Judul: The Impact of Monetary and Fiscal Policies on Household Consumption in Indonesia: A Provincial Panel Study from 2015-2023
Abstrak: Konsumsi rumah tangga menjadi komponen utama dalam PDB Indonesia yang memainkan peran penting dalam mendorong pertumbuhan ekonomi. Namun, distribusinya masih tidak merata di seluruh wilayah. Konsumsi rumah tangga cenderung terpusat di Pulau Jawa, sementara wilayah timur mengalami tingkat konsumsi yang lebih rendah. Meskipun pemerintah telah melakukan upaya dengan berbagai kebijakan di bidang moneter maupun fiskal, konsumsi rumah tangga di Indonesia masih belum merata dengan baik. Penelitian ini bertujuan untuk menganalisis kondisi serta pengaruh kebijakan moneter dan fiskal terhadap konsumsi rumah tangga di Indonesia. Analisis tersebut dilakukan menggunakan metode deskriptif kualitatif dan regresi data panel pendekatan dengan Fixed Effect Model (FEM) dengan objek penelitian berupa 34 provinsi di Indonesia dan rentang waktu dari tahun 2015 sampai 2023. Hasil penelitian menunjukkan bahwa konsumsi rumah tangga bervariasi antarwilayah, DKI Jakarta dan Jawa Barat menjadi provinsi dengan konsumsi rumah tangga terbesar, sedangkan Maluku dan Papua Barat menjadi provinsi dengan konsumsi rumah tangga terendah. Kebijakan moneter melalui peningkatan jumlah uang beredar dan penurunan suku bunga kredit serta kebijakan fiskal dengan peningkatan pengeluaran pemerintah berpengaruh signifikan terhadap konsumsi rumah tangga di Indonesia., Household consumption is a major component of Indonesia's GDP, playing a crucial role in driving economic growth. However, its distribution remains uneven across regions. Household consumption tends to be concentrated in Java Island, while eastern regions experience lower consumption levels. Despite government efforts through various monetary and fiscal policies, household consumption levels in Indonesia have yet to be evenly distributed. This research aims to analyze the conditions and the influence of monetary and fiscal policies on household consumption in Indonesia. The analysis is conducted using a qualitative descriptive method and a panel data regression approach with the Fixed Effect Model (FEM), focusing on 34 provinces in Indonesia from 2015 to 2023. The results show that household consumption varies among regions, with DKI Jakarta and West Java being the provinces with the highest household consumption, while Maluku and West Papua have the lowest. Monetary policies, such as increasing the money supply and lowering credit interest rates, along with fiscal policies, such as increasing government spending, significantly impact household consumption in Indonesia.
Keyword: fiscal policy, monetary policy, household consumption, panel  data regression

Judul: The Influence of Monetary and Fiscal Policy on Labor Absorption in Indonesia: Provincial Panel Study 2011-2023
Abstrak: Tenaga kerja menjadi salah satu faktor kunci dalam pembangunan ekonomi suatu negara. Pemerintah telah menerapkan berbagai upaya untuk meningkatkan penyerapan tenaga kerja di Indonesia, termasuk melalui kebijakan moneter dan fiskal. Penelitian ini bertujuan untuk menganalisis kondisi serta pengaruh kebijakan moneter dan fiskal terhadap penyerapan tenaga kerja di Indonesia. Analisis tersebut dilakukan menggunakan metode deskriptif kualitatif dan regresi data panel pendekatan Fixed Effect Model dengan menggunakan data cross section 33 provinsi serta data time-series selama 13 tahun dari tahun 2011-2023. Hasil penelitian menunjukkan bahwa penyerapan tenaga kerja bervariasi antarwilayah, dengan Jawa Barat memiliki penyerapan tenaga kerja tertinggi dan Papua Barat terendah. Berdasarkan hasil analisis regresi data panel, kebijakan moneter ekspansif dengan peningkatan jumlah uang beredar dan penurunan suku bunga kredit serta kebijakan fiskal ekspansif dengan peningkatan pengeluaran pemerintah berpengaruh posittif terhadap penyerapan tenaga kerja di Indonesia., Labor is one of the key factors in a country's economic development. The government has implemented various efforts to increase labour absorption in Indonesia, including through monetary and fiscal policies. This study aims to analyse the condition and influence of monetary and fiscal policies on labour absorption in Indonesia. The analysis is conducted using descriptive qualitative method and panel data regression of Fixed Effect Model approach using cross section data of 33 provinces and time-series data for 13 years from 2011-2023. The results show that labour absorption varies across regions, with West Java having the highest labour absorption and West Papua the lowest. Based on the results of panel data regression analysis, expansionary monetary policy with an increase in money supply and a decrease in lending rate and expansionary fiscal policy with an increase in government spending have a positive effect on labor absorption in Indonesia.
Keyword: panel data regression, fiscal policy, labor, monetary policy

Judul: Penyusunan Overlap Graph menggunakan Suffix Tree pada DNA Sequence
Abstrak: The DNA sequence assembly is very important in genome analysis. This step aims to reconstruct contigous DNA fragment (contigs) from short fragment by concatenating fragments based on the overlap region among them. This method employs overlap graph for solving the problems. In this graph, nodes represent fragments and edges represent overlap. This research developed a software for constructing overlap graph using suffix tree. The evaluation was conducted by measuring the number of nodes, number of edges, and the execution time in many values of minimum overlap. The minimum overlap is defined as the minimum length of substring which is considered as the overlap region between two fragments. The evaluation results showed that the number of nodes, the number of edges, and the execution time were increased with the decreasing of the minimum overlap value.
Keyword: