Open Access. Powered by Scholars. Published by Universities.®

Business Commons™

Open Access. Powered by Scholars. Published by Universities.®

Singapore Management University

Discipline
Keyword
Publication Year
Publication
Publication Type
File Type

Articles 3241 - 3270 of 6939

Full-Text Articles in Business

Using An Online Learning Tutorial To Teach Rea Data Modelling In Accounting Information Systems Courses, Poh Sun Seow, Gary Pan Jan 2017

Using An Online Learning Tutorial To Teach Rea Data Modelling In Accounting Information Systems Courses, Poh Sun Seow, Gary Pan

Research Collection School Of Accountancy

Online learning has been gaining widespread adoption due to its success in enhancing student-learning outcomes and improving student academic performance. This paper describes an online tutorial to teach resource-event-agent (REA) data modeling in an undergraduate accounting information systems course. The REA online tutorial reflects a self-study application designed to help students improve their understanding of the REA data model. As such, the tutorial acts as a supplement to lectures by reinforcing the concepts and incorporating practices to assess student understanding. Instructors can access the REA online tutorial at http://smu.sg/rea. An independent survey by the University's Centre for Teaching Excellence found …


Differences In The Reliability Of Fair Value Hierarchy Measurements: A Cross Country Study, Chu Yeong Lim, Tee Yong Jeffrey Ng, Keng Kevin Ow Yong, Gary Pan Jan 2017

Differences In The Reliability Of Fair Value Hierarchy Measurements: A Cross Country Study, Chu Yeong Lim, Tee Yong Jeffrey Ng, Keng Kevin Ow Yong, Gary Pan

Research Collection School Of Accountancy

Prior research suggests that there are significant differences in how investors perceive the reliability of fair values across the fair value hierarchy. An unaddressed question in this stream of research is whether cross-country differences in institutional factors are able to mediate differences in reliability for the fair value hierarchy measurements. Based on an international sample of banks across 20 different countries, we find that the probability of crash risk is lower among countries with better financial development infrastructure, greater level of trust, tighter security regulations and higher level of disclosure requirements. These results apply to Level 1 assets but not …


Customer-Supplier Relationships And Corporate Tax Avoidance, Ling Cen, Edward L. Maydew, Liandong Zhang, Luo Zuo Jan 2017

Customer-Supplier Relationships And Corporate Tax Avoidance, Ling Cen, Edward L. Maydew, Liandong Zhang, Luo Zuo

Research Collection School Of Accountancy

We investigate whether firms in close customer-supplier relationships are better able to identify and implement tax avoidance strategies via supply chains. Consistent with our prediction, we find that both principal customers and their dependent suppliers avoid more taxes than other firms. Further analysis suggests that principal customers and dependent suppliers likely engage in tax strategies involving shifting profits to tax haven subsidiaries. Moreover, tax benefits appear to explain both principal customer firms’ and dependent supplier firms’ organizational decisions. Overall, our study provides evidence of the importance of tax avoidance as a source of gains from these relationships.


Betting On The Big: State-Brokered Land Transfers, Large-Scale Agricultural Producers, And Rural Policy Implementation, Weigang Gong, Qian Forrest Zhang Jan 2017

Betting On The Big: State-Brokered Land Transfers, Large-Scale Agricultural Producers, And Rural Policy Implementation, Weigang Gong, Qian Forrest Zhang

Research Collection School of Social Sciences

As rural governments have become hollowed out and detached from rural society, can they still effectively implement policies that lack popular support? This article examines a county in Hunan Province, where local governments had strong incentives to implement a national policy of increasing double cropping in rice farming. Small farmers rejected double cropping as unprofitable. Local governments’ limited capacity prevented them from either reshaping small farmers’ economic calculus or coercing compliance. They strategically selected a policy tool acceptable to most small farmers (paid land transfers) and gave new private large-scale producers incentives to double crop by providing subsidies and access …


Technology And Data As Lawyers’ Allies: From Data To Insights, Zi Qian Chang, Edmund Koh, Jerrold Soh, Bu Fan Jan 2017

Technology And Data As Lawyers’ Allies: From Data To Insights, Zi Qian Chang, Edmund Koh, Jerrold Soh, Bu Fan

Research Collection Yong Pung How School Of Law

A lawyer’s tools of the trade were his law books. In those days, a firm’s library was very manageable. There were few commentaries and the text of the law – cases and legislation – were self-contained. Local case law that was reported took up only a volume each year in the Malayan Law Journal. Older firms may have had the early Kyshe’s law reports. Statutes were contained in four volumes – DK Walters, who had written the definitive commentary on Municipal Ordinances, was published in one volume. Roland Braddell’s ‘The Law of the Straits Settlements’ was another volume. For a …


Practical Intelligence, Emotional Intelligence, And Social Intelligence, Filip Lievens, David Chan Jan 2017

Practical Intelligence, Emotional Intelligence, And Social Intelligence, Filip Lievens, David Chan

Research Collection School of Social Sciences

Over the years, practical intelligence, social intelligence, and especially emotional intelligence have received substantial attention in both the academic and practitioner literatures. However, at the same time, these individual dierence “constructs” have also fueled controversies and criticisms, including their applications to employee selection. It is without doubt that their definition, dimensionality, and operationalization (measurement) have been much more questioned as compared to the more traditional or established constructs (i.e., cognitive ability, personality) in this section of the Handbook.


Organizational Image/Reputation, Filip Lievens Jan 2017

Organizational Image/Reputation, Filip Lievens

Research Collection Lee Kong Chian School Of Business

Organizational image refers to people’s global impressions of an organization and is defined as people’s loose structures of knowledge and beliefs about an organization. Organizational image represents the net cognitive reactions and associations of customers, investors, employees, and applicants to an organization’s name. Accordingly, it serves as a template to categorize, store, and recall organization-related information.


Is The Us Unique? International Evidence On The Aggregate Earnings-Returns Association, Lindsey Gallo, Rebecca Hann, Congcong Li, Viktoriya Zotova Jan 2017

Is The Us Unique? International Evidence On The Aggregate Earnings-Returns Association, Lindsey Gallo, Rebecca Hann, Congcong Li, Viktoriya Zotova

Research Collection School Of Accountancy

We exploit differences in institutional and macroeconomic environments to shed light on what drives variation in the aggregate earnings-returns relation over time within the U.S. and across countries. We find that both intertemporal and cross-country variation in the aggregate earnings-returns association are driven primarily by two factors, namely, the monetary policy news conveyed in aggregate earnings and the market reaction to that news, which suggest that the strength of the discount rate news channel plays an important role in explaining the aggregate earnings-returns relation both within and outside of the U.S. We further find that institutional characteristics have a significant …


Designing An Accounting Analytics Course Using Experiential Learning Approach, Gary Pan, Venky Shankararaman, Poh Sun Seow, Gan Hup Tan Jan 2017

Designing An Accounting Analytics Course Using Experiential Learning Approach, Gary Pan, Venky Shankararaman, Poh Sun Seow, Gan Hup Tan

Research Collection School Of Accountancy

This paper describes an undergraduate accounting analytics course which was delivered based on an experiential learning approach. This accounting analytics course is timely as, with the proliferation of Big Data, several accounting professional bodies have highlighted the importance of developing analytical skills among accounting graduates. The experiential learning approach was adopted because there is a need to equip students with future work skills so as to tackle increasingly complex problems. The professors collaborate with external partners to design a course which combines theory with experiential learning through heavy use of projects involving real world problems. Students rated the course favourably. …


Do Disaster Experience And Knowledge Affect Insurance Take-Up Decisions?”, Jing Cai, Changcheng Song Jan 2017

Do Disaster Experience And Knowledge Affect Insurance Take-Up Decisions?”, Jing Cai, Changcheng Song

Research Collection Lee Kong Chian School Of Business

This study examines the effect of experience and knowledge on weather insurance adoption. First, we conduct insurance games with farmers, and find that the treatment improves real insurance take-up by 46%. The effect is not driven by changes in risk attitudes and perceived probability of disasters, or by learning of insurance benefits, but is driven by the experience acquired in the game. Second, we find that providing information about the payout probability has a strong positive effect on insurance take-up. Finally, when subjects receive both treatments, the probability information has a greater impact on take-up than does the disaster experience.


Is Saying “Sorry” Enough? Examining The Effects Of Apology Typologies By Organization On Consumer Responses, May O. Lwin, Augustine Pang, Jun-Qi Loh, Marilyn Hui-Ying Peh, Sarah Ann Rodriguez, Nur Hanisah Binte Zelani Jan 2017

Is Saying “Sorry” Enough? Examining The Effects Of Apology Typologies By Organization On Consumer Responses, May O. Lwin, Augustine Pang, Jun-Qi Loh, Marilyn Hui-Ying Peh, Sarah Ann Rodriguez, Nur Hanisah Binte Zelani

Research Collection Lee Kong Chian School Of Business

Apology has been found to be the most effective strategy in times of crises. However, there is a dearth of research on the kinds of apology used and how primary stakeholders, in particular consumers, received them. This study aims to examine consumer responses to the types of apologies offered post crises against the levels of attribution of responsibility. We also assess the potential mediating role of ethical concerns by developing the Perception-Behavioral Model of Crisis Response. An experiment was conducted to ascertain consumers’ impression of the organization post-apology. The results showed that the attribution of crisis responsibility significantly influences complaining, …


How Crisis Managers Define Ethical Crisis Communication In Singapore: Identifying Organizational Factors That Influence Adoption Of Ethical Stances, Augustine Pang, Yan Jin, Benjamin Meng-Keng Ho Jan 2017

How Crisis Managers Define Ethical Crisis Communication In Singapore: Identifying Organizational Factors That Influence Adoption Of Ethical Stances, Augustine Pang, Yan Jin, Benjamin Meng-Keng Ho

Research Collection Lee Kong Chian School Of Business

This study explores the veracity of the six ethical variables proposed in the contingency theory of strategic conflict management – the role of PR practitioner, the role of top management, nature of the crisis, the activism of stakeholders; government regulation/intervention; diversity to different cultures and exposure external business environments. In-depth interviews with 10 communication professionals in Singapore were conducted. In line with the patriarchal management structure, the top management plays a critical role in determining ethical stances, with practitioners playing important consultative positions. Also, the role of the relevant government almost predisposes the organization toward certain ethical stances. The study …


On Mx / G(M/H)/1 Retrial System With Vacation: Service Helpline Performance Measurement, Wee Meng Yeo, Xue Ming Yuan, Mei Wan Joyce Low Jan 2017

On Mx / G(M/H)/1 Retrial System With Vacation: Service Helpline Performance Measurement, Wee Meng Yeo, Xue Ming Yuan, Mei Wan Joyce Low

Research Collection Lee Kong Chian School Of Business

This paper analyzes an unreliable Mx/ G(M/ H) / 1 retrial system which models a class of practices in m-commerce industry where services are rendered in-situ. We present the closed-form expressions for the important performance indicators of the system, and derive the optimal vacation policies for minimizing the average waiting time of orbiting customers. Under the long run average cost, it turns out that the optimal vacation policy for the server is either single or multiple vacation policy. Numerical experiments are conducted to examine the effect of vacation policy on the queue length and busy period of the system.


Advancing The Scientific Understanding Of Trust In The Contexts Of Negotiations And Repeated Bargaining, Dejun Tony Kong, Robert B. Lount, Mara Olekalnsc, Donald L. Ferrin Jan 2017

Advancing The Scientific Understanding Of Trust In The Contexts Of Negotiations And Repeated Bargaining, Dejun Tony Kong, Robert B. Lount, Mara Olekalnsc, Donald L. Ferrin

Research Collection Lee Kong Chian School Of Business

More than half a century ago, Deutsch (1949, 1958) recognised the critical role that trust plays in negotiations and related forms of social interactions. Despite this very early recognition, and rapidly expanding research on trust in several fields, only in recent decades have negotiation researchers begun a systematic exploration of trust in the contexts of negotiations and repeated bargaining. In the last two decades, researchers have increasingly focused their attention on the role of trust in negotiations.


What Are The Determinants Of Interpersonal Trust In Dyadic Negotiations? Meta-Analytic Evidence And Implications For Future Research, Serena Changhong Lu, Dejun Tony Kong, Donald Lee Ferrin, Kurt T. Dirks Jan 2017

What Are The Determinants Of Interpersonal Trust In Dyadic Negotiations? Meta-Analytic Evidence And Implications For Future Research, Serena Changhong Lu, Dejun Tony Kong, Donald Lee Ferrin, Kurt T. Dirks

Research Collection Lee Kong Chian School Of Business

Given the practical importance of interpersonal trust in dyadic negotiations, scholars have increasingly turned their attention to the study of determinants of trust in negotiations. However, research in this area has not been well connected or integrated, which limits the ability of scholars and practitioners to ascertain the state of current scientific knowledge and identify questions for future research. Based on attribution theory and social exchange theory, we present a conceptual framework for understanding how a variety of factors combine to influence the development of interpersonal trust in dyadic negotiations. Then, to verify the conceptual framework, we identified and meta-analysed …


Are Shorts Equally Informed? A Global Perspective, Ekkehart Boehmer, Zsuzsa R. Huszar, Yanchu Wang, Xiaoyan Wang Jan 2017

Are Shorts Equally Informed? A Global Perspective, Ekkehart Boehmer, Zsuzsa R. Huszar, Yanchu Wang, Xiaoyan Wang

Research Collection Lee Kong Chian School Of Business

Short selling predicts future stock returns globally. We use 11 short-sale measures to examine the informativeness of short sales in 38 countries for the July 2006 to December 2014 period. We find that different short-sale measures display different return predictability. The days-to-cover ratio and loan supply measures have the most robust predictive power in the global capital market. We also document significant cross-country differences in the predictive power of the short selling measures and find that return predictability is stronger in countries with mild forms of short-sale restrictions, better market quality, and more developed markets.


Revisiting The Small-World Phenomenon: Efficiency Variation And Classification Of Small-World Networks, Tore Opsahl, Antoine Vernet, Tufool Alnuaimi, Gerard George Jan 2017

Revisiting The Small-World Phenomenon: Efficiency Variation And Classification Of Small-World Networks, Tore Opsahl, Antoine Vernet, Tufool Alnuaimi, Gerard George

Research Collection Lee Kong Chian School Of Business

Research has explored how embeddedness in small-world networks influences individual and firm outcomes. We show that there remains significant heterogeneity among networks classified as small-world networks. We develop measures of the efficiency of a network, which allow us to refine predictions associated with small-world networks. A network is classified as a small-world network if it exhibits a distance between nodes that is comparable to the distance found in random networks of similar sizeswith ties randomly allocated among nodesin addition to containing dense clusters. To assess how efficient a network is, there are two questions worth asking: (a) What is a …


Take A Break! Benefits Of Sleep And Short Breaks For Daily Work Engagement, Jana Kuhnel, Hannes Zacher, Jessica De Bloom, Ronald Bledow Jan 2017

Take A Break! Benefits Of Sleep And Short Breaks For Daily Work Engagement, Jana Kuhnel, Hannes Zacher, Jessica De Bloom, Ronald Bledow

Research Collection Lee Kong Chian School Of Business

The current study investigates the benefits of a good night’s sleep and short work breaks for employees’ daily work engagement. It is hypothesized that sleep and self-initiated short breaks help restore energetic and self-regulatory resources which, in turn, enable employees to experience high work engagement. A daily diary study was conducted with 107 employees who provided data twice a day (before lunch and at the end of the working day) over 5 workdays (453 days in total). Multilevel regression analyses showed that sleep quality and short breaks were beneficial for employees’ daily work engagement. After nights employees slept better, they …


How Does Interpersonal Justice Affect Outside Directors’ Governance Behavior? A Cross-Cultural Comparison, Esther B. Del Brio, Rosa M. Hernández-Maestro, Toru Yoshikawa Jan 2017

How Does Interpersonal Justice Affect Outside Directors’ Governance Behavior? A Cross-Cultural Comparison, Esther B. Del Brio, Rosa M. Hernández-Maestro, Toru Yoshikawa

Research Collection Lee Kong Chian School Of Business

We examine the impact of interpersonal justice among outside directors on the board and between a director and the CEO regarding the director’s monitoring and resource provision behaviors in different cultural contexts. We argue that directors from individualistic countries are more influenced by CEO interpersonal justice while directors from collectivistic countries are more affected by the board interpersonal justice. Our main effect results indicate that interpersonal justice with board members is positively related to both monitoring and resource provision by a director, while CEO interpersonal justice is related only to resource provision. Our results also show different effects on the …


Rethinking And Re-Evaluating The Purpose Of The Business School, Howard Thomas Jan 2017

Rethinking And Re-Evaluating The Purpose Of The Business School, Howard Thomas

Research Collection Lee Kong Chian School Of Business

Without doubt, business schools have been one of the success stories of higher education over the past 50 years. Even so, over the past decade management education has come under attack over both its legitimacy as a serious academic discipline, and its failure to professionalise management. Perhaps now is an opportune time, therefore, for management educators to reflect on the value and purpose of business education and address the real issue of how to innovate to improve student learning about both the theory and practice of management.


Product Safety Failure And Restoring Reputation Across Markets: Fonterra's Management Of The 2013 Bacterial Contamination Crisis, Augustine Pang Jan 2017

Product Safety Failure And Restoring Reputation Across Markets: Fonterra's Management Of The 2013 Bacterial Contamination Crisis, Augustine Pang

Research Collection Lee Kong Chian School Of Business

Modern distribution systems often stretch beyond national borders such that a highly-visible product failure in a single country may negatively influence the reputation and market share of all identifiable supply chain members-even those that are blameless-in multiple countries, especially when the product is related to food safety. This study considers how Fonterra's response to its 2013 bacterial contamination crisis influenced its own reputation and that of the New Zealand dairy milk industry. It first traces how the crisis started in March 2013 and how it ended in August when investigations showed that the bacteria found did not cause botulism, a …


Perspectives From 22 Countries On The Legal Environment For Selection, Brett Myors, Filip Lievens, Eveline Schollaert, Greet Van Hoye, Steven F. Cronshow, Antonio Mladinic, Viviana Rodriguez, Herman Aguinis, Dirk D. Steiner, Florence Rolland, Heinz Schuler, Andreas Frintrup, Ioannis Nikolaou, Maria Tomprou, S. Subramony, Shabu B. Raj, Shay Tzafrir, Peter Bamberger, Marilena Bertolino, Marco Mariani Jan 2017

Perspectives From 22 Countries On The Legal Environment For Selection, Brett Myors, Filip Lievens, Eveline Schollaert, Greet Van Hoye, Steven F. Cronshow, Antonio Mladinic, Viviana Rodriguez, Herman Aguinis, Dirk D. Steiner, Florence Rolland, Heinz Schuler, Andreas Frintrup, Ioannis Nikolaou, Maria Tomprou, S. Subramony, Shabu B. Raj, Shay Tzafrir, Peter Bamberger, Marilena Bertolino, Marco Mariani

Research Collection Lee Kong Chian School Of Business

In the United States, the legal context plays a major role in how industrial/organizational (I/O) psychologists approach selection system development. The set of protected groups, the approaches to making an a priori case of discrimination (e.g., differential treatment vs. adverse impact), the key court cases influencing selection, and the prohibitions against preferential treatment (e.g., the 1991 ban on score adjustment or within-group norming) are well known. Selection texts (e.g., Guion, 1998) and human resource management texts (e.g., Cascio & Aguinis, 2008) give prominent treatment to the legal context. In recent years, there has been a growing internationalization of I/O psychology …


The Evolution Of Ownership Structure In Japanese Firms (1962-2012), Jungwook Shim, Toru Yoshikawa Jan 2017

The Evolution Of Ownership Structure In Japanese Firms (1962-2012), Jungwook Shim, Toru Yoshikawa

Research Collection Lee Kong Chian School Of Business

In this chapter, we investigate the evolution of ownership structure and corporate governance in Japanese firms based on the entire population of listed firms from 1962 to 2012.


Speaking Out & Speaking Up: Xinjiao Perspectives, Eng Fong Pang, Arnoud De Meyer Jan 2017

Speaking Out & Speaking Up: Xinjiao Perspectives, Eng Fong Pang, Arnoud De Meyer

Research Collection Lee Kong Chian School Of Business

Contents: A Singaporean in Xinjiang by Wong Ee Vin; Sex for Sale and Second Wives by Xue Jiarong; Singapore Families: Mixed Salad or New Rojak? by Darren Lim; Singaporean-Burmese, Burmese-Singaporean or Both? by In Jin Zaw; Foreign Workers: Seen but not Heard by Mohammad Muzhaffar & Rohith Misir; Wheel You Ride? by Khew Pei Xuan; Gaelic Kallang Roar by Kate Whyte; Gaming Virtual Reality, Seriously by Lin Junkang & Low Kai Loon; Cyber Vigilantes: Mobs or Cops? by Timothy Lim & Hermanth Kumar; Online Dating: Waiting for the Stars to Align by Alex Cherucheril & Muhammed Ismail; Tying the Knot, …


Making Sense Of Life @ / & Smu: A Partial Guide For The Clueless, Eng Fong Pang Jan 2017

Making Sense Of Life @ / & Smu: A Partial Guide For The Clueless, Eng Fong Pang

Research Collection Lee Kong Chian School Of Business

This volume provides unexpectedly heartwarming and heartbreaking insights into the interior lives and thoughts of SMU business graduates. It is both a paean to and an indictment of Singapore’s education system and its excessively powerful formative impact on individual lives, family relationships, and Singapore society as a whole. The youthful contributors overwhelmingly accept life aspirations imposed by the expectations of family, society and self, which they themselves recognise are uniform and limiting. Their intensely personal reflections, unleavened by humour, lay bare the contradictory liberating and homogenising effects of an undergraduate business education (not peculiar to SMU or Singapore only), while …


When Price Precision Pays In Negotiations, Michael Schaerer Jan 2017

When Price Precision Pays In Negotiations, Michael Schaerer

Research Collection Lee Kong Chian School Of Business

When negotiating, is an offer of 99.95 euros better than 100 euros? Our recent study shows that there is no universally true answer to the question of price precision and that the right strategy depends on with whom you are negotiating.


Nationalism And International Disputes In China: Implications For Transnational Corporations As Corporate Diplomats, Lisa Tam, Soojin Kim Jan 2017

Nationalism And International Disputes In China: Implications For Transnational Corporations As Corporate Diplomats, Lisa Tam, Soojin Kim

Research Collection Lee Kong Chian School Of Business

For decades, the territorial dispute between China and Japan over the sovereignty of the Senkaku Islands has caused diplomatic deteriorations in Sino-Japanese relations. When there is extensive media coverage on news about the dispute, nationalist sentiments in both two countries would be triggered and could be expressed through detrimental behaviors towards transnational corporations (hereinafter TNCs). While TNCs play a significant political function as corporate diplomats for their home countries, they are subject to the risk of crises when their home countries are involved in political and economic conflicts with the foreign countries in which they have operations. Against this backdrop, …


The Effects Of Predictor Method Factors On Selection Outcomes: A Modular Approach To Personnel Selection Procedures, Filip Lievens, Paul R. Sackett Jan 2017

The Effects Of Predictor Method Factors On Selection Outcomes: A Modular Approach To Personnel Selection Procedures, Filip Lievens, Paul R. Sackett

Research Collection Lee Kong Chian School Of Business

Past reviews and meta-analyses typically conceptualized and examined selection procedures as holistic entities. We draw on the product design literature to propose a modular approach as a complementary perspective to conceptualizing selection procedures. A modular approach means that a product is broken down into its key underlying components. Therefore, we start by presenting a modular framework that identifies the important measurement components of selection procedures. Next, we adopt this modular lens for reviewing the available evidence regarding each of these components in terms of affecting validity, subgroup differences, and applicant perceptions, as well as for identifying new research directions. As …


How Future Work Selves Guide Feedback Seeking And Feedback Responding At Work, Frederik Anseel, Karoline Strauss, Filip Lievens Jan 2017

How Future Work Selves Guide Feedback Seeking And Feedback Responding At Work, Frederik Anseel, Karoline Strauss, Filip Lievens

Research Collection Lee Kong Chian School Of Business

Providing feedback is one of the most widely accepted psychological interventions for learning and development. The belief that giving feedback to employees is beneficial for individual and organizational performance is also strongly held in organizations. Therefore, providing feedback to employees lies at the heart of a wide range of often costly and time-intensive performance management tools in organizations. However, contrary to these beliefs, meta-analytic evidence shows that feedback interventions do not produce unequivocal positive effects on performance (Kluger & DeNisi, 1996).


Analytics, Innovation, And Organizational Adaptation, Gerard George, Yimin Lin Jan 2017

Analytics, Innovation, And Organizational Adaptation, Gerard George, Yimin Lin

Research Collection Lee Kong Chian School Of Business

With the advent of big data, organizations are integrating powerful computing tools into their organizational processes to drive efficiencies and improve service delivery. Yet, at the heart of this conversation lies the role of analytics and big data in innovation within and across organizations. In this article, we provide a stylistic model of the role of analytics in innovation and call for further research on the underlying processes, contingencies, and outcomes.