ABSTRACT
Ⅰ. Introduction
Ⅱ. Literature Review and Theoretical Background
2.1. Tone and Linguistic Style in OnlineReviews
2.1. Tone and Linguistic Style in Online Reviews
2.2. Source Credibility Theory and Linguistic Tone
2.3. Cognitive Fit Theory and Tone–Product Alignment
Ⅲ. Hypothesis Development
3.1. Analytical Tone and Perceived Expertise
3.2. Authentic Tone and Perceived Trustworthiness
3.3. Mixed Emotional Tone and Balanced Credibility Signals
3.4. Product Type as a Moderating Context
Ⅳ. Research Design and Methodology
4.1. Data Collection and Sampling Strategy
4.2. Linguistic Inquiry and Word Count(LIWC)
4.3. Measurement of Key Variables
4.4. Model Specification and Estimation Approach
Ⅴ. Results
5.1. Descriptive Statistics and Correlations
5.2. Effects of Linguistic Tone and Product Type Interactions on Review Helpfulness
5.3. Robustness Checks and Alternative Specifications
Ⅵ. Discussion
6.1. Summary of Key Findings
6.2. Theoretical Contributions
6.3. Practical Implications for Platform Design and Review Writing
6.4. Limitations and Future Research
Ⅶ. Conclusion