Research Article

Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools

Number: 2026 July 1, 2026
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Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools

Abstract

This study developed a valid and reliable scale to measure perceptions of troll behavior in artificial intelligence tools. As digital technologies and AI-based applications become increasingly widespread across various fields, including education, the need to examine the potential social and psychological effects of online trolling has grown. In educational settings, ensuring a safe, ethical, and healthy digital interaction environment requires that such behaviors be measurable. The study used convenient sampling methods to reach participants from 300 different age groups and 33.7% of this group were male and 66.3% were female. Most participants were between the ages of 18 and 31. The data collection instrument was a 22-item, five-factor, 5-point Likert scale. The factors included aggressive and hostile behaviors, data manipulation, social provocation, anonymity and multiple identities, and emotional manipulation. Exploratory Factor Analysis (EFA) revealed a five-factor structure aligned with these dimensions, explaining 74.135% of the total variance and supporting the construct validity of the scale. Confirmatory Factor Analysis (CFA) further validated the measurement model by demonstrating statistically significant relationships between subdimensions and scale items. Overall, the findings demonstrate that the scale is a valid and reliable tool for assessing the influence of AI-related tools on perceptions of troll behavior, particularly within educational contexts.

Keywords

References

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Details

Primary Language

English

Subjects

Scale Development

Journal Section

Research Article

Publication Date

July 1, 2026

Submission Date

December 14, 2025

Acceptance Date

June 3, 2026

Published in Issue

Year 2026 Number: 2026

APA
Ozmutlu, M., & Payam, H. (2026). Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools. Journal of Family Counseling and Education, 2026. https://doi.org/10.32568/jfce.1842083
AMA
1.Ozmutlu M, Payam H. Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools. JFCE. 2026;(2026). doi:10.32568/jfce.1842083
Chicago
Ozmutlu, Meltem, and Hatice Payam. 2026. “Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools”. Journal of Family Counseling and Education, nos. 2026. https://doi.org/10.32568/jfce.1842083.
EndNote
Ozmutlu M, Payam H (July 1, 2026) Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools. Journal of Family Counseling and Education 2026
IEEE
[1]M. Ozmutlu and H. Payam, “Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools”, JFCE, no. 2026, July 2026, doi: 10.32568/jfce.1842083.
ISNAD
Ozmutlu, Meltem - Payam, Hatice. “Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools”. Journal of Family Counseling and Education. 2026 (July 1, 2026). https://doi.org/10.32568/jfce.1842083.
JAMA
1.Ozmutlu M, Payam H. Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools. JFCE. 2026. doi:10.32568/jfce.1842083.
MLA
Ozmutlu, Meltem, and Hatice Payam. “Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools”. Journal of Family Counseling and Education, no. 2026, July 2026, doi:10.32568/jfce.1842083.
Vancouver
1.Meltem Ozmutlu, Hatice Payam. Development of a Troll Behavior Perception Scale in Artificial Intelligence Tools. JFCE. 2026 Jul. 1;(2026). doi:10.32568/jfce.1842083