The study aims to implement Data Mining with Apriori Algorithm and Association Methods (shop cart analysis) to analyze the sales pattern of Kaffa Beauty Shop stores as a case study. Sales information obtained from stores is used to find out the repeated buying habits of cosmetic products. This analysis provides store owners with valuable information to make more useful decisions about product inventory management, marketing strategies, and other aspects of their business. The Apriori Algorithm implementation follows steps including data preprocessing, subsetting, frequent dataset search, and strong association rules (strong Association Rules). The results of the analysis show that there are important purchasing patterns among some cosmetic products that can be the basis of a more effective sales strategy. The study helps understand how data mining and Apriori Algorithms can be applied in business contexts such as Kaffa Beauty Shop stores. Therefore, the results of this analysis are expected to contribute greatly to improving business efficiency and optimizing marketing strategies for store owners and stakeholders. The research is also expected to show the enormous potential of data analysis to support optimal business decision making.

Discord, which was originally created for the gamer community, can now be found used by hobby groups and communities that are used for shared learning purposes. But the downside is the gamer culture that comes with it. Rude and toxic words that are synonymous with the gamer community should be avoided in study group communities. Meanwhile, the facilities for minimizing harsh and toxic words are still limited to word filters that can be tricked so that they can still be sent to the chat room. This can trigger conflict and interfere with learning activities together. This paper proposed an information assistance chatbot that is able to answer question, and conflict prevention with detection toxic sentences using pre-processing from NLP (Natural Language Processing) and text classification so that the chatbot is able to limit toxic sentences a little more accurately than the word filter feature alone. Also, Chatbots are given the ability to determine the value / level of toxic conversations so that they are had been able to determine the punishment action to be carried out by warning, suspending, or even being issued for the most severe cases. In addition, by looking at the frequency of sending messages from several senders, which indicates toxic, it was able to determine when the conflict occurs. The result shows that chatbot can work fine to answer question and detecting toxic include do punishment to toxic sender. With 10% error on detecting conflict and 30% error on answer question. That 30% error false positive on make an answer that should not be answered.

Menghadapi dan menyonsong era society 5.0, penggunaan digitalisasi  atau teknologi informasi menjadi perhatian tersendiri dalam aspek-aspek manajemen perusahaan mengenai proses kegiatan dalam menyelesaikan permasalahan yang dihadapi di masa datang. Tujuan dari penelitian ini adalah untuk mengetahui dan menganalisa strategi manajemen memasuki era  society 5.0 dengan berbasis tata kelola manajemen perusahaan yang tepat. Metode penelitian menggunakan pendekatan kualitatif dengan pengambilan sumber datanya secara sekunder yang berasal dari beberapa pustakan dan referensi terdahulu diantara buku, berbagai jurnal, serta dokumen yang berkaitan sesuai kajian dan tema penelitian dan dianalisis. Temuan studi ini menunjukkan bahwa Perusahaan telah melakukan persiapan dan penguatan strategi manajemen dengan memperhatikan tata kelola perencanaan manajemen.  Namun, penguatan strategi manajemen memasuki era society 5.0  banyak mengalami kendala terkait masih dominannya budaya birokrasi perusahaan akan memanfaatkan teknologi digital dan komunikasi informasi dalam orientasi proses kegiatan manajemen sebuah perusahaan. Dengan demikian bahwa perencanaan perusahaan  dalam menghadapi era Society 5.0  sedini mungkin dipersiapkan secara tepat dan cepat memgambail tindakan sesaui kendala dan segala bentuk perubahan lingkungan dan perkembangannya.