental Quality Index (EQI), and the Regional Competitiveness Index (RCI). Using a literature review method that synthesizes government reports, official publications, and academic journals, this study analyzes each index's conceptual framework, methodology, and key findings. The results of the analysis reveal a complex and sometimes contradictory narrative. On the one hand, the GEI shows a trend of progress driven by improvements in the socio-economic pillar. On the other hand, the environmental pillar is consistently the weakest, and the EQI shows volatility in marine water quality (MWQ), indicating a gap between blue economy ambitions and the reality of ecosystem health. Furthermore, the IBEI has a relatively low initial national score (43.98). Meanwhile, the RCI highlights sharp regional competitiveness gaps, which have the potential to become structural barriers to the implementation of inclusive sustainable development at the national level.
The effect of the knowledge index on the community literacy development index and the level of reading interest: A case study in West Java in 2024 Pardomuan Robinson Sihombing; Ade Marsinta Arsani; Miftahul Huda; Iskandar Ahmaddien; Lexi Jalu Aji
Priviet Social Sciences Journal Vol. 5 No. 10 (2025): October 2025
Publisher : Privietlab

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55942/pssj.v5i10.750

Abstract

This study examines the reciprocal relationships between the Knowledge Index (KI), the Community Literacy Development Index (CLDI), and the Level of Reading Interest (LRI) across 27 districts/cities in West Java (2024). Using a quantitative design with Partial Least Squares–Structural Equation Modeling and a conditional process perspective, we test direct and feedback effects among the three constructs. Descriptive statistics indicate substantial variation in literacy development and reading interest across regions. Model fit indices exceed conventional thresholds, supporting the adequacy of the specified structure. The results show that KI has a significant positive effect on both CLDI and LRI, indicating that accumulated schooling and knowledge capital translate into stronger literacy ecosystems and more active reading behaviors. Conversely, both CLDI and LRI exert significant positive effects on KI, evidencing a reinforcing cycle in which richer literacy environments and higher reading engagement further elevate knowledge attainment. These findings highlight a virtuous, bidirectional dynamic: knowledge deepens literacy and reading, while literacy investment and reading practice amplify knowledge. Policy implications include prioritizing integrated literacy programs across the life course, leveraging digital access, and coordinating libraries, schools, and local governments to simultaneously lift ecosystem quality and individual reading practices. The study provides actionable evidence for place-based literacy policy and human capital formation in emerging regions.
Meta-analysis of dengue vaccine effectiveness Pardomuan Robinson Sihombing
Priviet Social Sciences Journal Vol. 5 No. 12 (2025): December 2025
Publisher : Privietlab

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55942/pssj.v5i12.1027

Abstract

Dengue hemorrhagic fever has a staggering 390 million cases to date and was the predominant virus in 128 countries in 2022. This study aims to determine vaccination safety and response with respect to negative endpoints over time in the cohort. A systematic review and meta-analysis was performed according to the 2020 PRISMA statement. Comprehensive searches were performed for primary open-access articles in the PubMed and Scopus databases from years 2013-2023. Statistical analysis used random effect modelling a pooled relative risk would be calculated for the efficacy of the vaccine using proportional difference methodology, with 960 articles retrieved (10 articles meeting inclusion criteria incorporated 157,345 study participants) data was arrived in a 2023 publication whereby. The findings were as follows: the tetravalent dengue vaccine had an overall pooled efficacy of 64.6% (95% CI 47.4%-76.2%) and I² 94.7%, with TAK-003 being more efficacious (76.8%, 95% CI 60.8%-86.2%) than CYD-TDV (53.6%, 95% CI 28.9%-69.7%) in symptomatic dengue. The dengue vaccine showed promising efficacy and satisfactory immune response, with TAK-003 showing more consistent performance than CYD-TDV, especially in the absence of heterogeneity between studies. Implications: These findings support the implementation of dengue vaccination with preference for the TAK-003 platform, demonstrating better efficacy consistency to maximize benefits and minimize risk..
The Effect of Competence on Employee Performance Mediated on Job Satisfaction (Case Study; Ministry of Finance PPSDM Employee) Daniel Pangaribuan; Pardomuan Robinson Sihombing
Economit Journal: Scientific Journal of Accountancy, Management and Finance Vol 1 No 4 (2021): Economit Journal: Scientific Journal of Accountancy, Management and Finance: (Nov
Publisher : Britain International for Academic Research (BIAR-Publisher)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33258/economit.v1i4.586

Abstract

Research on competence and its effect on performance and job satisfaction is relatively rare. Included that is still rarely done is research on the effect of competence according to PerMenPANRB Number 38 of 2017 on performance and job satisfaction. This study also analyzes the effect of competence on ASN job satisfaction and places job satisfaction as a mediating variable of competence on ASN performance. Respondents in this study were PPSDM employees of the Ministry of Finance. The results showed that managerial competence had a direct and significant effect on work goals and performance of PPSDM employees. Work objectives have no direct and not significant positive effect on employee performance. In addition, activities do not mediate the effect on employee performance.
Alternative Evaluation of Nonparametric Analysis of Covariance (Ancova) Methods: Simulation Study for Violation of Parametric Assumptions Pardomuan Robinson Sihombing
Theta: Journal of Statistics Vol 1, No 2 (2025): Available Online in September 2025
Publisher : Faculty of Engineering, Univesitas Sultan Ageng Tirtayasa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62870/tjs.v1i2.36271

Abstract

Analysis of Covariance (ANCOVA) is a fundamental statistical method in experimental research, but it often faces violations of parametric assumptions that can compromise the validity of statistical inferences. This study aims to evaluate the relative performance of various alternative nonparametric ANCOVA methods through simulation. The simulation study generated a dataset of 75 observations (25 per group) using normal, gamma, and lognormal distributions to simulate violations of normality and homoskedasticity assumptions. Seven alternative methods were evaluated: Quade ANCOVA, ANCOVA Rank Transformation, Aligned Rank Transform, van Elteren Test, NANCOVA Resampling, ANCOVA Permutation, and ANCOVA Bootstrap. Assumption testing revealed significant violations of residual normality and homoskedasticity, while homogeneity of slopes was met. ANCOVA's Rank Transformation yields an F-statistic of 54.54 (p
Comprehensive Evaluation Of Proportion Hypothesis Testing: Integration Of Manual Calculations And Effect Sizes In The "New Statistics" Framework Pardomuan Robinson Sihombing
Theta: Journal of Statistics Vol 2, No 1 (2026): Available Online in March 2026
Publisher : Faculty of Engineering, Univesitas Sultan Ageng Tirtayasa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62870/tjs.v2i1.38576

Abstract

A Conventional statistical inference often relies solely on the use of p-values, thereby overlooking the practical significance of results, particularly in categorical data analysis, where the reporting of effect sizes is frequently neglected. This study aims to evaluate the application of proportion hypothesis tests in five scenarios (one Population to k dependent and independent populations) by integrating manual calculations, effect size estimates, and post-hoc tests. The research method involved deconstructing the Z, McNemar, Chi-Square, and Cochran's Q test formulas, which were compared with effect metrics including Cohen's g, Cohen's h, Cramer's V, and Serlin's . The results of the analysis reveal an apparent discrepancy between statistical and practical significance. In the one-population test, statistically significant results (p < 0.05) turned out to have a negligible effect (Cohen's g = 0.12), whereas in the Cochran's Q test, the threshold p-value (p = 0.0497) was reinforced by a substantial effect size (Serlin's R² = 0.30). This study concludes that integrating omnibus tests with post-hoc procedures (such as Marascuilo and Pairwise McNemar) and reporting effect sizes is imperative to avoid misleading binary interpretations and enhance the validity of scientific conclusions. The main contribution of this paper is providing a consolidated, practical framework for researchers to transition into the "New Statistics" paradigm when dealing with diverse categorical data structures.
Integration of Geopsychiatry: A Synthesis and Analysis of Case Studies and Field Research on Possession Trance Disorder (PTD) in Indonesia Pardomuan Robinson Sihombing
MEJORA Medical Journal Awatara Vol 4 No 2 (2026): April 2026
Publisher : Awatara Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61434/mejora.v4i2.345

Abstract

Background: In Indonesia, the treatment of the phenomenon of Possession Trance Disorder (PTD) and visual hallucinations is often hampered by the dichotomy between medical and spiritual approaches. Many interventions fail because they rely solely on theoretical assumptions without sufficient empirical field evidence. Objective: This study aims to dissect the etiology, mechanisms, and effectiveness of mystical phenomena therapy using primary data (case studies and experiments) and to formulate integrative intervention models and methods. This study was conducted using the Systematic Review of Primary Studies method, following the PRISMA 2020 protocol. Inclusion criteria are strictly limited to primary data articles (case studies, qualitative field studies, EEG experiments) published between 2019 and 2025. Results: Analysis of 15 selected primary studies showed that PTD consistently appeared as a comorbidity of undiagnosed dysthymia and trauma. Neurophysiological evidence (EEG) confirms that trance is a biological hyperarousal condition, not just hysteria. Therapies based on Indigenous Psychology (Kawruh Jiwa) and cultural distraction techniques (Drawing/Murottal) have proven effective in real clinical settings. Conclusion: The most effective treatment model is an integrated approach or hybridization: medical biological stabilization combined with the restructuring of meaning through local psychology.
Co-Authors Abdul Gofur Rochman Ade Famalika Ade Famalika Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Ade Marsinta Arsani Adina Astasia Ahid Nur Istinah Ahmaddien, Iskandar Aji, Lexi Jalu Al Aqilah, Muhamad Refkhi Amin Prawiro Madhani Anang Kurnia Anindita Ramadhani Arhaninka, Dewi Arsani, Ade Marsinta Artha Satwika Astawa, I Gede Putu Banu Avior Ocean Noya Bagus Sartono Basmallah, Fikri Dias Bayu Adinugroho Bekti Endar Susilowati Bekti Endar Susilowati Bekti Endar Susilowati Bertho Tantular Budiantono, Sigit Bungkus Sasongko Purnomo Bungkus Sasongko Purnomo Busminoloan Busminoloan Busminoloan Busminoloan Cahya Alkahfi Daniel Pangaribuan Daqiqil Id, Ibnu Deden Achmad Sunarjo Desak Ari Gita Wahyuni Deva A. Nurul Huda Devitama Patria Nagara Dhinnessa Prabowo DRAJAT INDRA PURNAMA Drajat Indra Purnama Dwi Muslianti Dyah Purwanti Dyah Purwanti Ekowati Retnaningsih Erfiani Erfiani Erfiani Erfiani Erfiani, Erfiani Erica Indryani Fadlol Muhammad Fajar Faiza Aina Nurrizqi Feri Fernandes Fitri Mudia Sari Frisca Adriana Gregorius Ivan Aditya Purwahendra Gultom, Yulifar Amin Gumilang, Gabiela Gunawan, Ghina Hanifa HAMIDAH Hastoro Dwinantoaji Hema Malini, Hema Hendiva Tri Nugraha Hendry Frananda, Hendry Herman, Nur Ashilah Raihanah Hertanto, Rus I Dewa Gede Sunanjaya I Gede Heprin Prayasta I Gede Heprin Prayasta Ida Ayu Candrawati Ida Ayu Candrawati Iis Hayyun Nurul Islam Ine Ratna Dewi Irma Nurmala Dewi Iskandar Ahmaddien Islami, Rahmi Lathifah Istiqomatul Fajriyah Yuliati Istiqomatul Fajriyah Yuliati Jaka Wijaya Kusuma Januar Ramadhan Karel Fauzan Hakim Kartika Maulidya Irzain Khairil Anwar Notodiputro Khairil Anwar Notodiputro Khalimi Khalimi, Khalimi Krisdianto, Boby Febri Kuat Sidik Wahyono Kurnia, Anang Leni Merdawati Lexi Jalu Aji Lina Sari Lisna Sari Lisna Sari Luh Putu Widya Adnyani Luh Putu Widya Adnyani Maharani, Arya Putri Mahuda, Isnaini Maisaroh Maisaroh Marselinus Nirwan Luru Marta Sundari Marta Sundari Marta Sundari Martina Cecilia Adriana Maryani, Sri Masruri Mochtar Maulidiyah, Syafrina Maydita Ayu Nursaskiawati Mella Anisa Miftahul Huda Miftahul Huda Miftahul Huda Miftakhul Jannah Mohamad Arif Kurniawan Mohamad Arif Kurniawan Muchtar, Masruri Muhammad Hafiz Fadhilah Muhammad Heru Akhmadi Muhammad Ramadhan Zulfi Muliantino, Mulyanti Roberto Mun'im, Akhmad Neni Nur Laili Ersela Zain Ni Kadek Sinarwati Novitha, Irni Nurhidayati Nurhidayati Nurhidayati Nurhidayati Nurhidayati Nurhidayati Nurul Islam, Iis Hayyun Nuryanto Nuryanto Octaviana, Aniek Oki Prasetia Hendarsin Olivia, Theresia Padhilah Dikri Pangaribuan, Daniel Pascal, Emilio Pradita Galih Sekar Palupi Pudjiono, Bjardianto Puput Puspito Rini Putri Indi Rahayu Putri, Ayudya Purwani Putu Pande Wahyu Diatmika Rahayu, Putri Indi Rahmi Lathifah Islami Rama Bhaskara Praja Ramadhanti, Ajeng Taufina Ramadhisa Fadli, Diva Aisyaliani Rini Rahani Risqi Nurika Fatha Hidayati Saeful Hidayat Sagala, Eliza Clara Yeremia Sarah Sholikhatun Risma Septie Wulandary Setiawan, Prayoga Sigit Budiantono Sigit Budiantono Sigit Budiantono Sigit Budiantono Sigit Budiantono Simanjuntak, Johana Veronika Sinarta Putra P. Surbakti Sitorus, Yosef Felix Sodiqin, Achmad Sri Murdaningrum Sri Murtiningsih Stephanus, Matthew Sukarsa, Galuh Prabaningrum Ayu Supriatna, Yayat Suryadiningrat Suryadiningrat Suryadiningrat SYAMSUL HIDAYAT Taufik Febriyanto Temy Setiawan, Temy Triana Mauliasih Aritonang Triana Mauliasih Aritonang Ulfa Anggraini Usep Nugraha Usep Nugraha Wahyu Puji Lestari Widdia Angraini Widdia Angraini Wiradinata Lambok Silaban Wiranegara, Hanny Wahidin Wisely Yahya Wisnu Pratiko Wisnu Pratiko Y Yunita Yanti, Ni Komang Semara Yesi, Desri Yoshep Paulus Apri Caraka Yuda Yudhie Andriyana Yuninda Anggraini Putri Yunita Yunita Yunita Zain Yudha Prawira Zakir, Supratman