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Articles 1 - 10 of 10
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Machine Learning Using Instruments For Text Selection: Predicting Innovation Performance, Kian Guan Lim, Michelle S. J. Lim
Machine Learning Using Instruments For Text Selection: Predicting Innovation Performance, Kian Guan Lim, Michelle S. J. Lim
Research Collection Lee Kong Chian School Of Business
In machine learning we utilize the idea of employing instrumental variable such as patent records to train the texts. Patent records are highly correlated with R&D expenditures, but are not necessarily correlated with performance residuals not linked to R&D. Thus, using instrumental patent records to train word counts of selected texts to serve as a proxy for firm R&D expenditure, we show that the texts and associated word counts provide effective prediction of firm innovation performances such as firm market value and total sales growth.
When Do Expert Teams Fail To Create Impactful Inventions?, Simon J.D. Schillebeeckx, Yimin Lin, Gerard George
When Do Expert Teams Fail To Create Impactful Inventions?, Simon J.D. Schillebeeckx, Yimin Lin, Gerard George
Research Collection Lee Kong Chian School Of Business
We investigate the salience of expertise in creating high impact inventions and question experts’ ability to deploy novel ideas. Specifically, we examine the relationships between expertise, component originality, and a team's structural holes’ position in the collaborative network and propose that, in relative terms, expert teams create lower impact inventions if they deploy more original components and if they occupy structural holes. We test and confirm our hypotheses in a sample of semiconductor firms. In post‐hoc analyses, we find a three‐way interaction where the negative effect of structural holes almost disappears when an expert team experiments with original components whereas …
Future-Proofing Students In Higher Education With Uav Technology: A Km Case Study, Thomas Menkhoff, Siew Ning Kan, Eugene K. B. Tan
Future-Proofing Students In Higher Education With Uav Technology: A Km Case Study, Thomas Menkhoff, Siew Ning Kan, Eugene K. B. Tan
Research Collection Lee Kong Chian School Of Business
In this paper we report experiences in implementing a new course ‘Understanding Drone & Robotics Technology – History, Usage, Ethics & Legal Issues’ at the Singapore Management University (SMU) framed as a strategic knowledge management initiative in an institution of higher learning aimed at capturing, sharing and creating new knowledge about disruptive technologies such as unmanned aerial vehicles (UAVs). We posit the new course as a knowledge innovation initiative (similar to a KM-enabled business case in a corporate setting) in support of the university’s mission and vision so as to deliver new value to students and to stay ahead of …
Technology Specifications And Production Timing In A Co-Opetitive Supply Chain, Baozhuang Niu, Kanglin Chen, Xin Fang, Xiaohang Yue, Xin Wang
Technology Specifications And Production Timing In A Co-Opetitive Supply Chain, Baozhuang Niu, Kanglin Chen, Xin Fang, Xiaohang Yue, Xin Wang
Research Collection Lee Kong Chian School Of Business
Motivated by Google’s technology specifications on Android devices, we consider firms’ decisions on production timing in a co-opetitive supply chain comprising a manufacturer and an original equipment manufacturer (OEM), where the manufacturer acts as the OEM’s upstream contract manufacturer and downstream competitor. We consider the market acceptance uncertainty of key product designs. If a firm decides to implement ex post production strategy (PS), it can delay the production until the market acceptance uncertainty of its product is resolved. Otherwise, ex-ante production strategy (AS) is implemented. We find that, due to the co-opetition, PS does not always benefit either the manufacturer …
Crowdfunding: Sharing The Entrepreneurial Journey, Anirban Mukherjee, Hannah H. Chang, Amitava Chattopadhyay
Crowdfunding: Sharing The Entrepreneurial Journey, Anirban Mukherjee, Hannah H. Chang, Amitava Chattopadhyay
Research Collection Lee Kong Chian School Of Business
No abstract provided.
Mapping Cultural Tightness And Its Links To Innovation, Urbanization, And Happiness Across 31 Provinces In China, Roy Y. J. Chua, Kenneth Huang, Mengzi Jin
Mapping Cultural Tightness And Its Links To Innovation, Urbanization, And Happiness Across 31 Provinces In China, Roy Y. J. Chua, Kenneth Huang, Mengzi Jin
Research Collection Lee Kong Chian School Of Business
We conduct a 3-y study involving 11,662 respondents to map cultural tightness—the degree to which a society is characterized by rules and norms and the extent to which people are punished or sanctioned when they deviate from these rules and norms—across 31 provinces in China. Consistent with prior research, we find that culturally tight provinces are associated with increased governmental control, constraints in daily life, religious practices, and exposure to threats. Departing from previous findings that tighter states are more rural, conservative, less creative, and less happy, cultural tightness in China is associated with urbanization, economic growth, better health, greater …
Explore Alternatives Now! - Performance Mgmt In The Multi-Dimensional Digital World, Richard Raymond Smith
Explore Alternatives Now! - Performance Mgmt In The Multi-Dimensional Digital World, Richard Raymond Smith
Research Collection Lee Kong Chian School Of Business
Earlier, business was not quite as dynamic, employment was intended for the long-term, and the idea of pay linked to performance was quite a dependable model. But as we examine the tradition of performance management in light of today's digital business models, there are a number of new questions that emerge.
Many Hands: The Effect Of The Prior Inventor-Intermediaries Relationship On Academic Licensing, Young-Choon Kim, Mooweon Rhee, Reddi Kotha
Many Hands: The Effect Of The Prior Inventor-Intermediaries Relationship On Academic Licensing, Young-Choon Kim, Mooweon Rhee, Reddi Kotha
Research Collection Lee Kong Chian School Of Business
We study the role of the relationship among inventors and intermediaries in the licensing of university inventions. We suggest that a prior inventor-intermediaries relationship positively influences licensing rates through selective retention of higher quality relationships and mutual learning in the relationship, enabling intermediaries to reduce both information asymmetry and search costs between inventors and potential licensees. We argue that the influence of a prior inventor-intermediaries relationship on licensing is especially important before intellectual property protection is attained and can be substituted by the buyer-side contacts of inventors and intermediaries. We test these predictions using 919 inventions from the technology transfer …
Public Governance, Corporate Governance, And Firm Innovation: An Examination Of State-Owned Enterprises, Nan Jia, Kenneth G. Huang, Cyndi Man Zhang
Public Governance, Corporate Governance, And Firm Innovation: An Examination Of State-Owned Enterprises, Nan Jia, Kenneth G. Huang, Cyndi Man Zhang
Research Collection Lee Kong Chian School Of Business
We examine how corporate and public governance shape an important type moral hazard in innovation which is that agents pursuing the quantity of innovation at the expense of the novelty. We theorize that both better corporate governance tools that regulate agents (including better alignment of agents’ private incentives and stronger monitoring), and higher-quality public governance that regulates the principals of state-owned enterprises (SOEs) reduce this moral hazard. Furthermore, we argue that higher-quality political governance enhances the functioning of better corporate governance tools in further reducing this moral hazard in innovation, thus creating interdependence. We test our theory in the context …
Sustainable Digital Finance In Asia: Creating Environmental Impact Through Bank Transformation, Ryan Knowles Merrill, Simon J.D. Schillebeeckx, Sofie Blakstad
Sustainable Digital Finance In Asia: Creating Environmental Impact Through Bank Transformation, Ryan Knowles Merrill, Simon J.D. Schillebeeckx, Sofie Blakstad
Research Collection Lee Kong Chian School Of Business
Data is arguably the most valuable resource in the digital economy. Used effectively and responsibly it has the potential to serve as a driving force in creating a more sustainable world. The potential is especially potent in the financial sector given its central place in the financial system, and its access to and use of data.Using technologies such as blockchain, artificial intelligence (AI), mobile technology, internet of things (IoT), and the cloud, data can be captured by sensors in the environment and structured to integrate sustainability into existing financial products and services. These can be creatively combined into entirely new …