title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¿ÑÐ¾ÐµÐºÑÐ° Ð²Ð½ÐµÐ´ÑÐµÐ½Ð¸Ñ ÑÐ¸ÑÑÐµÐ¼Ñ Ð±Ð¸Ð·Ð½ÐµÑ-Ð°Ð½Ð°Ð»Ð¸ÑÐ¸ÐºÐ¸ Ð´Ð»Ñ ÑÐ¾Ð²ÐµÑÑÐµÐ½ÑÑÐ²Ð¾Ð²Ð°Ð½Ð¸Ñ Ð²Ð·Ð°Ð¸Ð¼Ð¾Ð´ÐµÐ¹ÑÑÐ²Ð¸Ñ Ñ ÐºÐ»Ð¸ÐµÐ½ÑÐ°Ð¼Ð¸ Ð³ÑÑÐ¿Ð¿Ñ ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¹ Â«ÐÐ¾ÐºÐ¾Ð¢ÐµÑ Â»
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Development of a project for implementing a business analytics system to improve interaction with clients of the LokoTech group of companies
Creators: name: Ð ÑÐ¶Ð¾Ð²Ð°, ÐÐ»Ð¸Ð·Ð°Ð²ÐµÑÐ°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2025
Subjects: ÑÐ¸ÑÑÐµÐ¼Ð° Ð±Ð¸Ð·Ð½ÐµÑ-Ð°Ð½Ð°Ð»Ð¸ÑÐ¸ÐºÐ¸
Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ñ
Ð¼Ð¾Ð´ÐµÐ»Ñ Ð´Ð°Ð½Ð½ÑÑ
Ð°ÑÑ Ð¸ÑÐµÐºÑÑÑÐ° ÑÐ¸ÑÑÐµÐ¼
business analytics system
automation
data model
systems architecture

description: Ð¦ÐµÐ»ÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ²Ð»ÑÐµÑÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¿ÑÐ¾ÐµÐºÑÐ° Ð²Ð½ÐµÐ´ÑÐµÐ½Ð¸Ñ BI-ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð»Ñ Ð¿ÑÐ¾ÑÐµÑÑÐ° Ð²Ð·Ð°Ð¸Ð¼Ð¾Ð´ÐµÐ¹ÑÑÐ²Ð¸Ñ Ñ ÐºÐ»Ð¸ÐµÐ½ÑÐ°Ð¼Ð¸ Ð² Ð¿ÑÐ¾Ð¼ÑÑÐ»ÐµÐ½Ð½Ð¾Ð¹ ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¸. ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð²ÑÐ¿Ð¾Ð»Ð½ÑÐ»Ð¾ÑÑ Ð½Ð° Ð±Ð°Ð·Ðµ Ð³ÑÑÐ¿Ð¿Ñ ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¹ Â«ÐÐ¾ÐºÐ¾Ð¢ÐµÑÂ». ÐÑÐµÐ´Ð¼ÐµÑ ÐÐÐ : BI-ÑÐ¸ÑÑÐµÐ¼Ð°. ÐÐµÑÐ¾Ð´Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: Ð°Ð½Ð°Ð»Ð¸Ð· Ð´Ð¾ÐºÑÐ¼ÐµÐ½ÑÐ¾Ð², ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ¸Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ, ÑÐ±Ð¾Ñ Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð· Ð´Ð°Ð½Ð½ÑÑ, Ð¼Ð¾Ð´ÐµÐ»Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð±Ð¸Ð·Ð½ÐµÑ-Ð¿ÑÐ¾ÑÐµÑÑÐ¾Ð², Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ðµ ÑÑÐµÐ¼ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸ Ð¿ÐµÑÐµÐ´Ð°ÑÐ¸ Ð´Ð°Ð½Ð½ÑÑ. ÐÑÐ½Ð¾Ð²Ð½ÑÐµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: Ð² ÑÐ°Ð¼ÐºÐ°Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½ Ð¿ÑÐ¾ÑÐµÑÑ Ð²Ð½ÐµÐ´ÑÐµÐ½Ð¸Ñ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð² Ð³ÑÑÐ¿Ð¿Ñ ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¹ Â«ÐÐ¾ÐºÐ¾Ð¢ÐµÑÂ». ÐÑÐ»Ð¸ Ð¸Ð·ÑÑÐµÐ½Ñ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼Ñ Ð¸ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ñ ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¸. Ð¢Ð°ÐºÐ¶Ðµ Ð² ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½ ÑÑÐ°Ð²Ð½Ð¸ÑÐµÐ»ÑÐ½ÑÐ¹ Ð°Ð½Ð°Ð»Ð¸Ð· Ð¿Ð¾Ð´ÑÐ¾Ð´ÑÑÐ¸Ñ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð¸ Ð²ÑÐ±ÑÐ°Ð½Ð° ÑÐ¸ÑÑÐµÐ¼Ð° Â«PIX BIÂ». Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð¿ÑÐ¾ÐµÐºÑ Ð²Ð½ÐµÐ´ÑÐµÐ½Ð¸Ñ BI-ÑÐ¸ÑÑÐµÐ¼Ñ. ÐÐ¾ÑÐ»Ðµ ÑÑÐ¾Ð³Ð¾ Ð¾ÑÑÑÐµÑÑÐ²Ð»ÐµÐ½ Ð¿ÐµÑÐµÑÐ¾Ð´ Ðº Ð½Ð°ÑÑÑÐ¾Ð¹ÐºÐ°Ð¼ Ð¸ Ð¾ÑÐ»Ð°Ð´ÐºÐµ ÑÐ°Ð±Ð¾ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ. Ð¢Ð°ÐºÐ¶Ðµ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð° Ð¾ÑÐµÐ½ÐºÐ° ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÐ¸ Ð¿ÑÐ¾ÐµÐºÑÐ°: Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ñ ÐºÐ¾Ð»Ð¸ÑÐµÑÑÐ²ÐµÐ½Ð½ÑÐµ Ð¸ ÐºÐ°ÑÐµÑÑÐ²ÐµÐ½Ð½ÑÐµ Ð¿Ð¾ÐºÐ°Ð·Ð°ÑÐµÐ»Ð¸, ÑÐ°ÑÑÑÐ¸ÑÐ°Ð½Ð° ÑÐºÐ¾Ð½Ð¾Ð¼Ð¸ÑÐµÑÐºÐ°Ñ ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÑ Ð²Ð½ÐµÐ´ÑÐµÐ½Ð¸Ñ (Ð¿ÑÐ¾ÑÑÐ°Ñ Ð½Ð¾ÑÐ¼Ð° Ð¿ÑÐ¸Ð±ÑÐ»Ð¸ Ð¸ ÑÑÐ¾Ðº Ð¾ÐºÑÐ¿Ð°ÐµÐ¼Ð¾ÑÑÐ¸). ÐÐ±Ð»Ð°ÑÑÑ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð² ÐÐÐ : Ð¿ÑÐ¾Ð¼ÑÑÐ»ÐµÐ½Ð½Ð¾Ðµ Ð¿ÑÐµÐ´Ð¿ÑÐ¸ÑÑÐ¸Ðµ, Ð¾ÑÑÑÐµÑÑÐ²Ð»ÑÑÑÐµÐµ ÑÐµÐ¼Ð¾Ð½Ñ Ð»Ð¾ÐºÐ¾Ð¼Ð¾ÑÐ¸Ð²Ð¾Ð². ÐÐ°ÑÑÐ½Ð¾Ð¹ Ð½Ð¾Ð²Ð¸Ð·Ð½Ð¾Ð¹ ÑÐ²Ð»ÑÐµÑÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÐºÐ¾Ð½ÑÐµÐ¿ÑÐ¸Ð¸ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¿Ð¾Ð´Ð´ÐµÑÐ¶ÐºÐ¸ Ð¿ÑÐ¸Ð½ÑÑÐ¸Ñ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð¿ÑÐ¸ Ð¿ÑÐ¾Ð³Ð½Ð¾Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ð¸ Ð¾ÑÐºÐ»Ð¾Ð½ÐµÐ½Ð¸Ð¹ Ð¿Ð¾ÐºÐ°Ð·Ð°ÑÐµÐ»ÐµÐ¹ Ð´Ð°ÑÑÐ¸ÐºÐ¾Ð² Ð»Ð¾ÐºÐ¾Ð¼Ð¾ÑÐ¸Ð²Ð° Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ Ð¾ÑÐµÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð±Ð¸Ð·Ð½ÐµÑ-Ð°Ð½Ð°Ð»Ð¸ÑÐ¸ÐºÐ¸. ÐÑÐ²Ð¾Ð´Ñ. ÐÐ°Ð´Ð°ÑÐ¸ ÐÐÐ  ÑÐµÑÐµÐ½Ñ, ÑÐµÐ»Ñ Ð´Ð¾ÑÑÐ¸Ð³Ð½ÑÑÐ°, Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð° Ð¾Ð±Ð»Ð°ÑÑÑ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð².
description: The purpose of the study is to develop a project for implementing a BI system for the reporting process in an industrial company. The study was carried out on the basis of the LocoTech group of companies. The subject of the thesis BI system. Research methods: document analysis, case studies, data collection and analysis, business process modeling, construction of data processing and transmission schemes. The main results of the study: As part of the work, the process of introducing an information system into the LocoTech group of companies was studied. The companys problems and requirements were studied. The work also carried out a comparative analysis of suitable solutions and selected the PIX BI system. A project for implementing a BI system has been developed. After this, the transition to settings and debugging of the system was carried out. An assessment of the projectâs effectiveness was also carried out: quantitative and qualitative indicators were determined, and the economic efficiency of implementation was calculated (simple rate of return and payback period). The field of application of results an industrial enterprise that repairs locomotives. The scientific novelty is the development of the concept of a decision support system for predicting deviations in locomotive sensor indicators using a domestic business intelligence system. Conclusions. The objectives of the WRC have been resolved, the goal has been achieved, and the scope of application of the results has been determined.