Open Access. Powered by Scholars. Published by Universities.®
- Discipline
-
- Sales and Merchandising (80)
- Social and Behavioral Sciences (74)
- Asian Studies (40)
- International and Area Studies (40)
- Technology and Innovation (38)
-
- Organizational Behavior and Theory (33)
- Strategic Management Policy (31)
- Advertising and Promotion Management (29)
- E-Commerce (25)
- Communication (18)
- Business and Corporate Communications (17)
- Physical Sciences and Mathematics (17)
- Computer Sciences (16)
- Finance and Financial Management (15)
- Social Media (13)
- Business Administration, Management, and Operations (12)
- Entrepreneurial and Small Business Operations (10)
- Artificial Intelligence and Robotics (9)
- Operations and Supply Chain Management (9)
- Psychology (9)
- Sociology (8)
- Databases and Information Systems (7)
- International Business (7)
- Management Sciences and Quantitative Methods (7)
- Corporate Finance (6)
- Arts Management (5)
- Medicine and Health Sciences (5)
- Economics (4)
- Keyword
-
- Marketing (29)
- Marketing-finance interface (12)
- Innovation (10)
- India (8)
- Retailing (8)
-
- Trust (8)
- Crowdfunding (7)
- Decision making (7)
- Advertising (6)
- Branding (6)
- China (6)
- Customer satisfaction (6)
- Management (6)
- Marketing channels (6)
- Performance (6)
- Singapore (6)
- Sustainability (6)
- Behavior (5)
- Choice (5)
- Consumer behavior (5)
- E-commerce (5)
- Marketing strategy (5)
- Persuasion (5)
- Social media (5)
- Business planning (4)
- Commitment (4)
- Competition (4)
- Culture (4)
- Customer relations (4)
- Disclosure (4)
- Publication Year
- Publication
-
- Research Collection Lee Kong Chian School Of Business (319)
- Knowledge@SMU (40)
- Dissertations and Theses Collection (Open Access) (39)
- Perspectives@SMU (36)
- Asian Management Insights (18)
-
- Research Collection School Of Computing and Information Systems (9)
- Research Collection Lee Kong Chian School of Business (4)
- 2011 12th International Conference of the Society for Global Business and Economic Development (3)
- Research Collection School Of Accountancy (3)
- Research@SMU: Connecting the Dots (2)
- Research Collection Institute of Service Excellence (2007-2024) (1)
- Research Collection School Of Economics (1)
- Research Collection School of Social Sciences (1)
- Publication Type
- File Type
Articles 1 - 30 of 476
Full-Text Articles in Marketing
Promotion Architecture: A Deal Fairness Model Of Restricted Price Promotions, Shangwen Yi, David Hardisty, Dale Griffin, Thomas Allard
Promotion Architecture: A Deal Fairness Model Of Restricted Price Promotions, Shangwen Yi, David Hardisty, Dale Griffin, Thomas Allard
Research Collection Lee Kong Chian School Of Business
This research examines the effectiveness of two common types of restricted price promotions: threshold promotions (conditional on spending more than a threshold amount; e.g., “Get $5 off on orders of $10 or more”) and capped promotions (limited to a maximum dollar value; e.g., “Get 50% off, up to $5 per order”). Results from seven pre-registered studies, including one field study, show that threshold promotions lead to higher purchase intentions and conversion rates (but potentially lower purchase amounts) than comparable capped promotions—even though capped promotions are equivalent in maximal economic savings for the consumer—when the trigger value (the spending amount at …
Gaming The Marketplace: Consumer Opportunism And Beliefs About Societal Hierarchy, Shilpa Madan, Aparna Labroo, Constantine S. Katsikeas
Gaming The Marketplace: Consumer Opportunism And Beliefs About Societal Hierarchy, Shilpa Madan, Aparna Labroo, Constantine S. Katsikeas
Research Collection Lee Kong Chian School Of Business
Consumers often behave opportunistically, taking more than what fair marketplace exchange warrants (e.g., taking excess samples, returning used items). While each individual transgression may be minor, cumulatively they can undermine firm profitability. Thus, addressing consumer opportunism is an important managerial concern. We identify a novel antecedent of consumer opportunism: consumers’ acceptance of societal hierarchy (i.e., power distance belief [PDB]), including firms’ higher position in it than consumers. Nine studies (plus two supplementary studies) employing archival, correlational, and experimental data provide converging evidence that, in marketplace interactions, this belief evokes a need to feel clever (i.e., to feel smart and knowledgeable …
Cycles Of Inequality In The Marketplace: Insights From Macro, Marketer, And Consumer Perspectives, Debora V. Thompson, Amna Kirmani, Rebecca Hamilton, Andy Li, Christilene Du Plessis, Daniel Fernandes, Guillaume Johnson, Brent Mcferren, Jian Ni, Vladmir Pavlov, Francine Petersen, Lisa Scheer, Yan Vieites, Keith Wilcox
Cycles Of Inequality In The Marketplace: Insights From Macro, Marketer, And Consumer Perspectives, Debora V. Thompson, Amna Kirmani, Rebecca Hamilton, Andy Li, Christilene Du Plessis, Daniel Fernandes, Guillaume Johnson, Brent Mcferren, Jian Ni, Vladmir Pavlov, Francine Petersen, Lisa Scheer, Yan Vieites, Keith Wilcox
Research Collection Lee Kong Chian School Of Business
Seeking inequality via differentiation is a fundamental theme in the marketing literature: consumers derive utility from products that convey socially valued attributes, and marketers target consumers by giving them opportunities to differentiate on socially valued attributes. However, as a large body of evidence shows, inequality can reduce consumer well-being and limit economic growth. In this paper, we take a systemic view of marketplace inequality, examining the interdependence among consumers, marketers, and macro forces in shaping inequality in markets for goods and services. Our broad review of the marketing literature across ten marketing journals and a variety of subdomains within the …
Research On The Spatial Diffusion Process And Influencing Factors Of Traditional Chinese Medicine Brands: Evidence From Beijing Tong Ren Tang, Yuehua Shen
Dissertations and Theses Collection (Open Access)
Against the backdrop of the dual drivers of the revitalization and development of traditional Chinese medicine (TCM) and the rising demand for health-related consumption, the nationwide expansion of TCM chain brands has become a prominent issue of shared concern for both industry and policy circles. However, existing research largely treats cities as mutually independent units and overlooks the spatial externalities arising from geographic proximity. It also implicitly assumes that the driving factors remain stable over a brand's expansion life cycle. This makes it difficult to capture the dynamic evolution of the logic governing store expansion across different stages. Accordingly, this …
An Empirical Study On The Impact Of Eco-Friendly Selling Points On The Purchase Intention Of Young Chinese Consumers, Yang Liu
Dissertations and Theses Collection (Open Access)
Industry consumer research widely portrays Generation Z as an identity-driven cohort that enacts sustainability values through consumption. This narrative is often generalized across cultural contexts, assuming that Western-developed green consumption frameworks can be directly transferred without structural modification. Yet Chinese Gen Z’s e-commerce purchase patterns depart notably from this depiction, raising core questions: Can Western green consumption frameworks be applied to Chinese Gen Z? If so, what theoretical and structural adaptations are necessary?
This dissertation develops and tests an integrated three-pathway model to explain green purchase intention among Chinese Gen Z consumers. The model places utilitarian benefits, self-expression benefits, and …
The Downside Of Generosity: How Rare Giving Fosters Stronger Social Connection, Minkwang Jang, Shereen J Chaudhry, Ayelet Fishbach
The Downside Of Generosity: How Rare Giving Fosters Stronger Social Connection, Minkwang Jang, Shereen J Chaudhry, Ayelet Fishbach
Research Collection Lee Kong Chian School Of Business
Giving serves not only to benefit others and society but also to foster social connections between givers and recipients. However, more giving is not necessarily merrier. This research finds that social connection depends not only on the act of giving but also on how many others receive the gesture from the same giver. Rare givers—those who give to fewer recipients—are perceived as more socially connected to each recipient than broad givers—those who give to many (the rare giving effect). This effect emerges across diverse contexts, including interpersonal gift exchanges in both new and existing relationships and corporate donations. As a …
Digital Platform Participation, Service Innovation, And Retailer Growth Performance, Xueqiang Chen
Digital Platform Participation, Service Innovation, And Retailer Growth Performance, Xueqiang Chen
Dissertations and Theses Collection (Open Access)
The rapid expansion of the digital economy has fundamentally transformed how firms create and deliver value. As a core infrastructure of the digital economy, digital platforms are reshaping firms’ business activities and market interactions. For brand firms that rely heavily on channel systems, retailers play a dual role as both product distributors and critical interfaces with end customers. However, the rise of digital platforms has significantly altered the operating environment of retailers. While digital platforms provide new channels, they also require retailers to adapt by reconfiguring their business models and service offerings. Although digital platform participation has become increasingly common, …
The Impact Of Private Label Product Choice On Consumers' Hedonic Consumption Behavior, Xiaosong Wang
The Impact Of Private Label Product Choice On Consumers' Hedonic Consumption Behavior, Xiaosong Wang
Dissertations and Theses Collection (Open Access)
The competitive landscape of the current retail market is changing rapidly, and private label products, as a unique product force, are playing a role in the fierce market competition. While extensive research has been conducted on why consumers purchase private label products, the behavioral outcomes of consumers’ private label choices have not been fully explored. Based on the business reality of private brand retailing in China, this study constructs a research model concerning the impact of private brand product choice on hedonic consumption behavior. Grounded in self-awareness theory, the paper proposes four scientific research hypotheses. Through seven empirical studies, it …
The Robin Hood Effect In Transgressions Against Firms: How Political Ideology Shapes Consumer Justifications, Jason D. Lin, Anat Keinan, Hannah H. Chang, Donald R. Lehmann
The Robin Hood Effect In Transgressions Against Firms: How Political Ideology Shapes Consumer Justifications, Jason D. Lin, Anat Keinan, Hannah H. Chang, Donald R. Lehmann
Research Collection Lee Kong Chian School Of Business
Consumer transgressions against firms involve moral violations in which consumers take advantage of loopholes in companies’ return and satisfaction-guaranteed policies or the lack of strict enforcement against password sharing, piracy, shoplifting, wardrobing, coupon stacking, promotion abuse, and fraud. Drawing on the timeless tale of Robin Hood, the legendary outlaw who stands up against injustice, the authors demonstrate that consumers use a Robin Hood justification to legitimize their transgressions against firms. Building on moral foundations theory, this research demonstrates that political ideology impacts consumers’ transgression behavior and the perceived morality of these practices. Six studies show that under certain conditions in …
The Impact Of Genai Guidance Strategies On Employee Ai Acceptance: A Field Experiment Based On Private Domain Marketing, Mai Chen
Dissertations and Theses Collection (Open Access)
As a novel technological instrument for content production and customer communication, generative artificial intelligence (GenAI) has garnered significant attention for its value in private domain marketing. However, enterprises frequentlyencounter a paradox of high initial introduction rates coupled with a lackof substantive application. Employee apprehensions regarding the qualityof AI-generated content (AIGC) and organizational guidance strategies are critical factors impeding the realization of technological value. Drawing upon the technologyacceptance model (TAM), the unified theory of acceptance and use of technology(UTAUT), and the task-technology fit (TTF), the study constructs a theoretical model positioning corporate AI guidance strategies as the independent variable andemployee AI …
Pitch Perfect: From Neural Perspective To Behavioural Outcomes—Live, Online, And Brochure, Randy Sison De Guzman
Pitch Perfect: From Neural Perspective To Behavioural Outcomes—Live, Online, And Brochure, Randy Sison De Guzman
Dissertations and Theses Collection (Open Access)
Business presentations have long been a cornerstone of persuasion in business-to-business (B2B) markets. Yet, the rapid shift to virtual communication in the wake of the COVID-19 pandemic has left managers to grapple with a pressing question: Do online presentations measure up to traditional in-person meetings, or can asynchronous formats like brochure-only communication truly take the place of real-time pitching? While this question has clear relevance for everyday business practice, there is still relatively little empirical research to guide these decisions.
This dissertation draws on the Elaboration Likelihood Model (ELM) to suggest that the way information is delivered shapes how people …
Ai-Assisted Thematic Analysis On Consumer Acceptance Of Upcycled Food In Asia, Oon Ling Lee
Ai-Assisted Thematic Analysis On Consumer Acceptance Of Upcycled Food In Asia, Oon Ling Lee
Dissertations and Theses Collection (Open Access)
Food waste overuses natural resources and is responsible for a considerable share of greenhouse gas (GHG) emissions. Coupled with the growing global food insecurity, food wastage appears even more irresponsible and showcases the inefficiencies of the current food system. These escalating global environmental concerns and strained planetary resources have necessitated sustainable food innovation (James & Sheena, 2025; Upadhyay, 2025), particularly the production of upcycled food (UF), a novel food product category transformed from production byproducts such as Okara, barley grain, and beer spent grain (Zhang et al., 2023). This upcycling process supports waste reduction, achieves a circular bioeconomy (Ribeiro et …
The Impact Of Brand Authenticity And Innovation On Stakeholder Behaviours, Jacky Xu
The Impact Of Brand Authenticity And Innovation On Stakeholder Behaviours, Jacky Xu
Dissertations and Theses Collection (Open Access)
This study employs a dual-perspective questionnaire survey, collecting data separately from corporate employees and brand consumers, and uses multiple regression analysis to test the hypotheses. The findings reveal the following: (1) both brand authenticity and innovation have significant positive effects on employee brand citizenship behaviour and consumer purchase intention; (2) brand commitment plays a negatively moderating role in these relationships, such that when stakeholders’ commitment levels are relatively low, the positive effects of brand authenticity and brand innovation on behaviour are stronger, whereas under conditions of high commitment, these effects are weakened, reflecting a substitution effect between emotional attachment and …
Enhancing Market Acceptance Of Sports Rehabilitation Services: A Perspective Of Public Health Literacy And Information Acquisition, Na Li
Dissertations and Theses Collection (Open Access)
This article takes public health literacy as its point of departure, constructs a theoretical model of “Health Literacy–Health Information Acquisition–Market Acceptance”, and introduces rehabilitation experience and service accessibility as moderating variables, in order to systematically examine the formation pathways and underlying mechanisms of market acceptance in the sports rehabilitation service sector.
This study adopts a combination of questionnaire survey and empirical analysis, collecting data from public samples across multiple regions and conducting statistical tests. The findings indicate that, Firstly, public health literacy has a statistically significant positive influence on the market acceptance of sports rehabilitation services. As the level of …
The Role Of Negotiable And Non Negotiable Dimensions In Brand Revitalization: The Case Of Whisky Packaging Design, Liang Wang
Dissertations and Theses Collection (Open Access)
In consumer sectors such as digital appliances, apparel, cosmetics, and food and beverages, the number of brands has grown explosively, intensifying market competition. As the primary touchpoint between brands and consumers, product packaging design directly shapes consumer attitudes. Adjustments to packaging elements can catalyze brand growth but may also trigger trust crises. Although recent studies have explored the role of packaging design in brand revitalization, research remains insufficient regarding its “negotiable” and “non-negotiable” dimensions and the mechanisms through which it influences consumer attitudes.
Drawing on brand life cycle theory, brand image theory, and consumer behavior theory, this dissertation investigates how …
A Study On The Relationship Between Traffic Spillover And Rental Rates Of Shopping Centre Stores Based On Consumer Movement Data, Hongjun Zhang
A Study On The Relationship Between Traffic Spillover And Rental Rates Of Shopping Centre Stores Based On Consumer Movement Data, Hongjun Zhang
Dissertations and Theses Collection (Open Access)
This study is based on consumer movement trajectory data and examines the relationship between traffic spillover among stores within shopping centres and their rent ratios, responding to the practical limitation that traditional rental pricing mechanisms often overlook the dynamic structure of customer flows. Using micro-level consumer movement data and store rental data from three shopping centres in Shenzhen, Nanjing, and Chongqing, this paper constructs a store transition network reflecting customer movements between stores. Social network analysis is employed to measure stores’ network influence indicators (such as degree centrality, betweenness centrality, and structural holes) as well as traffic spillover indicators derived …
The Asymmetric Effects Of Posting An Online Review On Future Spending And The Dark Side Of Solicitations, Hulya Karaman
The Asymmetric Effects Of Posting An Online Review On Future Spending And The Dark Side Of Solicitations, Hulya Karaman
Research Collection Lee Kong Chian School Of Business
Motivated by the prevalence of online review creation and solicitation, this paper examines whether posting an online review impacts the reviewer’s future spending on the reviewed brand. Identifying the causal effects of posting an online review is challenging because reviewers self-select into posting, making it an endogenous decision. I overcome this challenge by using randomized online review solicitations as an instrument for the endogenous treatment variable of posting an online review and establish that doing so decreases the average future spending by the reviewers on the reviewed brand. Additionally, I show that soliciting customers to post increases their propensity to …
Market Culture And Innovation Acceptance In Fire Safety Products: The Moderating Role Of Perceived Market Regulation, Xu Zhang
Dissertations and Theses Collection (Open Access)
Against the backdrop of continuously rising global fire safety standards and ongoing technological iteration in fire protection products, whether innovative fire protection products can be effectively accepted by the market has become a critical issue influencing the returns on firms’ innovation investments and the high-quality development of the industry. Existing studies have predominantly explored innovation diffusion mechanisms from the perspectives of technological attributes or organizational factors, while paying relatively limited attention to market culture as a contextual factor, as well as to the differentiated role that government regulation may play in this process. Based on this, this study takes institutional …
Old Signals, New Era: Reconsidering How Customer Satisfaction And Employee Satisfaction Impact Shareholder Wealth, Cesar Zamudio, Suyun Mah, Vanitha Swaminathan
Old Signals, New Era: Reconsidering How Customer Satisfaction And Employee Satisfaction Impact Shareholder Wealth, Cesar Zamudio, Suyun Mah, Vanitha Swaminathan
Research Collection Lee Kong Chian School Of Business
Extant research suggests that higher levels of customer and employee satisfaction signal a firm’s competitive advantage, resulting in greater firm value. This article advances the understanding of how firms can manage customer satisfaction and employee satisfaction to increase shareholder wealth in a new environment due to the emergence of social media and a new class of retail investors. Drawing from stakeholder theory and signaling theory, we argue that inconsistency in customer satisfaction and employee satisfaction can be informative to investors and lead to greater shareholder wealth in such a new environment. Our findings demonstrate that there is a negative joint …
Fluid Agency In Ai Systems: A Case For Functional Equivalence In Copyright, Patent, And Tort, Anirban Mukherjee, Hannah H. Chang
Fluid Agency In Ai Systems: A Case For Functional Equivalence In Copyright, Patent, And Tort, Anirban Mukherjee, Hannah H. Chang
Research Collection Lee Kong Chian School Of Business
Modern Artificial Intelligence (AI) systems exhibit fluid agency in multi-step workflows: lacking human-like consciousness or culpability, yet they display behavior that is (i) stochastic (probabilistic and path‑dependent), (ii) dynamic (co‑evolving with user interaction), and (iii) adaptive (able to reorient across contexts). These properties generate valuable outputs but collapse attribution, irreducibly entangling human and machine inputs. Doctrines that assume traceable provenance—authorship, inventorship, and liability—fracture under this unmappability, yielding ownership gaps and moral “crumple zones.”This Article argues that only functional equivalence stabilizes doctrine under unmappability: Where provenance is indeterminate, legal frameworks should treat human and AI contributions as equivalent for allocating rights …
The Charity Capacity Curse, Shirley (Lijun) Zhang, Thomas Allard, David Hardisty, Shane Wang
The Charity Capacity Curse, Shirley (Lijun) Zhang, Thomas Allard, David Hardisty, Shane Wang
Research Collection Lee Kong Chian School Of Business
Can displays of charity capacity cues paradoxically harm charities' fundraising efforts? Six pre-registered studies provide evidence of a charity capacity curse whereby donors penalize charities for displaying capacity cues, such as human resources capacity, organizational capacity, and financial capacity cues. This curse occurs because donors perceive higher-capacity charities as needing less help. As donors typically donate based on need, they donate less to charities with superior capacity signals. This effect is attenuated when: (1) higher-capacity charities' needs are made salient, and (2) donors reflect on how their decision impacts end-beneficiaries. This research contributes to the literature on effective altruism and …
Paid Search Marketing Vs. Search Engine Optimization: Analytical Models Of Search Marketing Based On Search Engine Quality, Kai Li, Chunyang Shen, Mei Lin, Zhangxi Lin
Paid Search Marketing Vs. Search Engine Optimization: Analytical Models Of Search Marketing Based On Search Engine Quality, Kai Li, Chunyang Shen, Mei Lin, Zhangxi Lin
Research Collection School Of Computing and Information Systems
As search engines are leading revenue growth in online marketing, search marketing has become a popular area of academic research. Although search engine advertising has interested researchers for decades and much has been learned, one thing that puzzles scholars is why search engine optimization companies are tolerated rather than excluded from the market, even though they capture a significant share of the advertising market. In this paper, we shed light on this phenomenon and establish an analytical model based on organic search quality. Through analysis of the model, we were able to draw several intriguing conclusions. First, there is no …
The Token-Effort Effect: Trivial Redemption Effort Increases Price Promotions Effectiveness, Kuangjie Zhang, Thomas Allard, Nidhi Agrawal, Rajesh Bagchi
The Token-Effort Effect: Trivial Redemption Effort Increases Price Promotions Effectiveness, Kuangjie Zhang, Thomas Allard, Nidhi Agrawal, Rajesh Bagchi
Research Collection Lee Kong Chian School Of Business
This research documents how introducing redemption tasks requiring a token (i.e., trivial) amount of effort—for instance, by asking the consumer to enter a promo code or solve a CAPTCHA to receive a discount—increases price promotion effectiveness compared with equivalent straight discounts (i.e., applied automatically). Eight studies (including two field experiments) and three additional Web Appendix studies provide robust evidence for the beneficial effect of token-effort requirements on redemption rates. This effect occurs because the easy-to-attain redemption task induces a high perceived return on effort. Thus, this effect only occurs when the redemption task requires token-type effort but not when it …
Over-Reliance On Aesthetics? The Appearance-Reveals-Character Lay Theory Increases Consumers’ Devaluation Of Unattractive Produce, Shilpa Madan, Krishna Savani, Gita Venkataramani Johar
Over-Reliance On Aesthetics? The Appearance-Reveals-Character Lay Theory Increases Consumers’ Devaluation Of Unattractive Produce, Shilpa Madan, Krishna Savani, Gita Venkataramani Johar
Research Collection Lee Kong Chian School Of Business
Approximately 40% of all produce is rejected because it appears unattractive, contributing significantly to food waste. Whereas previous research attributes this devaluation to the ugly-is-bad effect, this research identifies an important moderator of consumers’ reliance on this heuristic: the lay theory that a person’s outer appearance reveals their inner character. Specifically, consumers who believe that people’s appearances reveal their character are less willing to accept unattractive (vs. attractive) produce because they generalize their lay theory to produce and are, thus, more likely to infer that unattractive produce is of lower quality. Consumers who do not hold the lay theory do …
The Persistence Of Homophobia In Men’S Friendship Norms, Sherrie Y. Xue, Stephanie C. Lin, Christilene Du Plessis
The Persistence Of Homophobia In Men’S Friendship Norms, Sherrie Y. Xue, Stephanie C. Lin, Christilene Du Plessis
Research Collection Lee Kong Chian School Of Business
Across five studies and one supplementary study (five preregistered; N = 3,215 adults), we found that men, more than women, avoided shared experiences (e.g., going to the movies, sharing food) with individuals of the same gender. Furthermore, persistent societal expectations that men should be unambiguously heterosexual underpinned this pattern: Men felt more apprehensive about signaling same-gender romance in platonic relationships than women did. In turn, romantic prototypicality drove the pattern of men (more than women) avoiding shared activities, above and beyond differences in how hedonic, enjoyable, and feminine the activities were; our findings further suggested that men’s reluctance to share …
Technology Discontinuance: A Systematic Literature Review And Research Agenda, Birgit Altrichter, Sabine Benoit
Technology Discontinuance: A Systematic Literature Review And Research Agenda, Birgit Altrichter, Sabine Benoit
Research Collection Lee Kong Chian School Of Business
Technology discontinuance by users who quit digital services such as social media or lose interest in their devices after a few weeks is a common phenomenon. Yet it has received little research attention; the few studies that address it are scattered across disciplines. Research into customer churn is more prevalent, but it implies switching providers rather than halting usage altogether. By moving beyond discipline-based knowledge boundaries and conducting a systematic literature review, the current article proposes a technology discontinuance framework, which details seven technology discontinuance types (overuse, overload, proficiency, disenchantment, social, circumstantial, and solution) and their drivers. For example, guilt …
Managing The Personalization Paradox: Lessons From Spotify’S Ai Dj, Anirban. Mukherjee, Hannah H. Chang, Jonathan Wibowo
Managing The Personalization Paradox: Lessons From Spotify’S Ai Dj, Anirban. Mukherjee, Hannah H. Chang, Jonathan Wibowo
Research Collection Lee Kong Chian School Of Business
This case study uses Spotify’s AI DJ to examine the “personalization paradox,” where product features designed to deepen user connection can instead cause alienation. An analysis of over 1,400 user comments identifies three core frictions: a perceived loss of user agency, mismanaged expectations for the human-like AI, and a scalability bottleneck that led to repetitive content. Students are placed in the role of a product manager tasked with developing a prioritized roadmap to address these issues, forcing them to grapple with the critical trade-offs between technological capability and user psychology.
Temporal Patterns Of New Product Introductions And Ipo Value: The Importance Of Recency, Dispersion, And Asymmetry, Suyun Mah, Rebecca J. Slotegraaf, Girish Mallapragada
Temporal Patterns Of New Product Introductions And Ipo Value: The Importance Of Recency, Dispersion, And Asymmetry, Suyun Mah, Rebecca J. Slotegraaf, Girish Mallapragada
Research Collection Lee Kong Chian School Of Business
A firm’s innovation activity is often judged by the number and type of new products it launches, but when these products are introduced may be equally important, especially before going public. This research investigates how the temporal pattern of new product introductions (NPIs) influences a firm’s initial public offering (IPO) value. The analysis uses data from 298 firms that went public between 2006 and 2023, and focuses on three patterns of timing: recency (how recently the latest product was launched before the IPO), dispersion (the degree to which NPIs before the IPO are spread out over time), and asymmetry (how …
What Values Best Distinguish The World's Cultures? The Machine Learning-Based Cultural Values Inventory, Abhishek Sheetal, Shilpa Madan, Rui Ling Lee, Krishna Savani
What Values Best Distinguish The World's Cultures? The Machine Learning-Based Cultural Values Inventory, Abhishek Sheetal, Shilpa Madan, Rui Ling Lee, Krishna Savani
Research Collection Lee Kong Chian School Of Business
Scientists studying culture typically focus on a small number of theoretical constructs, such as individualism–collectivism, when seeking to explain cultural differences in psychological tendencies and behaviors. However, existing theories of culture could have missed out on important constructs that are useful for explaining cross-cultural differences. We used an abductive approach combining prediction and explanation to uncover important cultural values. In the prediction phase, based on 594 attitudes, values, and beliefs included in the World Values Survey, a neural network could classify respondents’ nationalities with 90% accuracy in out-of-sample data. In the explanation phase, a feature importance analysis identified the values …
The Charm Of Chaos: How Disordered Displays Of Cute Objects Enhance Perceived Cuteness And Boost Purchase Intention, Ting He
Dissertations and Theses Collection (Open Access)
This study investigated how the order of display influences consumer perceptions of cuteness and their purchase intention in the growing "Cute Economy" era. Contrary to conventional visual merchandising principles, we propose that disordered displays enhance the perceived cuteness of products compared to ordered displays. Through three experimental studies, we confirmed that objects in disordered displays are perceived significantly cuter than objects in ordered ones. We further identified that perceived realness as the underlying psychological mechanism plays a mediating effect; disordered display creates an impression of realness and life-like characteristics that amplify perceptions of cuteness. In addition, our field study findings …