{"title":"The power of specific emotion analysis in predicting donations: A comparative empirical study between sentiment and specific emotion analysis in social media","authors":"S. Lee, Leo Paas, Ho Seok Ahn","doi":"10.1177/14707853241261248","DOIUrl":"https://doi.org/10.1177/14707853241261248","url":null,"abstract":"This paper investigates the role of sentiment and specific emotion analysis in forecasting donation behaviour within the context of social networking services (SNSs). The study empirically examines the influence of sentiment and specific emotion analysis on donation behaviour for two non-profit organizations (NPOs): The Fred Hollows Foundation (The Foundation) in both Australia and New Zealand, and The University of Auckland (UOA) in New Zealand. We collected and analysed 298,569 tweets from 106,349 users mentioning these NPOs, along with 5,175,359 tweets mentioning the top 20 US brands from 1,623,113 users. We found that NPOs are often associated with brands that induce joy. Furthermore, sadness expressed by marketers and joy expressed by users positively affected donations to The Foundation, while user-expressed anger positively influenced donations to UOA within the same month. A two-month rolling average analysis highlighted the significant effect of lingering negative emotions on monthly donations over time. Specific emotion analysis outperforms sentiment analysis by demonstrating a higher effect size ( R 2). We advocate for the application of the transformer-transfer learning method for specific emotion analysis when scrutinizing large-scale social media data and devising fundraising strategies.","PeriodicalId":506657,"journal":{"name":"International Journal of Market Research","volume":"13 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141348794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Upselling through upgrading: The role of employee engagement","authors":"Hyunsoo Yoo, Jihoon Cho, Youngju Kim, Hye-jin Kim","doi":"10.1177/14707853241259873","DOIUrl":"https://doi.org/10.1177/14707853241259873","url":null,"abstract":"Although the literature on upselling has investigated different aspects of inducing upselling, there are limited discussions of the effect of past transactions on customers’ acceptance of upsells. Building on the expectation-confirmation and reference dependence theories, this study utilized mixed-effect regression analysis to explore the extent to which customers’ acceptance of upsells changes in response to their prior experience of unexpected gains via free upgrades. The results show that customers accept and spend more on upselling offers when they have experienced a free upgrade in a past transaction and that the effect of the free upgrade on upselling is positively moderated by the level of employee engagement.","PeriodicalId":506657,"journal":{"name":"International Journal of Market Research","volume":" 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141363539","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Three little words: A pragmatic qualitative method to understand modern markets","authors":"Ruffin Relja, Philippa Ward, A. Zhao","doi":"10.1177/14707853231219927","DOIUrl":"https://doi.org/10.1177/14707853231219927","url":null,"abstract":"This paper explores a rapid and low-intensity qualitative method that yields deep and rich insights into Generation Z and Millennials, who constitute the largest consumer group in history. This group favours frictionless digital solutions and their engagement with ‘elaborate’ qualitative techniques is unlikely, requiring researchers to marshal efficient technology-facilitated methods that render comparable insight. We assess the capacity of a ‘simple’ projective technique – online word association, accompanied by a few supporting questions – to offer as fine-grained insight into this consumer group against a more involved story stem completion method. The UK buy-now-pay-later (BNPL) context provides a complex novel market for this examination. Results suggest strong conceptual interconnection between the word association and the story stem completion task. Word associations generated similar resonance and tonality to that of the story stem but in a more compact manner, which liberates researchers and participants alike. The word association task focuses and delineates attention on a narrower set of words, not often done in the context of more traditional qualitative techniques, including story stem completion. Young consumers’ vocabularies reveal their most salient perceptions of the phenomenon. The word association task also facilitates Generation Z and Millennials’ active and positive online engagement, removing resistance and withdrawal from the research. This improves marketing response through immediacy, relevancy, and potency.","PeriodicalId":506657,"journal":{"name":"International Journal of Market Research","volume":"120 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139201222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Handling the Inconsistency between Self-Report and the Actual Behavior: Validity of Excluding Survey Participants with Insufficient Effort Responding","authors":"Makito Takeuchi, Junichiro Niimi, Takahiro Hoshino","doi":"10.1177/14707853231209933","DOIUrl":"https://doi.org/10.1177/14707853231209933","url":null,"abstract":"In this study, we aimed to understand and reduce the difference between self-report in a survey and the actual behavior. Thus, we investigated whether such a difference was caused by participants who engaged in insufficient effort responding (IER), which has been receiving increasing research attention. We collected and analyzed data of actual and self-reported smartphone game usage from behavior logs and survey responses including the items associated with the IER scale, respectively. The results confirmed a strong tendency of overreporting and low correlations between the behavior log and survey responses for IER participants. Although the distributions of survey responses differed between IER participants and others, those of the behavior log did not. In conclusion, when IER participants are excluded, the difference between the behavior log and survey responses reduces, but the distribution of the actual behavior remains the same without selection bias.","PeriodicalId":506657,"journal":{"name":"International Journal of Market Research","volume":"49 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139209186","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Susana Jaramillo, George D. Deitz, John D. Hansen, E. Babakus
{"title":"Taking the measure of net promoter score: An assessment of construct and predictive validity","authors":"Susana Jaramillo, George D. Deitz, John D. Hansen, E. Babakus","doi":"10.1177/14707853231213274","DOIUrl":"https://doi.org/10.1177/14707853231213274","url":null,"abstract":"Although the lay appeal of the Net Promoter Score (NPS) is undeniable, scholars have noted concerns over its use based on conceptual and empirical grounds. We address these concerns through an examination of three research questions: (1) To what extent do NPS responses correspond to actual word-of-mouth behaviors? (2) Do NPS responses exhibit measurement invariance across key demographic groupings? (3) How well does NPS perform (as opposed to customer satisfaction scores) as a predictor of financial performance? Study results show that NPS scores correspond to reported word-of-mouth exposure for most, but not all, product categories; NPS responses are invariant across demographic groupings; and that when examined separately, both customer satisfaction and NPS are significant predictors of differences in financial performance, but customer satisfaction explains slightly more variance. We discuss the managerial and theoretical implications arising from these results.","PeriodicalId":506657,"journal":{"name":"International Journal of Market Research","volume":"32 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139243581","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}