title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ¸ÑÑÐµÐ¼Ñ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹
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: Job analysis system development
Creators: name: Ð¡ÑÐ°ÑÐ¾Ð²Ð¾Ð¹ÑÐ¾Ð², ÐÐ»ÐµÐºÑÐ°Ð½Ð´Ñ
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: 2022
Subjects: ÐÐ½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ
ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ Ð¸Ð¼ÐµÐ½Ð¾Ð²Ð°Ð½Ð½ÑÑ ÑÑÑÐ½Ð¾ÑÑÐµÐ¹
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐµÐºÑÑÐ¾Ð² Ð½Ð° ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð¼ ÑÐ·ÑÐºÐµ
Ð°Ð½Ð°Ð»Ð¸Ð· Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹
Ð¸Ð·Ð²Ð»ÐµÑÐµÐ½Ð¸Ðµ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹
named-entity recognition
natural language processing
job analysis
job requirements extraction

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ Â«Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ¸ÑÑÐµÐ¼Ñ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹Â». ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ ÑÐ¸ÑÑÐµÐ¼Ñ, ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð¿Ð¾Ð·Ð²Ð¾Ð»Ð¸Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°ÑÑ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ°Ð±Ð¾ÑÐ¾Ð´Ð°ÑÐµÐ»ÐµÐ¹ Ð² Ð½ÐµÑÑÑÑÐºÑÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÑ ÑÐµÐºÑÑÐ°Ñ Ð¾Ð¿Ð¸ÑÐ°Ð½Ð¸Ñ Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹, Ð° ÑÐ°ÐºÐ¶Ðµ Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°ÑÑ Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¸ Ð½Ð° ÑÑÐ½ÐºÐµ ÑÑÑÐ´Ð° Ð´Ð»Ñ ÑÐ¾ÑÐ¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ ÑÐ¿Ð¸ÑÐºÐ° Ð½Ð°Ð¸Ð±Ð¾Ð»ÐµÐµ ÑÑÐµÐ±ÑÐµÐ¼ÑÑ Ð½Ð°Ð²ÑÐºÐ¾Ð². Ð ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ðµ ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð»Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð½Ð°Ð²ÑÐºÐ¾Ð² Ð² ÑÐµÐºÑÑÐ°Ñ Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹, Ð° ÑÐ°ÐºÐ¶Ðµ Ð¿Ð¾Ð´ÑÐ¾Ð´Ñ Ðº ÑÐµÑÐµÐ½Ð¸Ñ Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð·Ð°Ð´Ð°ÑÐ¸. Ð¢Ð°ÐºÐ¶Ðµ Ð¾Ð¿Ð¸ÑÐ°Ð½Ñ Ð¿ÑÐ¾ÑÐµÑÑ ÑÐ±Ð¾ÑÐ° Ð¸ ÑÐ°Ð·Ð¼ÐµÑÐºÐ¸ Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¼Ð¾Ð´ÐµÐ»Ð¸, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼Ð¾Ð¹ Ð´Ð»Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ð¹, Ð¾ÑÐµÐ½ÐºÐ° ÐµÐµ ÑÐ°Ð±Ð¾ÑÑ Ð¸ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÐ° ÑÐµÑÐµÐ½Ð¸Ñ. ÐÐ»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð·Ð°Ð´Ð°ÑÐ¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑÑÑ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐºÐ¸ Spacy, Numpy, Pandas, jsonpath_ng Ð¸ ÑÐ·ÑÐº Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Python. ÐÐ»Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑÑÑ Ð½Ð°Ð±Ð¾Ñ Ð´Ð°Ð½Ð½ÑÑ Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹, ÑÑÐ¾ÑÐ¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐ¹ Ð¸ ÑÐ°Ð·Ð¼ÐµÑÐµÐ½Ð½ÑÐ¹ Ð² ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ. Ð ÐµÐ·ÑÐ»ÑÑÐ°ÑÑ ÑÐ°Ð±Ð¾ÑÑ: Ð¼Ð¾Ð´ÐµÐ»Ñ Ð´Ð»Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹; ÑÐ¸ÑÑÐµÐ¼Ð°, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑÐ°Ñ ÑÑÑ Ð¼Ð¾Ð´ÐµÐ»Ñ Ð´Ð»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð¿Ð¾ÑÑÐ°Ð²Ð»ÐµÐ½Ð½ÑÑ Ð·Ð°Ð´Ð°Ñ; ÑÐ¾Ð·Ð´Ð°Ð½Ð½ÑÐ¹ ÑÐ°Ð·Ð¼ÐµÑÐµÐ½Ð½ÑÐ¹ Ð½Ð°Ð±Ð¾Ñ Ð´Ð°Ð½Ð½ÑÑ Ð²Ð°ÐºÐ°Ð½ÑÐ¸Ð¹, Ð¿Ð¾Ð´ÑÐ¾Ð´ÑÑÐ¸Ð¹ Ð´Ð»Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð°Ð½Ð°Ð»Ð¾Ð³Ð¸ÑÐ½ÑÑ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹. Ð¢Ð¾ÑÐ½Ð¾ÑÑÑ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð½Ð°Ð²ÑÐºÐ¾Ð² Ð² ÑÐµÐºÑÑÐµ â 90%.
description: The subject of the graduate qualification work is âJob analysis system developmentâ. The given work is devoted to the development of a system that allows to recognize requirements in unstructured job description texts and analyze a set of jobs in order to create a list of the most mentioned requirements. The paper analyzes existing systems and approaches for skill recognition in job description texts, describes the system architecture, the process of data collection and annotation for training the model used for skill recognition. Spacy, Numpy, Pandas and jsonpath_ng libraries and Python programming language were used for the system development. A dataset containing job descriptions was created and annotated for training the model. The results of work are a model for job requirements recognition, a system, which uses this model and an annotated dataset, which can be used for training similar models. The precision of job skill recognition is 90%.