4.5 Article

An Integrated Approach for Improving Brand Consistency of Web Content: Modeling, Analysis, and Recommendation

Journal

ACM TRANSACTIONS ON THE WEB
Volume 15, Issue 2, Pages -

Publisher

ASSOC COMPUTING MACHINERY
DOI: 10.1145/3450445

Keywords

Brand personality; online reputation management; sentence ranking; text classification

Funding

  1. Institute PhD Fellowship at Indian Institute of Technology Kharagpur

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Consumer-dependent organizations present themselves as possessing a brand personality, which is impressed upon consumers through content like advertisements. Maintaining a consistent brand tone has become challenging in the era of digital marketing, leading researchers to develop a sentence ranking system to address brand inconsistency.
A consumer-dependent (business-to-consumer) organization tends to present itself as possessing a set of human qualities, which is termed the brand personality of the company. The perception is impressed upon the consumer through the content, be it in the form of advertisement, blogs, or magazines, produced by the organization. A consistent brand will generate trust and retain customers over time as they develop an affinity toward regularity and common patterns. However, maintaining a consistent messaging tone for a brand has become more challenging with the virtual explosion in the amount of content that needs to be authored and pushed to the Internet to maintain an edge in the era of digital marketing. To understand the depth of the problem, we collect around 300K web page content from around 650 companies. We develop trait-specific classification models by considering the linguistic features of the content. The classifier automatically identifies the web articles that are not consistent with the mission and vision of a company and further helps us to discover the conditions under which the consistency cannot be maintained. To address the brand inconsistency issue, we then develop a sentence ranking system that outputs the top three sentences that need to be changed for making a web article more consistent with the company's brand personality.

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