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Public transportation is one of the important modes of transportation and is the backbone of transportation in Indonesia. The development of public transportation is also supported by the government, this government support is evident in the national policy, namely the National Medium Term Development Plan (RPJMN). Although public transportation is an effective mode of transportation, it also has obstacles in its development, namely how to meet customer desires in choosing a mode of transportation. There are several variables that are the focus of this research, namely age, gender, income, cost, speed, comfort, safety, efficiency and flexibility. The search for influential variables will use the K-Means and DBSCAN clustering algorithms, these two algorithms are also compared to their performance to find a better algorithm. The results of the Silhouette Coefficient show that DBSCAN has a better performance with a value of 0.99 than K-Means with a value of 0.86. The variables that affect the interest in using public transportation are the most important ones related to cost, speed, comfort, safety, efficiency and flexibility.

This community service aims to develop human resources to improve employee performance at PT Insan Ki Angka. This activity was carried out in November 2021, using training and development methods which included workshops, skills training and mentoring programs. This method is applied on an ongoing basis to ensure effective transfer of knowledge and skills to employees. The results of the activities show that human resource development through comprehensive and ongoing training can significantly improve employee performance, operational efficiency and job satisfaction. While there are challenges such as limited training time and variations in technology skills, the benefits are far greater. Therefore, it is recommended that companies continue to implement structured HR development programs and provide ongoing support for employees, as well as ensure that adequate facilities and resources are available to support the implementation of new knowledge. These steps will help the company achieve its vision and mission and strengthen its competitiveness in the market.

The craft MSME sector is one of the leading sectors for developed countries in foreign exchange earning country. Products in handicraft industrial centers always have a higher exchange rate profitable and can create added value that is greater than other sectors. Craft Center woven bamboo as an example of a leading industry in Indonesia that is able to absorb labor as well stimulating the micro economy, but cannot be separated from facing problems, including in the field of production and management. In the production sector, the problem faced is still weak application of standards technological procedures, the process of mastering technology where most producers still use equipment simple production leading to low productivity and efficiency. Apart from that, the weak business management which causes them to be unable to increase the scale of their business. From the background of the problems above, In general, this Community Technology Dissemination activity seeks to solve partner problems with introducing appropriate technology and providing business management assistance for quality and the quantity of products from the two prospective MSME partners increased. The methods given are: 1) Introduction technology for preparing material components with a spinser (a combination of spindle and serkel machines); 2) Mini introductions cold press; 3) Introduction of finishing technology; 4) Training on diversification of processed materials into products mixmedia (mixmedia furniture design / prototype.

The implementation of tax autonomy by the central and regional governments separately provides the flexibility to be more independent in tax arrangements in order to increase the income of each region. The objective of this research is to determine whether the West Java provincial government's application of  vehicle tax collection  is effective in increasing Regional Original Income (ROI) in West Java. The methodology used in this research is qualitative. Analysis of the data used is analysis by calculating the effectiveness of tax collection. The results of data analysis show that the efficiency of  vehicle tax collection has an impact on increasing local revenue in West Java.