Title	Sentiment Orientation Using Deep Learning Sequential and Bidirectional Models
Author	Hasan J. Alyamani
Citation	Vol. 21  No. 11  pp. 23-30
Keywords	Deep Learning, LSTM, CNN, Machine Learning, Supervised and Un-Supervised Learning

Title	The Market Orientation from Dual Perspectives :Customers and Managers Perceptions in Tunisian Banks
Author	Faouzi Najjar and Yosra Missaoui
Citation	Vol. 21  No. 11  pp. 31-42
Keywords	market-orientation, customer orientation, competitor orientation, interfunctional coordination, perceptions gap analysis

Title	Modeling of Regional Management of Innovation Activity: Personnel Policy, Financial and Credit and Foreign Economic Activity
Author	Sergii Prylipko, Nataliia Vasylieva, Olena Kovalova, Mariia Kulayets, Yana Bilous, Iryna Hnatenko
Citation	Vol. 21  No. 11  pp. 43-48
Keywords	regional management, innovation activity, personnel policy, financial and credit activity, foreign economic policy

Title	DIGITAL TECHNOLOGIES AND RANKINGS AS TOOLS OF THE COMPETITIVENESS IN THE EDUCATIONAL SERVICES MARKET
Author	Antonina Djakona, Ruslan Lavrov, Liudmyla Anisimova, Oksana Koval, Maryna Polkhovska, Svitlana Shumaieva
Citation	Vol. 21  No. 11  pp. 49-58
Keywords	national higher education system; university; competitiveness; educational services market; ranking of world universities; globalization; digitalization; digital technologies; competitive advantages.