• A
  • A
  • A
  • АБВ
  • АБВ
  • АБВ
  • A
  • A
  • A
  • A
  • A
Обычная версия сайта
  • RU
  • EN
  • HSE University
  • Publications
  • Articles
  • Leveraging People Analytics for Employer Branding: A Text Mining Study of Employee Reviews in IT Industry
  • RU
  • EN
Расширенный поиск
Высшая школа экономики
Национальный исследовательский университет
Priority areas
  • business informatics
  • economics
  • engineering science
  • humanitarian
  • IT and mathematics
  • law
  • management
  • mathematics
  • sociology
  • state and public administration
by year
  • 2027
  • 2026
  • 2025
  • 2024
  • 2023
  • 2022
  • 2021
  • 2020
  • 2019
  • 2018
  • 2017
  • 2016
  • 2015
  • 2014
  • 2013
  • 2012
  • 2011
  • 2010
  • 2009
  • 2008
  • 2007
  • 2006
  • 2005
  • 2004
  • 2003
  • 2002
  • 2001
  • 2000
  • 1999
  • 1998
  • 1997
  • 1996
  • 1995
  • 1994
  • 1993
  • 1992
  • 1991
  • 1990
  • 1989
  • 1988
  • 1987
  • 1986
  • 1985
  • 1984
  • 1983
  • 1982
  • 1981
  • 1980
  • 1979
  • 1978
  • 1977
  • 1976
  • 1975
  • 1974
  • 1973
  • 1972
  • 1971
  • 1970
  • 1969
  • 1968
  • 1967
  • 1966
  • 1965
  • 1964
  • 1963
  • 1958
  • More
Subject
News
May 25, 2026
HSE Scientists Train Neural Network to 'Hear' Faults in Electric Motors
Researchers at the AI and Digital Science Institute of the HSE Faculty of Computer Science have developed a new method—the Signature-Guided Data Augmentation (SGDA) framework—that achieves 99% accuracy in motor fault detection and 86% accuracy in fault classification. The application of this approach can reduce industrial equipment repair costs, minimise downtime, and improve production safety. The study results have been published in Engineering Applications of Artificial Intelligence.
May 25, 2026
'The Humanities Serve as a Conscience'
Maria Mizernaia studies Soviet literature and the history of book publishing. In this interview for the HSE Young Scientists project, she discusses plans to publish a novel about besieged Leningrad, AI-provoked reflections on what it means to be human, and how novels can help satisfy our dopamine hunger.
May 25, 2026
Is It Possible to Predict a Citys Life Based on the Shape of Its Neighbourhoods?
Is it possible to predict, based on the configuration of streets and buildings, where a café will open or where traffic congestion will occur? Participants in the Spatial Analysis and Modelling of Urban Processes research and study group use open data and machine learning to identify universal patterns. Alexander Sheludkov and Eduard Somov discuss the purpose of comparing cities, the need for new forms of urban statistics, and how open data is transforming approaches to urban studies.

 

Have you spotted a typo?
Highlight it, click Ctrl+Enter and send us a message. Thank you for your help!

Publications
  • Books
  • Articles
  • Chapters of books
  • Working papers
  • Report a publication
  • Research at HSE

?

Leveraging People Analytics for Employer Branding: A Text Mining Study of Employee Reviews in IT Industry

Journal of Chinese Human Resource Management. 2025. Vol. 16. No. 2. P. 97–120.
Mahar D. H.
In press

The rise of crowdsourced job reviews has provided valuable insights into employer branding. This study applies text-mining techniques to analyse employee reviews and identify key employer value propositions (EVPs) in the U.S. IT industry. A dataset of 21,482 employee reviews from 11 Fortune 500 IT companies was collected from Indeed. com, followed by bigram analysis and Structural Topic Modeling (STM) for extracting recurring themes and sentiments. The bigram analysis identified work-life balance and competitive compensation as the most positively associated factors, whereas job security emerged as the most frequently criticized aspect. The STM analysis identifies five dominant EVPs that IT professionals prioritize. Further, findings indicate a growing emphasis on management quality and economic value over time, while employee joy at work has declined since 2012. These insights have practical implications for HR managers and policymakers aiming to enhance employer branding strategies. This study contributes to the field of people analytics by integrating computational textmining methods to analyse employee feedback, offering a data-driven approach to understanding workforce sentiments. Limitations and future research directions are discussed in relation to expanding the study across different industries and geographical contexts.

Research target: Economics and Management
Language: English
Full text
DOI
Text on another site
Keywords: ИТ-индустрияpeople analyticsинтеллектуальный анализ текста (text mining)IT industryemployer value propositions text miningemployer brandingаналитика персоналабрендинг работодателяценностные предложения работодателя
Similar publications
БАЗОВЫЕ ТАБЛИЦЫ «ЗАТРАТЫ-ВЫПУСК» ЗА 2021 ГОД: НЕКОТОРЫЕ АСПЕКТЫ ПРИМЕНЕНИЯ В ИССЛЕДОВАНИЯХ
Kalinin A. M., Проблемы прогнозирования 2026 № 1 С. 45–55
Rosstat's publication of basic input–output tables for 2021, given the five-year periodicity of such materials, represents a significant event for Russian economic science. The article provides an overview of some of the features and properties of the published tables and the results of their use for the analysis of technological changes and import dependence. It ...
Added: May 26, 2026
Китай как новая экономическая империя: проблемы роста и модели взаимодействия с государствами Глобального Юга
Tkachuk A., Романова В. В., Экономические науки 2026 № 2 С. 561–565
Актуальность статьи обусловлена трансформацией мирохозяйственных связей под влиянием Китая. Степень разработанности отражена в полярных оценках экспансии КНР. Объект — экономическая экспансия Китая, предмет — модели взаимодействия со странами Глобального Юга. Методология базируется на геоэкономическом подходе и концепции асимметричной взаимозависимости. Практическая значимость заключается в выявлении рисков долговой и технологической зависимости и рекомендациях для стран-партнеров по выстраиванию сбалансированного сотрудничества. ...
Added: May 26, 2026
ОЦЕНКА ВОЗДЕЙСТВИЯ АДРЕСНЫХ (ПЕРСОНАЛЬНЫХ) САНКЦИЙ США НА РОССИЙСКИЕ КОМПАНИИ В 2014-2023 ГГ.
Kalinin A. M., Вопросы экономики 2025 № 8 С. 26–43
The study of the consequences of the application of individual sanctions instruments at the level of industries or segments of the economy allows us to assess the components and factors of overall sustainability, the effectiveness of the state policy. The paper provides an econometric assessment of the impact of US SDN list sanctions on Russian ...
Added: May 26, 2026
ФАКТОРЫ ИНВЕСТИЦИОННОЙ АКТИВНОСТИ В РОССИЙСКОЙ ЭКОНОМИКЕ: ВЫВОДЫ 2022 Г
Kalinin A. M., Проблемы прогнозирования 2024 № 1 С. 35–53
The dynamics of the Russian economy in 2022 did not develop along the trajectories expected in most forecasts. Investments in fixed assets, contrary to expectations, decreased slightly; some industries have seen growth. The article offers an analysis of the 2022 results from the point of view of justification of views on the factors determining investment ...
Added: May 26, 2026
ИМПОРТОЗАВИСИМОСТЬ И ИМПОРТОЗАМЕЩЕНИЕ В РОССИИ: ОЦЕНКА НА ОСНОВЕ ТАБЛИЦ РЕСУРСОВ И ИСПОЛЬЗОВАНИЯ
Kalinin A. M., Проблемы прогнозирования 2024 № 2 С. 21–33
The article discusses issues related to the assessment of import dependence and the results of the import substitution policy in the period 2016–2020. An overview of options for assessing import dependence indicators is provided, and the possibility of using resource and use tables published by Rosstat is substantiated. The main analysis tool is calculated tables ...
Added: May 26, 2026
ЧЛЕНСТВО РОССИИ В ВТО: ОЦЕНКА ВОЗДЕЙСТВИЯ НА ВНЕШНЮЮ ТОРГОВЛЮ
Kalinin A. M., Вопросы экономики 2023 № 7 С. 100–114
The paper assesses some of the consequences of Russia’s accession to the World Trade Organization (WTO). Whereas much discussion about its costs and benefits happened during the WTO negotiations and in the first years after the accession, there was little said on the real consequences afterwards. The aim of the research is to assess the ...
Added: May 26, 2026
СОКРАЩЕНИЕ ИНОСТРАННОГО ПРИСУТСТВИЯ В РОССИЙСКОЙ ОБРАБАТЫВАЮЩЕЙ ПРОМЫШЛЕННОСТИ: РЕЗУЛЬТАТЫ 2022 Г. И БЛИЖАЙШИЕ ПЕРСПЕКТИВЫ
Kalinin A. M., Общество и экономика 2023 № 4 С. 53–63
The withdrawal of foreign companies from the Russian market due to a change in the political situation has been a new trend for the Russian economy. The study shows that the actual scale of closure of foreign legal entities is insignificant, and even smaller than in previous years: the maximum number of legal entities was ...
Added: May 26, 2026
ИСПОЛЬЗОВАНИЕ ПРИНЦИПА КЛИЕНТОЦЕНТРИЧНОСТИ В ГОСУДАРСТВЕННОМ УПРАВЛЕНИИ: ПОВЕСТКА ВНЕДРЕНИЯ
Kalinin A. M., Вопросы государственного и муниципального управления 2023 № 3 С. 7–25
Customer-centricity (client-centricity) is a new concept for Russian public governance. However, since 2022, the implementation of the relevant principles has been brought to the level of a national strategic initiative. The article proposes an analysis of the issues to be considered when implementing customer-centricity in the practice of government agencies and institutions. The article examines ...
Added: May 26, 2026
Оценка влияния внешних факторов на цифровую зрелость органов государственного управления в субъектах Российской Федерации
Styrin E. M., Ataeva A., Жатикова Д. В. et al., Регион: Экономика и Социология 2026 № 2 С. 31–55
There remains a pronounced interregional differentiation in the level of digital development across the Russian Federation, which necessitates a comprehensive analysis of the factors influencing the digital maturity of public administration bodies in the country’s regions. This article offers a quantitative assessment of the impact of external socioeconomic, institutional, and technological factors on the level ...
Added: May 26, 2026
Reliability and Statistics in Transportation and Communication: Ecosystems for Smart Connectivity and Intelligent Mobility. Selected Papers from the 25th International Multidisciplinary Conference on Reliability and Statistics in Transportation and Communication, RelStat-2025, October 16–18, 2025, Riga, Latvia
Switzerland: Springer Publishing Company, 2026.
In this volume of “Lecture Notes in Networks and Systems” we are pleased to present the proceedings of the 25th International Multidisciplinary Conference on Reliability and Statistics in Transportation and Communication” (RelStat-2025), which took place in hybrid form in Riga, Latvia on October 16–18, 2025. This event belongs to a con ference series started in ...
Added: May 25, 2026
Demand for consumer loans in Russia: How strong is the interest rate channel of monetary policy?
Шелованова Т. И., Синяков А. А., Russian Journal of Economics 2025 No. 11 P. 47–75
The booming retail trade and the above-target consumer prices inflation in 2023–2024 in Russia, amid tightening monetary policy stance, raise an issue of the strength of the monetary policy interest rate channel. The focus of our paper is the interest rate elasticity (given inflation expectations) of a household’s loan request probability. We argue that a ...
Added: May 25, 2026
Региональная экономика и развитие территорий : сборник научных статей. Вып. 19
Kaisarova V. P., Коклев К. С., СПб.: Издательство СПбГЭУ, 2025.
The article examines the trends in the development of territorial accessibility of public transport for the population of the largest city based on the geoinformation analysis of the spatial features of its infrastructure. The article provides a transport dynamic for the period 2015-2024 based on cluster analysis of data on individual types of transport and ...
Added: May 25, 2026
Unemployment and online job boards in Russia: A Beveridge curve perspective
Paklina S., Parshakov P., Teplykh G., The Journal of the New Economic Association 2026 Vol. 70 No. 1 P. 279–301
This paper investigates the relationship between online recruitment and unemployment in Russia within the Beveridge curve (the unemployment–vacancy curve) framework. Using panel data for 81 Russian regions over the period 2006–2022, we examine how the expansion of online job boards affects regional unemployment dynamics. The empirical analysis is based on fi xed- effects and instrumental- variable ...
Added: May 22, 2026
Effects of the ECB’s monetary policy on sovereign bonds pricing
Rincon C. J., Alekseeva O., Vukovic D. et al., Risk Management 2026 No. 28 Article 38
This study examines the long-term effects of the European Central Bank’s (ECB) unconventional monetary policy (UMP) interventions on the yields of sovereign bonds in the Eurozone. Using a sample of 14 European countries from January 2009 to December 2023, our findings indicate that increases of 1 billion euros in the ECB’s balance sheet are associated ...
Added: May 22, 2026
Проблемы интеграции культурного наследия в креативные индустрии Республики Тыва
Монгуш В. Р., Novikova A., Креативные индустрии 2026 Т. 2 № 1 С. 23–41
This article analyzes the historical and cultural background, as well as the current situation and development prospects of the creative industries ecosystem in the Republic of Tuva. A comparative analysis of this remote, subsidized region and its neighbors, the Sakha Republic (Yakutia) and Krasnoyarsk Krai, revealed its strengths, vulnerabilities, and strategies of young creative professionals ...
Added: May 21, 2026
АНАЛИЗ ИННОВАЦИОННОЙ ИНФРАСТРУКТУРЫ ВУЗОВ РОССИИ
Zizin A., Plotnikov S., Деева В. В. et al., Инновации и инвестиции 2025 № 6 С. 36–39
The article is devoted to the study of the innovative infrastructure of Russian universities. The importance of developing innovative infrastructure, the practice of their formation (using the example of the country's leading universities) is studied. A classification of infrastructure objects is given and the effectiveness of their use in the practice of Russian universities is ...
Added: May 21, 2026
ТЕХНОЛОГИИ В КОРПОРАТИВНОМ ИННОВАЦИОННОМ ПРЕДПРИНИМАТЕЛЬСТВЕ
Plotnikov S., Деева В. В., Тенденции развития науки и образования 2023 № 102-2 С. 113–120
In the scientific article are considered the main technologies of corporate innovative entrepreneurship. Each technology is examined separately, which allows for understanding the purposefulness of using each tool in practice at your company. ...
Added: May 21, 2026
ЦИКЛЫ КИТЧИНА И СУЩНОСТЬ ИХ ПРОЯВЛЕНИЯ
Plotnikov S., Деева В. В., Деева А. В., Тенденции развития науки и образования 2023 № 102-2 С. 64–67
Short-term cyclicity in modern economic systems is caused by a number of factors, including insufficient information. Information about the state of the market, supply and demand is received with a delay due to the processes of its collection, processing and dissemination. The time lag in obtaining information affects the business activity of enterprises, since they ...
Added: May 21, 2026
Stereotypes on Trial: Exploring the Role of Victim Alcohol Abuse in Femicide Sentencing in Russia
Zhuchkova S., Smirnov N., Социология власти 2025 Vol. 37 No. 4 P. 19–50
This study examines how victims’ alcohol abuse affects sentencing in cases where a woman is killed by her intimate partner in Russia, focusing on gender differences among judges. The research uses a dataset of 1,478 court verdicts (2013–2019), obtained via web scraping from official sources and processed through text mining techniques. Using regression analysis, the ...
Added: December 21, 2025
Тексты судебных приговоров как источник данных для эмпирических исследований права в России
Zhuchkova S., Девятников В. Ю., Kazun A. et al., Мониторинг общественного мнения: Экономические и социальные перемены 2025 № 2 С. 170–192
The development of empirical legal studies in Russia is restricted by the lack of sources of disaggregated data on law enforcement available to social researchers. One of the potential sources of such data, which is still insufficiently used in Russian research, is the publicly available texts of court verdicts, in particular court sentences. This article ...
Added: May 8, 2025
Hr-аналитика. Аналитика данных в управлении персоналом
Volkova N., Евсеева С. А., М.: Юрайт, 2024.
В курсе в контексте аналитики данных представлены основные процессы управления человеческими ресурсами, такие как привлечение, адаптация, удержание и развитие персонала, дан широкой обзор метрик и показателей по каждому из них. Отдельные разделы посвящены текучести кадров, анализу опыта сотрудников, а также отчетности и особенностям презентации данных посредством дашбородов. Курс предназначен для обучающихся высших учебных заведений и ...
Added: July 26, 2024
Anti-vaccination Movement on VK: Information Exchange and Public Concern
Petrov I., , in: Digital Transformation and Global Society. 6th International Conference, DTGS 2021, St. Petersburg, Russia, June 23–25, 2021, Revised Selected Papers.: Springer, 2022. P. 108–121.
Vaccination is a simple yet effective method for controlling the spread of communicable diseases. However, an increasing number of individuals are expressing distrust in the vaccination process and are choosing not to vaccinate themselves or their children. One explanation suggests that such doubtfulness is maintained through widespread misinformation available on social media. This research takes ...
Added: May 16, 2024
Концептуализация кадровой экосистемы в цифровой среде
Васильева Е. В., Dneprovskaya N., Информационное общество 2024 № 2 С. 52–67
Digital platforms are widely used by organizations to perform HR functions such as recruiting and personnel training. While interactions between organizations and employees expand in the digital environment, the need for integrated workforce ecosystem is emerging. The analysis of approaches to the definition of a digital platform showed that its distinguishing features from other automated ...
Added: May 1, 2024
Сила и слабость: динамика репрезентации гегемонной маскулинности в русскоязычном рэпе
Zhuchkova S., Бойченко А. Е., Smirnov N., Журнал социологии и социальной антропологии 2024 Т. 27 № 1 С. 103–138
In public and academic debate, rap is often presented as one of the most aggressive music genres, depicting violence and cruelty in various ways. One of the reasons for that is rap’s social background. It emerged in the criminal area of New York first created by the deprived Black population. Using the notion of hegemonic ...
Added: February 11, 2024
  • About
  • About
  • Key Figures & Facts
  • Sustainability at HSE University
  • Faculties & Departments
  • International Partnerships
  • Faculty & Staff
  • HSE Buildings
  • HSE University for Persons with Disabilities
  • Public Enquiries
  • Studies
  • Admissions
  • Programme Catalogue
  • Undergraduate
  • Graduate
  • Exchange Programmes
  • Summer University
  • Summer Schools
  • Semester in Moscow
  • Business Internship
  • Research
  • International Laboratories
  • Research Centres
  • Research Projects
  • Monitoring Studies
  • Conferences & Seminars
  • Academic Jobs
  • Yasin (April) International Academic Conference on Economic and Social Development
  • Media & Resources
  • Publications by staff
  • HSE Journals
  • Publishing House
  • iq.hse.ru: commentary by HSE experts
  • Library
  • Economic & Social Data Archive
  • Video
  • HSE Repository of Socio-Economic Information
  • HSE1993–2026
  • Contacts
  • Copyright
  • Privacy Policy
  • Site Map
Edit