Evidence map›Paper›PMID 40334256›Full record

ArticlePloS one2025

Key elements and theoretical logic of live streaming e-commerce marketing discourse: An analysis based on grounded theory.

Haiyan Miao, Yongsheng Yin, Yuanyuan Zhao, Qian Gao

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Haiyan MiaoSchool of Business Administration, Shandong Women's University, Ji'nan, China.ORCID https://orcid.org/0009-0009-1971-7726
Yongsheng YinSchool of Business, Shandong Yingcai University, Ji'nan, China.
Yuanyuan ZhaoSchool of Business Administration, Shandong Women's University, Ji'nan, China.
Qian GaoSchool of Business Administration, Shandong Women's University, Ji'nan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

With the widespread adoption of mobile networks, live streaming e-commerce has experienced robust growth. Marketing discourse plays a crucial role in communication between live streamers and consumers. This study, adhering to the principles of typicality and diversity, selects 37 live streaming e-commerce videos and employs grounded theory for analysis. It explores the key elements of live streaming e-commerce marketing discourse and constructs a theoretical logic model. The study finds that product image portrayal, emphasis on service assurance, customer interaction, and live stream operation are key elements of this marketing discourse. Among them, product image portrayal is central, with its effectiveness dependent on the other three elements. Customer interaction enhances the "presence" of consumers, establishing a "reinforced quasi-social relationship" between streamers and consumers. Emphasizing service assurance effectively reduces consumers' perceived risk. Live stream operation integrates these three elements to manage the live streaming process and consumers effectively. Based on these elements and the theoretical logic, the design of live streaming e-commerce marketing discourse can be more organized and effective, thereby positively influencing consumers and standardizing live streaming e-commerce activities.

Indexed as

CommerceInternetMarketingCommunicationConsumer BehaviorGrounded TheoryHumansLogic

Identifiers

PMID40334256
PMCPMC12058132

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.