Analysis of Factors Influencing the Trust Levels of Kyrgyzstan Residents, Using Neural Network Analysis
DOI:
https://doi.org/10.5007/1518-2924.2023.e93526Keywords:
Kyrgyz ODA, Trust, Neural network analysisAbstract
Objective: Kyrgyzstan, located in Central Asia, is a country which has a strong will to achieve national development. The aim of this study is to measure the levels of trust of local residents, a highly important factor in national development, and to derive suggestions for improving it. To this end, the primary means employed is to target the residents of Kyrgyzstan and measure the levels of trust they have towards each other.
Methods: The study uses data relating to aid projects for rural development that Korea’s Good Neighbors International organization (GNI) is jointly carrying out in Kyrgyzstan along with the Korea International Cooperation Agency (KOICA), a Korean aid provider. In order to carry out the aid project to Kyrgyzstan, these organizations conducted a baseline survey at the initial stage, and the results of this study were used for analysis. As regards the analytical method used in this study, neural network analysis was employed for the questionnaire survey data of 583 people in Kyrgyzstan that was used for the baseline survey.
Results: Neural network analysis, a component of the big data analysis method, has recently been in the academic limelight. The analysis revealed that ethnicity had the greatest influence on the trust levels of Kyrgyzstan residents, followed by gender and education level, in that order.
Conclusions: From this, it can be seen that multifaceted efforts are needed to increase the levels of trust of peoples other than ethnic Kyrgyzstanis, as they occupy a central position in Kyrgyzstan.
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ADLER, P. S.; KWON, S.-W. Social Capital: Prospects for a New Concept. The Academy of Management Review, v. 27, n. 1, p. 17–40, 2002.
AGNEESSENS, F.; WITTEK, R. Social capital and employee well-being : disentangling intrapersonal and interpersonal selection and influence mechanisms. Revue française de sociologie, v. 49, n. 3, p. 613–637, 2008.
AVEY, J. B. et al. Impact of positive psychological capital on employee well-being over time. Journal of Occupational Health Psychology, v. 15, n. 1, p. 17–28, 2010.
AZÓLAS PÉREZ, K. .; SAAVEDRA GONZÁLEZ, A. .; UBILLA RIQUELME, M. . Network learning communities: Contributions to sustainability and integral training. HUMAN REVIEW. International Humanities Review / Revista Internacional de Humanidades, v. 12, n. 1, p. 1–13, 2022. DOI: 10.37467/revhuman.v11.3903.
BEN HADOR, B. How intra-organizational social capital influences employee performance. Journal of Management Development, v. 35, n. 9, p. 1119–1133, 1 jan. 2016.
BURKE, C. S. et al. Trust in leadership: A multi-level review and integration. The Leadership Quarterly, The Leadership Quarterly Yearly Review of Leadership. v. 18, n. 6, p. 606–632, 1 dez. 2007.
CAMILO DE SOUSA NETTO, M.; LUIZ PINTO, A. The silence of the data says a lot; pay attention: a brief exploration of visual exploratory analysis. Advanced Notes in Information Science, v. 2, p. 15-23, 2022.
CANO, C. A. G.; CASTILLO, V. S.; GALLEGO, T. A. C. Mapping the Landscape of Netnographic Research: A Bibliometric Study of Social Interactions and Digital Culture. Data & Metadata, v. 2, p. 25, 21 mar. 2023.
CANO, C. A. G.; CASTILLO, V. S.; ROJAS, E. E. M. Strategy for improving learning in the Financial Tools and Project Management Course through the use of Second Life-SL. Metaverse Basic and Applied Research, v. 2, p. 31–31, 2 abr. 2023.
CASTILLO, J. I. R. Identifying promising research areas in health using bibliometric analysis. Data & Metadata, v. 1, p. 10–10, 20 dez. 2022.
CHO, Y. J. Big Data, New SPSS Analysis Technique: Neural Network, SVM, Random Forest. Seoul: Hannarae Academy, 2020.
DELGADO, C. B. User experience (UX) in metaverse: realities and challenges. Metaverse Basic and Applied Research, v. 1, p. 9–9, 28 dez. 2022.
DIENER, E. Subjective well-being: The science of happiness and a proposal for a national index. American Psychologist, v. 55, n. 1, p. 34–43, 2000.
ECONOMIDES, G.; KALYVITIS, S. C.; PHILIPPOPOULOS, A. Do Foreign Aid Transfers Distort Incentives and Hurt Growth? Theory and Evidence from 75 Aid-Recipient Countries. Rochester, NY, 1 mar. 2004. Disponível em: https://papers.ssrn.com/abstract=528163. Acesso em: 23 mar. 2023
FERRES, N.; CONNELL, J.; TRAVAGLIONE, A. Co‐worker trust as a social catalyst for constructive employee attitudes. Journal of Managerial Psychology, v. 19, n. 6, p. 608–622, 1 jan. 2004.
FERRON, L. M. Saltando la brecha: el desarrollo de un producto innovador desde la perspectiva del análisis de redes sociales. AWARI, v. 2, p. e026–e026, 2021.
GARA, G. L.; LA PORTE, J. M. Processes of building trust in organizations: internal communication, management, and recruiting. Church, Communication and Culture, v. 5, n. 3, p. 298–319, 1 set. 2020.
GONZALEZ-ARGOTE, D. Thematic Specialization of Institutions with Academic Programs in the Field of Data Science. Data & Metadata, v. 2, p. 24–24, 15 mar. 2023.
GROOTAERT, C. Measuring Social Capital: An Integrated Questionnaire. [s.l.] World Bank Publications, 2004.
GROOTAERT, C.; VAN BASTELAER, T. Understanding and measuring social capital: A synthesis of findings and recommendations from the social capital initiative. [s.l.] World Bank, Social Development Family, Environmentally and Socially …, 2001. v. 24
GRUMAN, J. A.; SAKS, A. M. Organizational Socialization and Newcomers’ Psychological Capital and Well-Being. Em: B. BAKKER, A. (Ed.). Advances in Positive Organizational Psychology. Advances in Positive Organizational Psychology. [s.l.] Emerald Group Publishing Limited, 2013. v. 1p. 211–236.
GUTIÉRREZ, E.; LARROSA, J. M. C. Digital networks, social capital, and poverty. An analysis for the city of Bahía Blanca. AWARI, v. 3, 25 set. 2022.
HANSEN, A.; BUITENDACH, J. H.; KANENGONI, H. Psychological capital, subjective well-being, burnout and job satisfaction amongst educators in the Umlazi region in South Africa. SA Journal of Human Resource Management, v. 13, n. 1, p. 9, 16 set. 2015.
HELLIWELL, J. F.; HUANG, H. How’s the Job? Well-Being and Social Capital in the Workplace. ILR Review, v. 63, n. 2, p. 205–227, 1 jan. 2010.
HERNÁNDEZ, I. S. J.; GUARDADO, R. T.; GÁLVEZ, C. E. S. Industrial clusters: A scientific review mapping. Iberoamerican Journal of Science Measurement and Communication, v. 2, n. 2, 16 dez. 2022.
HOBFOLL, S. E. Social and Psychological Resources and Adaptation. Review of General Psychology, v. 6, n. 4, p. 307–324, 1 dez. 2002.
KOICA; GNI. Integrated Rural Development Project in Kyrgyz Republic (plan documents). KOICA, , 2021.
KOICA 홈페이지. Disponível em: https://www.koica.go.kr/sites/koica_kr/index.do. Acesso em: 23 mar. 2023.
KROT, K.; LEWICKA, D. The Importance Of Trust In Manager-Employee Relationships. International Journal of Electronic Business Management, v. 10, n. 3, p. 334, 2012.
LEUNG, A. et al. Searching for Happiness: The Importance of Social Capital. Em: DELLE FAVE, A. (Ed.). The Exploration of Happiness: Present and Future Perspectives. Happiness Studies Book Series. Dordrecht: Springer Netherlands, 2013. p. 247–267.
LI, B. et al. Positive psychological capital: A new approach to social support and subjective well-being. Social Behavior and Personality: an international journal, v. 42, n. 1, p. 135–144, 15 fev. 2014.
LÓPEZ-BELMONTE, J. et al. We’ve reached the GOAL. Teaching Methodology for Transforming Learning in the METAVERSE. A teaching innovation project. Metaverse Basic and Applied Research, v. 2, p. 30, 27 mar. 2023.
LUTHANS, F. The need for and meaning of positive organizational behavior. Journal of Organizational Behavior, v. 23, n. 6, p. 695–706, 2002.
MARCELINO, L. V.; PINTO, A. L.; MARQUES, C. A. Scientific specialties in Green Chemistry. Iberoamerican Journal of Science Measurement and Communication, v. 1, n. 1, p. 005–005, 2021.
MAYER, R. C.; DAVIS, J. H.; SCHOORMAN, F. D. An Integrative Model of Organizational Trust. The Academy of Management Review, v. 20, n. 3, p. 709–734, 1995.
MINCU, C. L. The Impact of Personal Resources on Organizational Attitudes: Job Satisfaction and Trust in Organization. Procedia - Social and Behavioral Sciences, INTERNATIONAL CONFERENCE PSIWORLD 2014 - 5th edition. v. 187, p. 685–689, 13 maio 2015.
NATVIG, G. K.; ALBREKTSEN, G.; QVARNSTRØM, U. Associations between psychosocial factors and happiness among school adolescents. International Journal of Nursing Practice, v. 9, n. 3, p. 166–175, 2003.
PASTORIZA, D. Antecedents and consequences of the internal social capital of organizations: An empirical study. Master’s Thesis—Navarra: IESE Business School, 2008.
PERERA, K. A. C. N.; WEERAKKODY, W. A. S. The Impact of Human Capital and Social Capital on Employee Performance: A Study of Employees in Small Scale Industry Enterprises in Western Province of Sri Lanka. Kelaniya Journal of Human Resource Management, v. 13, n. 1, p. 38–48, 8 ago. 2018.
REED, D.; O’DONOGHUE, P. Development and application of computer-based prediction methods. International Journal of Performance Analysis in Sport, v. 5, n. 3, p. 12–28, 1 dez. 2005.
REYMOND, D. Patents information for humanities research: Could there be something? Iberoamerican Journal of Science Measurement and Communication, v. 1, n. 1, p. 006–006, 2021.
SALAS-VALLINA, A.; ALEGRE, J. Happiness at work: Developing a shorter measure. Journal of Management & Organization, v. 27, n. 3, p. 460–480, maio 2021.
SCHOORMAN, F. D.; MAYER, R. C.; DAVIS, J. H. An Integrative Model of Organizational Trust: Past, Present, and Future. Academy of Management Review, v. 32, n. 2, p. 344–354, abr. 2007.
SELIGMAN, M. E. P. Positive psychology, positive prevention, and positive therapy. Em: Handbook of positive psychology. New York, NY, US: Oxford University Press, 2002. p. 3–9.
SELVAM, R. M. The psychology of communicating trust: consensual dependency of trust and knowledge sharing. HUMAN REVIEW. International Humanities Review / Revista Internacional de Humanidades, v. 19, n. 1, p. 1–9, 2023. DOI: 10.37467/revhuman.v19.4913.
SENDJAYA, S. et al. Fostering Organisational Citizenship Behaviour in Asia: The Mediating Roles of Trust and Job Satisfaction. Em: SENDJAYA, S. (Ed.). Leading for High Performance in Asia: Contemporary Research and Evidence-Based Practices. Singapore: Springer, 2019. p. 1–18.
SILVA, E. Digital transformation and knowledge management: relationships in scientific production. Advanced Notes in Information Science, v. 2, p. 43-52, 2022.
SINGH, S.; AGGARWAL, Y. Happiness at Work Scale: Construction and Psychometric Validation of a Measure Using Mixed Method Approach. Journal of Happiness Studies, v. 19, n. 5, p. 1439–1463, 1 jun. 2018.
SOTO, I. B. R.; LEON, N. S. S. How artificial intelligence will shape the future of metaverse. A qualitative perspective. Metaverse Basic and Applied Research, v. 1, p. 12–12, 29 dez. 2022.
SPENCE LASCHINGER, H. K. et al. Building Empowering Work Environments That Foster Civility And Organizational Trust: Testing an Intervention. Nursing Research, v. 61, n. 5, p. 316, out. 2012.
TAŞTAN, S. Human capital and social capital: Building paths to organizational sustainability. Em: The Most Recent Studies In Science and Art. [s.l.] Gece Publishing, 2018. p. 886–902.
TAŞTAN, S. B.; GÜÇEL, C. The impact of employees’ perceived business ethics and ethical climate on organizational social capital. Turkish Journal of Business Ethics, v. 10, n. 1, p. 47–76, 2017.
VAUDO, L. . Good Corporate Governance Standards: Prevention through compliance and self-regulation. VISUAL REVIEW. International Visual Culture Review / Revista Internacional de Cultura Visual, v. 12, n. 4, p. 1–14, 2022. DOI: 10.37467/revvisual.v9.3770.
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