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Research Collection Lee Kong Chian School Of Business

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Taking Leaps Of Faith: Evaluation Criteria And Resource Commitments For Early-Stage Inventions, Phillip H. Kim, Reddi Kotha, Sebastian P. L. Fourné, Kristof Coussement Feb 2019

Taking Leaps Of Faith: Evaluation Criteria And Resource Commitments For Early-Stage Inventions, Phillip H. Kim, Reddi Kotha, Sebastian P. L. Fourné, Kristof Coussement

Research Collection Lee Kong Chian School Of Business

Successfully developed academic inventions have the potential to spawn new technological domains, form the basis of thriving business ventures, and improve the well-being of society. However, evaluating whether an early-stage scientific invention truly has such potential is extremely difficult, and financially backing such inventions is highly risky. And yet, organizations and their evaluators still back some of these inventions with resources for further development. We investigate this puzzle to pinpoint how and why evaluators decide to offer resource commitments at early stages, despite the red flags raised using standard evaluation criteria. Many academic inventions need these initial resources to dispel …


Flipping A Course On Entrepreneurial Leadership In Ethnic Chinese Business: A Mobile Learning Perspective, Thomas Menkhoff Dec 2018

Flipping A Course On Entrepreneurial Leadership In Ethnic Chinese Business: A Mobile Learning Perspective, Thomas Menkhoff

Research Collection Lee Kong Chian School Of Business

This exploratory article reflects on the teaching experiences for a course on “Entrepreneurial Leadership in Ethnic Chinese Business” at the Singapore Management University (SMU). It was categorised as a mobile learning course with reference to the flipped classroom model, learner mobility, and user-generated content outside the classroom. We examine three examples of mobile learning projects which were assigned to students so that they would be able to internalise key course objectives such as gaining an appreciation of the structure, functions, and cultural uniqueness of traditional small Chinese business organisations in Singapore. The paper also addresses some of the challenges faced …


Reward-Based Crowdfunding Success: Decomposition Of The Project, Product Category, Entrepreneur, And Location Effects, C. S. Richard Chan, Haemin Dennis Park, Pamkaj Patel, David Gomulya Jun 2018

Reward-Based Crowdfunding Success: Decomposition Of The Project, Product Category, Entrepreneur, And Location Effects, C. S. Richard Chan, Haemin Dennis Park, Pamkaj Patel, David Gomulya

Research Collection Lee Kong Chian School Of Business

We assess the relative importance of project, product category, entrepreneur, and location effects on reward-based crowdfunding success. Applying variance decomposition analysis to a sample of 98,336 crowdfunding projects launched between May 2009 and May 2014 on the Kickstarter platform, we find that agency factors, specifically the project and entrepreneur effects, explain the highest relative variance (over 80% of total variance) across three crowdfunding success outcomes – pledge amount, number of backers, and funding success. Structural factors, specifically product category and location effects, have lower but still significant effects. Our study extends prior variance decomposition studies in strategy and entrepreneurship research …


Innovation And Small Business Success, Anirban Mukherjee, Hannah H. Chang Jun 2018

Innovation And Small Business Success, Anirban Mukherjee, Hannah H. Chang

Research Collection Lee Kong Chian School Of Business

This article seeks to discuss three fundamental questions relating to innovation: What is innovation? What makes it important for small businesses? How can small businesses innovate?


Demystifying The Genius Of Entrepreneurship: How Design Cognition Can Help Create The Next Generation Of Entrepreneurs, Massimo Garbuio, Andy Dong, Nidthida Lin, Ted Tschang, Dan Lovallo Mar 2018

Demystifying The Genius Of Entrepreneurship: How Design Cognition Can Help Create The Next Generation Of Entrepreneurs, Massimo Garbuio, Andy Dong, Nidthida Lin, Ted Tschang, Dan Lovallo

Research Collection Lee Kong Chian School Of Business

Entrepreneurship education is a key beneficiary of design thinking’s recent momentum. Both designers and entrepreneurs create opportunities for innovation in products, services, processes, and business models. More specifically, both design thinking and entrepreneurship education encourage individuals to look at the world with fresh eyes, create hypotheses to explain their surroundings and desired futures, and adopt cognitive acts to reduce the psychological uncertainty associated with ambiguous situations. In this article, we illustrate how we train students to apply four well-established cognitive acts from the design cognition research paradigm—framing, analogical reasoning, abductive reasoning, and mental simulation—to opportunity creation. Our pedagogical approach is …


Does The Crowd Support Innovation? Innovation Claims And Success On Kickstarter, Anirban Mukherjee, Cathy L. Yang, Ping Xiao, Amitava Chattopadhyay Jul 2017

Does The Crowd Support Innovation? Innovation Claims And Success On Kickstarter, Anirban Mukherjee, Cathy L. Yang, Ping Xiao, Amitava Chattopadhyay

Research Collection Lee Kong Chian School Of Business

Online crowdfunding is a popular new tool for raising capital to commercialize product innovation. Product innovation must be both novel and useful (1-4). Therefore, we study the role of novelty and usefulness claims on Kickstarter. Startlingly, we find that a single claim of novelty increases project funding by about 200%, a single claim of usefulness increases project funding by about 1200%, and the co-occurrence of novelty andusefulness claims lowers funding by about 26%. Our findings are encouraging because they suggest the crowd strongly supports novelty and usefulness. However, our findings are disappointing because the premise of crowdfunding is to support …


Informal Institutions And The Geography Of Innovation: An Integrative Perspective, Xuesong Geng, Kenneth G. Huang Nov 2016

Informal Institutions And The Geography Of Innovation: An Integrative Perspective, Xuesong Geng, Kenneth G. Huang

Research Collection Lee Kong Chian School Of Business

Integrating the insights from both institutional theory and economic geography, we develop a new conceptual framework to explain how formal and informal institutions in developing countries influence knowledge exchanges within and across geographical locations, thus affecting entrepreneurs’ and firms’ innovative behaviors and outputs. We suggest that the prevalence of informal institutions in developing countries increases the importance of geographic proximity for knowledge exchanges. At the same time, informal institutions provide alternative channels for maintaining non-local social interactions that facilitate knowledge exchanges among geographically distant firms. Using China as the context, we provide theoretical propositions that illustrate these mechanisms in terms …


The Mediating Effect Of Absorptive Capacity And Relational Capital In Alliance Learning Of Smes, So-Jin Yoo, Olukemi Sawyerr, Wee Liang Tan Oct 2016

The Mediating Effect Of Absorptive Capacity And Relational Capital In Alliance Learning Of Smes, So-Jin Yoo, Olukemi Sawyerr, Wee Liang Tan

Research Collection Lee Kong Chian School Of Business

No business can create all the resources needed to prosper and grow. Collaboration among businesses that possess complementary resources is often necessary for survival and growth. Despite their importance and implications for alliance learning, no empirical study has to date attempted to investigate how the determinants of learning interact with each other, and are linked to the outcomes of alliance learning. This study contributes to the role of learning intent, absorptive capacity, and relational capital in enhancing learning activities and outcomes by empirically examining the relationships among these learning determinants and how they affect innovative SMEs’ technological and nontechnological learning …


Inter-Generational Transitions Of Family Businesses Using Private Equity: Lessons For China And Australia From Chinese Family-Owned Enterprises In Singapore, Pi Shen Seet, Christopher Graves, Wee Liang Tan May 2016

Inter-Generational Transitions Of Family Businesses Using Private Equity: Lessons For China And Australia From Chinese Family-Owned Enterprises In Singapore, Pi Shen Seet, Christopher Graves, Wee Liang Tan

Research Collection Lee Kong Chian School Of Business

This chapter aims to address some of these research gaps by looking at family-owned SMEs (SMFEs). In particular, it examines the considerations of Chinese SMFES in Singapore when they engage with the private equity (PE) sector as part of the overall capital-raising and harvest strategy.


Social Capital, Informal Governance, And Post-Ipo Firm Performance: A Study Of Chinese Entrepreneurial Firms, Jerry X. Cao, Yuan Ding, Hua Zhang Apr 2016

Social Capital, Informal Governance, And Post-Ipo Firm Performance: A Study Of Chinese Entrepreneurial Firms, Jerry X. Cao, Yuan Ding, Hua Zhang

Research Collection Lee Kong Chian School Of Business

Social capital can serve as informal governance in weak investor-protection regimes. Using hand-collected data on entrepreneurs' political connections and firm ownership, we construct several original measures of social capital and examine their effect on the performance of entrepreneurial firms in China after their initial public offerings. Political connections or a high percentage of external investors tend to enhance firm performance, but intragroup related-party transactions commonly lead to performance decline. These forms of social capital have a strong influence on the performance of Chinese firms, whereas formal governance variables such as board size or board independence have little effect. Although social …


Do Family Firms Learn More From Other Family Firms Than From Non-Family Firms? Adoption Of The Board Reform, Toru Yoshikawa, Jung Wook Shim Aug 2015

Do Family Firms Learn More From Other Family Firms Than From Non-Family Firms? Adoption Of The Board Reform, Toru Yoshikawa, Jung Wook Shim

Research Collection Lee Kong Chian School Of Business

Family firms differ from non-family firms because their owners are often motivated not only by economic incentives but also by non-economic considerations. This study investigates the effects of such non-economic motivation, especially the extent of family involvement and family legacy, on the adoption of a new practice, i.e., board reform that was newly introduced in the Japanese context in the late 1990s. Our empirical results show that while family firms are less likely to implement the board reform than non-family firms, board interlocks with other family firms facilitate the adoption. We also found that such factors as large family ownership …


One-Child Policy And Family Firms In China, Cao, Jerry X., Douglas Cumming, Xiaoming Wang Aug 2015

One-Child Policy And Family Firms In China, Cao, Jerry X., Douglas Cumming, Xiaoming Wang

Research Collection Lee Kong Chian School Of Business

Family business plays important roles to fuel economic growth in China. Due to the one-child policy, family firms are increasingly facing human capital constraints for within-family succession. Having only one heir decreases the probability of continuing family management by over 3%, reduces the probability of adult children working in family firms by 14%, and significantly decreases founders' expectations of having young heirs for succession. Having fewer children negatively affects founder's expectation to go public, reduces family firm's reinvestment rate and R&D. Overall, the evidence suggests that the human capital constraints due to the one-child policy impose significant negative impacts on …


Social Structure, Reasonable Gain, And Entrepreneurship In Africa, Gerard George, Reddi Kotha, Priti Parikh, Tufool Alnuaimi, Abubakr S. Bahaj Apr 2015

Social Structure, Reasonable Gain, And Entrepreneurship In Africa, Gerard George, Reddi Kotha, Priti Parikh, Tufool Alnuaimi, Abubakr S. Bahaj

Research Collection Lee Kong Chian School Of Business

In the context of desperate poverty, characterized by households at subsistence level that experience economic loss and social fracture, explanations for why individuals undertake entry into entrepreneurship are limited. We find that individuals rely on their social relationships to enable entrepreneurial activities that have the potential to create a reasonable income gain. In a sample of 1,049 households in rural Kenya, we test whether the disintegration of social structure attenuates entrepreneurial behavior. When coupled with factors such as income loss, gender of the household head, and access to communal resources, social structure plays a pivotal role in entrepreneurial action. We …


Institutional Entrepreneurship, Governance And Poverty: Insights From Emergency Medical Response Services In India, Gerard George, Rekha Rao-Nicholson, Christopher Corbishley, Rahul Bansal Mar 2015

Institutional Entrepreneurship, Governance And Poverty: Insights From Emergency Medical Response Services In India, Gerard George, Rekha Rao-Nicholson, Christopher Corbishley, Rahul Bansal

Research Collection Lee Kong Chian School Of Business

We present an in-depth case study of GVK Emergency Management and Research Institute, an Indian public–private partnership (PPP), which successfully brought emergency medical response to remote and urban settings. Drawing insights from the case, we investigate how the organization established itself through institutional entrepreneurship using a process conceptualized as opportunity framing, entrenchment, and propagation. The case and context highlight the need for innovation in organizational design and governance modes to create a new opportunity that connects state actors, private healthcare providers, and the public at large. We consider the role of open innovation and novel business models in creating these …


Singapore: From Knowledge City To Start-Up 'Hub', Thomas Menkhoff, Hans-Dieter Evers Feb 2015

Singapore: From Knowledge City To Start-Up 'Hub', Thomas Menkhoff, Hans-Dieter Evers

Research Collection Lee Kong Chian School Of Business

No abstract provided.


Social Entrepreneurship Intentions Of Nonprofit Organizations, Wee Liang Tan, So-Jin Yoo Jan 2015

Social Entrepreneurship Intentions Of Nonprofit Organizations, Wee Liang Tan, So-Jin Yoo

Research Collection Lee Kong Chian School Of Business

Little is known about social entrepreneurship in nonprofit organizations (NPOs), especially about the factors that influence social entrepreneurship intentions at organizational level. Would existing NPOs, as opposed to new ones formed to embark on new social initiatives, strike out into a new territory, or engage in new ventures? What are the necessary internal organizational conditions? This study explores the direct effect of the organizational attributes on a NPO's intention to start a social enterprise. With a sample of 92 charities in Singapore, we found that NPOs led by CEOs with commercial experience, and NPOs possessing high collective efficacy and organization …


Start-Up Reputations In Asian Markets, Mark Chong, Jurrien Gregor Halff Nov 2014

Start-Up Reputations In Asian Markets, Mark Chong, Jurrien Gregor Halff

Research Collection Lee Kong Chian School Of Business

No abstract provided.


Kinship In Entrepreneur Networks: Performance Effects Of Resource Assembly In Africa, Jane N. O. Khayesi, Gerard George, John Antonakis Nov 2014

Kinship In Entrepreneur Networks: Performance Effects Of Resource Assembly In Africa, Jane N. O. Khayesi, Gerard George, John Antonakis

Research Collection Lee Kong Chian School Of Business

We examine the relationship among structural social capital, resource assembly, and firm performance of entrepreneurs in Africa. We posit that social capital primarily composed of kinship or family ties helps the entrepreneur to raise resources, but it does so at a cost. Using data drawn from small firms in Kampala, Uganda, we explore how shared identity among the entrepreneur's social network moderates the relationship between social capital and outcomes. A large network contributed a higher quantity of resources raised, but at a higher cost when shared identity was high. We discuss the implications of these findings for the role of …


Dueling Institutional Logics And The Effect On Strategic Entrepreneurship In Chinese Business Groups, Daphne W. Yiu, Robert E. Hoskisson, Garry D. Bruton, Yuan Lu Sep 2014

Dueling Institutional Logics And The Effect On Strategic Entrepreneurship In Chinese Business Groups, Daphne W. Yiu, Robert E. Hoskisson, Garry D. Bruton, Yuan Lu

Research Collection Lee Kong Chian School Of Business

Focusing on a period of institutional friction when institutions are in transition, this study examines the dueling institutional logics that simultaneously operated as business groups were implemented to foster strategic entrepreneurship activities in China. Our findings from 1,095 Chinese business group-affiliated firms show that the original institutional logic of state control and ownership remains a potent factor, while the new institutional logic in support of strategic entrepreneurship takes place through business groups' informal and formal organization controls. Further, the state logic causes rigidity and inflexibility for firms to react to the new institutional demands, thus weakening the positive effects of …


Sentimental Drivers Of Social Entrepreneurship: A Study Of China's Guangcai (Glorious) Program, Daphne W. Yiu, William P. Wan, Frank W. Ng, Xing Chen, Jun Su Mar 2014

Sentimental Drivers Of Social Entrepreneurship: A Study Of China's Guangcai (Glorious) Program, Daphne W. Yiu, William P. Wan, Frank W. Ng, Xing Chen, Jun Su

Research Collection Lee Kong Chian School Of Business

Social entrepreneurship plays an important role in local development in emerging economies, but scholars have paid little attention to this emerging phenomenon. Under the theory of moral sentiments, we posit that some entrepreneurs are altruistically motivated to promote a morally effective economic system by engaging in social entrepreneurial activities. Focusing on China's Guangcai (Glorious) Program, a social entrepreneurship program initiated by China's private entrepreneurs to combat poverty and contribute to regional development, we find that private entrepreneurs are motivated to participate in such programs if they have more past distressing experiences, including limited educational opportunities, unemployment experience, rural poverty experience, …


Global Entrepreneurship Monitor 2012 Singapore Report, Olexander S. Chernyshenko, Marilyn A. Uy, David Gomulya, Francis L. K. Wong, Moon-Ho R. Ho, Yoke Yong Lai, Kim Yan Chan, Olwen Bedford Jul 2013

Global Entrepreneurship Monitor 2012 Singapore Report, Olexander S. Chernyshenko, Marilyn A. Uy, David Gomulya, Francis L. K. Wong, Moon-Ho R. Ho, Yoke Yong Lai, Kim Yan Chan, Olwen Bedford

Research Collection Lee Kong Chian School Of Business

Independent of the stage of economic development, entrepreneurship plays a significant role for the expansion, job creation and overall economic health within a country. As a leading international indicator of entrepreneurial activity around the world, the Global Entrepreneurship Monitor (GEM) provides valuable insight into the state of entrepreneurship within and across developed and developing economies. Knowing the entrepreneurial aspirations of country’s residents is particularly relevant to Singapore’s innovation-driven economy given that the country’s prosperity depends largely on the economic activities of its citizens. We describe the key definitions and terms used in the GEM as well as the stages of …


Exploring Family Features In Non-Family Organizations: The Family Metaphor And Its Behavioral Manifestations, Nava Michael-Tsabari, Wee Liang Tan Jul 2013

Exploring Family Features In Non-Family Organizations: The Family Metaphor And Its Behavioral Manifestations, Nava Michael-Tsabari, Wee Liang Tan

Research Collection Lee Kong Chian School Of Business

In this study, we explore the possibility of reproducing family business characteristics in the professional context of a non-family organization and analyze the behavioral manifestations of this application. Drawing upon discussions in the family therapy, organizational behavior and family business literatures, we identify cohesion and flexibility as the two primary dimensions of the family metaphor. We build on illustrative cases of three sports teams to explore these dimensions in a non-family business setting. Our exploratory analysis of these cases reveals the existence of family features and extends our understanding of these features beyond family businesses.


Social Capital, Informal Governance, And Post-Ipo Firm Performance: A Study Of Chinese Entrepreneurial Firms, Jerry X. Cao, Yuan Ding, Hua Zhang Apr 2013

Social Capital, Informal Governance, And Post-Ipo Firm Performance: A Study Of Chinese Entrepreneurial Firms, Jerry X. Cao, Yuan Ding, Hua Zhang

Research Collection Lee Kong Chian School Of Business

This paper explores the links between entrepreneurs' social capital and post-IPO firm performance in China's unique capital market and regulatory setting. Using hand-collected data on entrepreneurs' political connections and firm financial information, we construct original measures for various types of social capital and examine their roles in determining the accounting and financial performance of entrepreneurial firms after an IPO. On one hand, firm accounting performance is enhanced by entrepreneurs' bridging social capital, such as political connections or a willingness to share power with external investors. On the other hand, bonding social capital such as intra-group related party transactions causes performance …


Collectivistic Norms And International Entrepreneurship: A Tale Of Two Clans, The Wenzhounese From China And The Chettiars From India, Wee Liang Tan Jan 2013

Collectivistic Norms And International Entrepreneurship: A Tale Of Two Clans, The Wenzhounese From China And The Chettiars From India, Wee Liang Tan

Research Collection Lee Kong Chian School Of Business

There is a need in the field of international entrepreneurship for ideas and theory developed from within the SME field and less reliance on that developed in the field of international business and large firms. This paper seeks to address this gap but examining the two groups of international entrepreneurs from China and India: the Wenzhou people and the Chettiars. These two groups began internationalising in the past before globalisation became a norm in the colonial days and before when ships sailed along trade winds. It seeks to draw lessons from these two groups: their collectivistic norms and practices.


Engaging Students In Higher Education Through Mobile Learning: Lessons Learnt In A Chinese Entrepreneurship Course, Thomas Menkhoff, Magnus Lars Bengsston Oct 2012

Engaging Students In Higher Education Through Mobile Learning: Lessons Learnt In A Chinese Entrepreneurship Course, Thomas Menkhoff, Magnus Lars Bengsston

Research Collection Lee Kong Chian School Of Business

This evaluative-exploratory case study reports pedagogical experiences with using mobiles phones, wikis, and other mobile learning approaches such as podcasts and walking tours as educational tools in the context of an undergraduate course on Chinese Entrepreneurship and Asian Business Networks taught at a university in Singapore. Conceptualized as mobile learning, the paper argues that information and communication technologies (ICT) devices used by Gen Y students as part of their everyday life such as hand phones in combination with social media platforms such as course wikis and other proven pedagogical methods such as mini lectures, field visits, and walking tours can …


Friends, Family, Or Fools: Entrepreneur Experience And Its Implications For Equity Distribution And Resource Mobilization, Reddi Kotha, Gerard George Sep 2012

Friends, Family, Or Fools: Entrepreneur Experience And Its Implications For Equity Distribution And Resource Mobilization, Reddi Kotha, Gerard George

Research Collection Lee Kong Chian School Of Business

Who helps entrepreneurs raise the resources they need and how much equity does an entrepreneur distribute in return? We use a sample of 611 entrepreneurs in the U.S. to examine why some entrepreneurs are more likely than others to distribute ownership selectively to helpers. We find that entrepreneurs with specific industry experience and start-up experience are able to provide ownership more selectively and raise more resources from their helpers. We refine the categorization of social ties further to make a distinction between professional and familial ties to show that the ownership distribution and types of resource contributions vary by the …


Entrepreneurship, Professionalism, Leadership: A Framework And Measure For Understanding Boundaryless Careers, Kim-Yin Chan, Moon-Ho R. Ho, Oleksandr S. Chernyshenko, Olwen Bedford, Marilyn A. Uy, David M. Gomulya, Y. L. Sam, Wei Ming J. Phan Aug 2012

Entrepreneurship, Professionalism, Leadership: A Framework And Measure For Understanding Boundaryless Careers, Kim-Yin Chan, Moon-Ho R. Ho, Oleksandr S. Chernyshenko, Olwen Bedford, Marilyn A. Uy, David M. Gomulya, Y. L. Sam, Wei Ming J. Phan

Research Collection Lee Kong Chian School Of Business

We propose a person-centered framework for conceptualizing subjective careers in an increasingly boundaryless work context. Specifically, we argue that entrepreneurship, professionalism, and leadership (EPL) can serve as three key dimensions of subjective career space. We relate this framework to earlier macro-level national and organizational career models proposed by Kanter (1989) and Schein (1978). Our empirical study involving 10,326 Singaporean university students demonstrated that entrepreneurial, professional, and leadership career aspirations (including motivations, efficacies, and intentions) can be measured independently, that these career dimensions are independent of vocational interests, and that they are to some degree viewed as competing career alternatives. We …


Global Entrepreneurship Monitor 2011 Singapore Report, Olexander S. Chernyshenko, David Gomulya, Wei Ming J. Phan, Yoke Yong Lai, Moon-Ho R. Ho, Marilyn A. Uy, Kim Yan Chan, Olwen Bedford Jul 2012

Global Entrepreneurship Monitor 2011 Singapore Report, Olexander S. Chernyshenko, David Gomulya, Wei Ming J. Phan, Yoke Yong Lai, Moon-Ho R. Ho, Marilyn A. Uy, Kim Yan Chan, Olwen Bedford

Research Collection Lee Kong Chian School Of Business

Independent of the stage of economic development, entrepreneurship plays a significant role for the expansion, job creation and overall economic health within a country. As a leading international indicator of entrepreneurial activity around the world, the Global Entrepreneurship Monitor (GEM) provides valuable insight into the state of entrepreneurship within and across developed and developing economies. Knowing the entrepreneurial aspirations of country’s residents is particularly relevant in Singapore’s innovation-driven economy given that the country’s prosperity depends largely on the economic activities of its citizens. We describe the key definitions and terms used in the GEM as well as the stages of …


Aspirations, Innovation, And Corporate Venture Capital: A Behavioral Perspective, Vibha Gaba, Shantanu Bhattacharya Jun 2012

Aspirations, Innovation, And Corporate Venture Capital: A Behavioral Perspective, Vibha Gaba, Shantanu Bhattacharya

Research Collection Lee Kong Chian School Of Business

This study takes an organizational decision-making perspective to examine when firms are likely to utilize CVC units as a mechanism for externalizing R&D. We draw insights from the behavioral theory of the firm to argue that managerial aspirations for innovation-related goals are an important driver of CVC initiatives within firms. We test our argument by examining both the adoption and termination of CVC units for a sample of information technology firms from 1992 to 2003. Results show that a firm is more likely to adopt and less likely to terminate a CVC unit when its innovation performance is closest to …


Entrepreneurship Education Policies In Singapore, Wee Liang Tan Jun 2012

Entrepreneurship Education Policies In Singapore, Wee Liang Tan

Research Collection Lee Kong Chian School Of Business

No abstract provided.