Content area

Abstract

Network analysis is widely used in psychological research, yet the applicability in the counseling process of novice psychologists remains unclear. This study applies network analysis to explore lexical changes in novice psychological counselors over four consecutive sessions in order to understand the growth process of novice counselors. We analyzed verbatim transcripts of 221 novice counselors using a psychological dictionary to convert them into word frequencies. Descriptive statistical analysis was conducted on personal pronouns, emotional process words, cognitive process words, and personal concern words. Network analysis was then applied to assess the structures of these word frequencies. Finally, correlation analysis was conducted between novice counselors’ and clients’ word frequencies. Across four sessions, self-related personal pronouns in novice counselors increased, while positive emotion and anxiety words decreased. Causal, discrepancy, and pause words decreased in cognitive processes, while physiological process words increased in personal concerns. Network analysis showed increasing block-style connections among words used by counselors. Correlation analysis indicated decreasing consistency in word frequencies between counselors and clients. Network analysis is effective for studying novice counselors’ processes, providing insights into lexical changes and relationships between counselors and clients.

Details

1009240
Business indexing term
Title
Network analysis of the growth process of novice psychological counselors
Author
Wu, Zhiyong 1 ; Ding, Haiyan 2 ; Tang, Xiaotong 3 

 School of Education, Liaoning Normal University, 116029, Dalian, China (ROR: https://ror.org/04c3cgg32) (GRID: grid.440818.1) (ISNI: 0000 0000 8664 1765); Department of Psychological Counseling, Changsha Social Work College, 410004, Changsha, China 
 Department of Psychological Counseling, Changsha Social Work College, 410004, Changsha, China 
 School of Education, Liaoning Normal University, 116029, Dalian, China (ROR: https://ror.org/04c3cgg32) (GRID: grid.440818.1) (ISNI: 0000 0000 8664 1765) 
Volume
15
Issue
1
Pages
42362
Number of pages
12
Publication year
2025
Publication date
2025
Section
Article
Publisher
Nature Publishing Group
Place of publication
London
Country of publication
United States
Publication subject
e-ISSN
20452322
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2025-11-27
Milestone dates
2025-10-28 (Registration); 2024-09-02 (Received); 2025-10-28 (Accepted)
Publication history
 
 
   First posting date
27 Nov 2025
ProQuest document ID
3276448180
Document URL
https://www.proquest.com/scholarly-journals/network-analysis-growth-process-novice/docview/3276448180/se-2?accountid=208611
Copyright
© The Author(s) 2025. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the "License"). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2025-11-29
Database
2 databases
  • Coronavirus Research Database
  • ProQuest One Academic