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Internal venturing as a signal: How entrepreneurial employees gain career benefits in organizations 内部创业作为一个信号:创业型员工如何在组织中获得职业利益
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-10-07 DOI: 10.1002/sej.70005
Alyssa X. Liang, Jeffrey H. Dyer, Markus Baer, Zachariah J. Rodgers
Research SummaryDo employees benefit from acting entrepreneurially in a corporate environment? Drawing on signaling theory, we propose that entrepreneurial behaviors lead to tangible career benefits through the creation of new internal ventures, which serve as a credible signal of an employee's leadership potential. Using a time‐lagged design with a sample of 643 employees, we found in Study 1 that employees engaging in higher levels of entrepreneurial behaviors are more likely to create new internal ventures, which subsequently lead to more promotions and—in larger organizations—higher compensation. Study 2 employed a within‐subjects design to directly evaluate the signaling value of new internal venture creation. Together, our findings highlight internal venturing as a key mechanism through which entrepreneurial employees can gain career benefits within established organizations.Managerial SummaryEntrepreneurial employees are often seen as organizational misfits. Yet, our research shows that acting entrepreneurially in a corporate environment can enhance employees' career success through new internal venture creation. In two studies, we find that employees engaging in higher levels of entrepreneurial behaviors—asking questions to challenge the status quo, observing with fresh perspectives, exchanging ideas across diverse networks, and experimenting with new approaches—are more likely to launch new internal corporate ventures. The act of new internal venture creation, in turn, leads to more promotions and—in larger organizations—higher compensation, because it sends a positive signal of an employee's leadership potential. Our findings offer practical insights for both entrepreneurial employees and organizations seeking to foster entrepreneurial spirit.
研究总结:在企业环境中,员工会从创业中受益吗?利用信号理论,我们提出创业行为通过创造新的内部风险带来切实的职业利益,这是员工领导潜力的可靠信号。通过对643名员工样本的时间滞后设计,我们在研究1中发现,参与更高水平创业行为的员工更有可能创建新的内部企业,这随后会导致更多的晋升和更高的薪酬。研究2采用受试者内部设计来直接评估新的内部创业创造的信号价值。总之,我们的研究结果强调了内部创业是一个关键机制,通过这个机制,创业型员工可以在成熟的组织中获得职业利益。创业型员工通常被视为与组织格格不入。然而,我们的研究表明,在企业环境中,创业行为可以通过新的内部创业来提高员工的职业成功。在两项研究中,我们发现,参与更高层次创业行为的员工——提出问题挑战现状,用新的视角观察,在不同的网络中交换想法,尝试新的方法——更有可能发起新的企业内部冒险。新的内部风险创造行为,反过来,会带来更多的晋升和更高的薪酬,因为它发出了一个积极的信号,员工的领导潜力。我们的研究结果为具有创业精神的员工和寻求培养创业精神的组织提供了实用的见解。
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引用次数: 0
Anti‐labor environments and employee entrepreneurship: Evidence from right‐to‐work laws 反劳动环境与员工创业:来自工作权利法的证据
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-10-07 DOI: 10.1002/sej.70006
Daehyun Kim, Namil Kim, Haemin Dennis Park
Research SummaryWe explore how changes in labor unions and related labor environments affect employees' likelihood of starting a new business. We suggest that the enactment of stringent anti‐union laws reduces incentives for employees to stay with their respective workplaces and increases the attractiveness of becoming self‐employed. Using the adoption of right‐to‐work (RTW) laws in Michigan and Indiana as a quasi‐natural experiment, we find that the likelihood of employees becoming self‐employed increased by 53% compared with that of states without RTW laws. Moreover, this tendency is more pronounced for blue‐collar and low‐wage workers who start unincorporated businesses. These findings offer novel insights on the relationship between anti‐labor environments and necessity‐driven entrepreneurship by focusing on individual‐level incentives in non‐knowledge‐intensive sectors.Managerial SummaryChanges in employment conditions influence employees to consider starting their own businesses, yet our understanding of how these changes drive individuals toward entrepreneurship remains limited. This study explores how weakened labor union power affects workers' engagement in entrepreneurial activities, with a focus on the types of employees impacted and the businesses that they start. By examining the adoption of RTW laws in Michigan and Indiana, we find that weakened labor union power disproportionately affects blue‐collar and low‐wage workers, increasing their likelihood of starting unincorporated businesses. These results suggest that managers and policymakers should consider the challenges faced by these workers and how changes in employment conditions may shape their career choices.
研究总结我们探讨了工会和相关劳动环境的变化如何影响员工创业的可能性。我们建议制定严格的反工会法,减少员工留在各自工作场所的动机,增加自我雇佣的吸引力。我们将密歇根州和印第安纳州采用工作权(RTW)法作为准自然实验,发现与没有RTW法的州相比,雇员成为自雇者的可能性增加了53%。此外,这种趋势在蓝领和低薪工人中更为明显,他们创办了非法人企业。这些发现通过关注非知识密集型行业的个人层面激励,为反劳动环境和必要性驱动型创业之间的关系提供了新的见解。就业条件的变化会影响员工考虑自己创业,然而我们对这些变化如何推动个人创业的理解仍然有限。本研究探讨了工会权力削弱如何影响工人参与创业活动,重点关注受影响的员工类型和他们创办的企业。通过对密歇根州和印第安纳州采用RTW法的研究,我们发现工会力量的削弱对蓝领和低薪工人的影响不成比例,增加了他们创办非法人企业的可能性。这些结果表明,管理者和政策制定者应该考虑这些工人面临的挑战,以及就业条件的变化如何影响他们的职业选择。
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引用次数: 0
Public support and VC financing in academic startups 学术初创企业的公共支持和风险投资
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-09-12 DOI: 10.1002/sej.70003
Maud Thys, Maikel Pellens, Hanna Hottenrott, Marius Berger
Research SummaryWe investigate public support and venture capital (VC) investment in academic startups. Government support may enable follow‐on investment by providing a quality signal to investors. This signal is especially important for academic startups, which face large funding gaps due to their complexity, cutting‐edge nature, and uncertainty regarding the founders' management capabilities and commitment. Using a panel of startups in Germany, our analyses confirm that academic startups are more likely to obtain follow‐on VC investment after receiving public support than non‐academic startups. Further, this effect is limited in time, lasts longer for academic startups, is concentrated in high‐tech manufacturing firms, and is stronger for investments from business angels. Our findings have implications for policymakers seeking to foster academic entrepreneurship through policy programs and VC investment.Managerial SummaryObtaining seed and growth capital is essential for potentially highly innovative startups. We show that startups that obtain public support are more likely to receive VC funding and that this effect is stronger for startups with academic founders, approximately twice as large. We further show that this benefit is limited in time, concentrated in the high‐tech manufacturing industry, and more salient for business angel financing than for investment by independent VC funds or corporate VCs. For founders of academic startups, our results imply that acquiring public support might enhance the chances of attracting follow‐on financing.
本文研究了公众对学术创业公司的支持和风险投资。政府的支持可以通过向投资者提供高质量的信号,使后续投资成为可能。这一信号对于学术性初创企业尤其重要,由于其复杂性、尖端性以及创始人管理能力和承诺的不确定性,这些初创企业面临着巨大的资金缺口。通过对德国创业公司的调查,我们的分析证实,在获得公众支持后,学术创业公司比非学术创业公司更有可能获得后续风险投资。此外,这种效应在时间上是有限的,对学术初创企业持续时间更长,集中在高科技制造企业,对商业天使投资的影响更大。我们的研究结果对寻求通过政策项目和风险投资促进学术创业的政策制定者具有启示意义。获得种子和成长资本对于潜在的高度创新的初创公司是必不可少的。我们的研究表明,获得公众支持的初创公司更有可能获得风险投资,而这种效应对拥有学术创始人的初创公司更强,大约是前者的两倍。我们进一步表明,这种好处在时间上是有限的,集中在高科技制造业,并且在商业天使融资中比独立风险投资基金或企业风险投资更突出。对于学术初创企业的创始人来说,我们的研究结果表明,获得公众支持可能会增加吸引后续融资的机会。
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引用次数: 0
Broadening the entrepreneurship funnel for women in poverty contexts: Field‐experimental evidence from India 拓宽贫困背景下女性的创业渠道:来自印度的实地实验证据
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-08-19 DOI: 10.1002/sej.70002
Leena Kinger‐Hans, Juan Ma
Research We study how providing knowledge about “how to do entrepreneurship” influences women's pre‐entry decision to enroll in micro‐entrepreneurship training in poverty settings. We carry out a field experiment study with unemployed women in rural India, randomly exposing them to “founding templates” that depict simple and replicable business set‐ups and practices. We find that exposure to founding templates, especially those that exemplify social support rather than self‐dependence, significantly increases women's sign‐ups to entrepreneurship training. We also find that increased sign‐ups are accompanied by enhanced perceived ease of starting a business. These results shed light on what motivates women in the pre‐entry stage and offer insights on how to increase enrolment, ultimately broadening women's participation in entrepreneurship in poverty contexts.Managerial Micro‐entrepreneurship training is a widely used intervention to support women's participation in entrepreneurship in poverty settings. While existing research predominantly focuses on assessing the impact of such interventions, we ask when women are motivated to sign up for training in the first place. Our study involved a full‐day information workshop, targeting unemployed women in rural India and providing them with frameworks and practical examples of replicable business setups and practices. Results indicate that access to templates, especially those that exemplify social support rather than self‐dependence, significantly boosts women's confidence and motivation to consider entrepreneurship as a viable option. We thus identify a key institutional lever for broadening the funnel of women's entry into training and entrepreneurship.
我们研究了提供关于“如何创业”的知识如何影响妇女在进入贫困环境前参加微型创业培训的决定。我们对印度农村的失业妇女进行了一项实地实验研究,随机让她们接触描述简单和可复制的商业设置和实践的“创业模板”。我们发现,接触创业模板,特别是那些体现社会支持而非自我依赖的模板,显著增加了女性参加创业培训的人数。我们还发现,随着注册人数的增加,人们认为创业的容易程度也在提高。这些结果揭示了妇女在进入前阶段的动机,并为如何提高入学率,最终扩大贫困环境下妇女创业的参与提供了见解。管理微型创业培训是一种广泛使用的干预措施,以支持妇女在贫困环境中参与创业。虽然现有的研究主要集中在评估这些干预措施的影响上,但我们要问的是,女性最初是什么时候有动力报名参加培训的。我们的研究包括一个全天的信息研讨会,针对印度农村的失业妇女,为她们提供可复制的商业设置和实践的框架和实际例子。结果表明,获得模板,特别是那些体现社会支持而非自我依赖的模板,显著提高了女性的信心和动机,使她们将创业视为一种可行的选择。因此,我们确定了扩大妇女参加培训和创业的渠道的关键体制杠杆。
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引用次数: 0
Nationwide entrepreneurship content in secondary schools: Impact on entrepreneurial careers 全国中学创业内容:对创业生涯的影响
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-07-15 DOI: 10.1002/sej.1551
Kristian Nielsen, Stephan Heblich, Saras D. Sarasvathy
Research SummaryIn an agenda setting seminar in 1997, when entrepreneurship was just emerging as a serious field of scholarship, Nobel Laureate Kenneth Arrow offered a challenging null hypothesis, namely, that entrepreneurship being a stochastic phenomenon, educational content is unlikely to make a difference in startup rates or success thereafter. With a view to begin tackling this null, we utilize a nationwide educational reform as a quasi‐experiment to investigate the effect of business and entrepreneurship‐oriented education on (i) early age startup (i.e., direct effects) and (ii) postgraduation choices that may lead to startup activity later (i.e., indirect effects). We find evidence for positive direct and indirect effects and discuss implications for future research into the design of entrepreneurship education policies as well as content and teacher training.Managerial SummaryA variety of entrepreneurship programs exist at prestigious universities to stimulate startup for students who enroll in these based on entrepreneurial preferences and intentions. The resulting new ventures created are important drivers of innovation, economic growth, and job creation. Our study indicates that exposure to business and entrepreneurship content at an earlier age is equally important. Both in terms of obtaining a realistic insight into entrepreneurship as a career, leading to more realized startups of high quality but also in terms of developing a preference for entrepreneurship affecting subsequent choices regarding tertiary education and employment in favor of future entrepreneurship. We suggest investments in broadening entrepreneurship education for all in contrast to for specific targeted groups such as university or technology entrepreneurs.
在1997年的一个议程设置研讨会上,当创业刚刚成为一个严肃的学术领域时,诺贝尔奖获得者肯尼斯·阿罗提出了一个具有挑战性的零假设,即创业是一种随机现象,教育内容不太可能对创业率或成功产生影响。为了开始解决这一空白,我们利用全国范围内的教育改革作为准实验来调查商业和创业导向教育对(i)早期创业(即直接影响)和(ii)毕业后可能导致创业活动的选择(即间接影响)的影响。我们找到了正面的直接和间接影响的证据,并讨论了对未来创业教育政策设计、内容和教师培训研究的启示。名牌大学里有各种各样的创业项目,鼓励学生根据创业的偏好和意图来参加这些项目。由此产生的新企业是创新、经济增长和创造就业的重要驱动力。我们的研究表明,在较早的年龄接触商业和创业内容同样重要。一方面是对创业作为一种职业的现实洞察,从而产生更多高质量的创业公司,另一方面是培养对创业的偏好,影响随后在高等教育和就业方面的选择,有利于未来的创业。我们建议投资于扩大面向所有人的创业教育,而不是针对大学或科技企业家等特定目标群体。
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引用次数: 0
The signal of institutional governance in early‐stage financing for university spinoffs 大学分拆早期融资中的制度治理信号
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-07-14 DOI: 10.1002/sej.1552
Andrea Belz, Alexandra Graddy‐Reed, Fernando Zapatero
Research SummaryUniversity spinoffs (USOs) translate scientific advancement to economic gains, but the role of the university's governance as a public or private institution is infrequently explored. With a novel dataset of academic entrepreneurs with National Science Foundation I‐Corps training, we examine institutional governance as a fundraising signal. We demonstrate how angel investors and venture capitalists (VCs) show a preference for private USOs. However, with different investment objectives, the groups conduct distinct sensemaking that weighs this cue differently. For angels, industry moderates the effect such that they prefer private university life science firms to public USOs. However, industry mediates the effect for VCs, who prefer life sciences to engineering. We describe this variation as mixed salience—when a signal yields differences in decision‐making for distinct audiences.Managerial SummaryUniversity spinoffs (USOs) are important for economic growth, but little is known about differences between USOs from public and private universities. We study how angel investors and venture capitalists (VCs) fund USOs of public and private schools. These two investor groups make funding decisions with different priorities and approaches. Both groups appear to prefer private universities. A deeper look reveals that angel investors prefer private university life science teams to the public university counterparts. On the other hand, VCs prefer life sciences teams to engineering teams—and life sciences teams are more likely to come from private schools. Evidently, the two investor audiences respond to the public/private distinction in different ways.
研究总结大学衍生品(USOs)将科学进步转化为经济收益,但大学作为公共或私人机构的治理作用很少被探索。通过美国国家科学基金会I - Corps培训的学术企业家的新数据集,我们研究了机构治理作为筹款信号的作用。我们展示了天使投资者和风险资本家(vc)如何表现出对私人uso的偏好。然而,由于投资目标不同,这些集团会进行不同的意义分析,以不同的方式衡量这一线索。对于天使投资人来说,行业调节了影响,使得他们更喜欢私立大学生命科学公司,而不是上市的uso。然而,行业对风投的影响起中介作用,风投更喜欢生命科学而不是工程。我们将这种变化描述为混合显著性——当一个信号在不同受众的决策中产生差异时。管理总结大学衍生品(USOs)对经济增长至关重要,但人们对公立大学和私立大学衍生品之间的差异知之甚少。我们研究了天使投资者和风险资本家如何资助公立和私立学校的uso。这两个投资者群体以不同的优先级和方式做出投资决策。这两个群体似乎都更喜欢私立大学。更深入的研究表明,与公立大学的生命科学团队相比,天使投资者更喜欢私立大学的生命科学团队。另一方面,比起工程团队,风投更喜欢生命科学团队——而生命科学团队更有可能来自私立学校。显然,这两种投资者对公私区分的反应方式不同。
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引用次数: 0
Founder's entry strategy and funding performance in the crowdfunding industry: The mediating role of founder's attention 众筹行业创始人进入策略与融资绩效:创始人关注度的中介作用
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-06-11 DOI: 10.1002/sej.1540
Dalee Yoon, Joon Mahn Lee, Luke Rhee
Research SummaryBuilding on recent studies on founders' entry strategy and the attention‐based view, our study examines the underexplored relationship between entrepreneurial entry mode and funding performance. We offer a novel perspective on how different entry strategies—such as hybrid, portfolio, and full‐time entrepreneurship—impact start‐up performance. Additionally, we develop a theoretical framework highlighting founder attention as a mediator in this relationship. Our research was conducted in the crowdfunding context, with findings remaining consistent across multiple measures of founder attention and funding performance. To address potential endogeneity concerns, we employ two‐stage instrumental variable analyses and a propensity score matching method, ensuring the robustness of our results.Managerial SummaryEntrepreneurs' choice of entry strategy plays a critical role in shaping their ability to secure funding and drive their start‐up success. Our study highlights how different entry strategies—hybrid, portfolio, and full‐time entrepreneurship—affect funding performance, particularly in the crowdfunding context. A key insight is the role of founder attention in mediating the relationship between entry strategy and funding success. The way founders allocate their focus across different pursuits influences investor perceptions and financial outcomes. Therefore, aligning entry strategies with the ability to effectively manage and signal commitment to ventures is essential from a practical standpoint. Moreover, entrepreneurs and investors should consider how strategic entry choices impact not only operational execution but also the likelihood of securing financial support.
基于最近关于创始人进入策略的研究和基于注意力的观点,我们的研究考察了创业进入模式与融资绩效之间未被充分探索的关系。我们提供了一个关于不同的进入策略(如混合、投资组合和全职创业)如何影响创业绩效的新视角。此外,我们开发了一个理论框架,强调创始人的注意力是这种关系的中介。我们的研究是在众筹背景下进行的,其结果在创始人关注度和融资表现的多种衡量标准中保持一致。为了解决潜在的内生性问题,我们采用了两阶段工具变量分析和倾向评分匹配方法,以确保我们的结果的稳健性。企业家进入战略的选择在塑造他们获得资金和推动创业成功的能力方面起着至关重要的作用。我们的研究强调了不同的进入策略——混合、投资组合和全职创业——如何影响融资绩效,特别是在众筹环境中。一个关键的观点是,在进入策略和融资成功之间的关系中,创始人的注意力起到了中介作用。创始人在不同领域分配精力的方式会影响投资者的看法和财务结果。因此,从实际的角度来看,将进入战略与有效管理和对企业承诺的能力相结合是必不可少的。此外,企业家和投资者应该考虑战略进入选择如何不仅影响运营执行,而且影响获得财务支持的可能性。
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引用次数: 0
Local labor market frictions and platform‐based entrepreneurship 本地劳动力市场摩擦和平台创业
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-06-09 DOI: 10.1002/sej.1550
Ruiqing Cao, Yifan Lyu
Research SummaryBuilding on prior research about the heterogeneous impact of labor shocks on individuals' propensity to start businesses, we explore how local labor market frictions affect individuals' selection into platform‐based entrepreneurship. Combining detailed data from a large online retail platform with sectoral employment statistics across labor market areas in the United States, we show that entrepreneurs entering the platform during larger local employment declines in related sectors developed more effective customer strategies and maintained stronger sales performance. These entrepreneurs focused more on customer appeal, matched social media channels with the platform's predominant user base, and lowered prices over time.Managerial SummaryThis article examines how local labor market frictions in sectors relevant to a digital platform shape the heterogeneous entry of individuals into platform‐based entrepreneurship—a class of entrepreneurship that became popular with “creator economy” business models where individuals rely on digital infrastructures to access potential customers and monetize their creative labor. We find that entrepreneurs who started platform‐based businesses in deteriorating local employment conditions generated significantly higher sales by being more attuned to customers' needs and wants. We show that these entrepreneurs emphasized customer‐related activities, chose more effective social media channels, and set lower prices after operating for a few periods. Our findings highlight the importance of customer‐related competitive advantages in platform‐based entrepreneurship.
基于先前关于劳动力冲击对个人创业倾向的异质性影响的研究,我们探讨了当地劳动力市场摩擦如何影响个人选择基于平台的创业。结合来自大型在线零售平台的详细数据和美国各劳动力市场领域的部门就业统计数据,我们表明,在相关行业的当地就业大幅下降期间进入该平台的企业家制定了更有效的客户策略,并保持了更强劲的销售业绩。这些企业家更多地关注客户吸引力,将社交媒体渠道与平台的主要用户群相匹配,并随着时间的推移降低价格。本文研究了与数字平台相关部门的本地劳动力市场摩擦如何塑造个人进入基于平台的创业的异质性,这是一类创业,在“创造者经济”商业模式中变得流行,个人依靠数字基础设施访问潜在客户并将其创造性劳动货币化。我们发现,在当地就业状况不断恶化的情况下创办平台型企业的企业家,通过更适应客户的需求和愿望,产生了显著更高的销售额。我们发现,这些企业家在经营了一段时间后,强调与客户相关的活动,选择了更有效的社交媒体渠道,并设定了更低的价格。我们的研究结果强调了与客户相关的竞争优势在基于平台的创业中的重要性。
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引用次数: 0
The cousin marriage tradition, colonial shocks, and the performance of informal firms in sub‐Saharan Africa 近亲婚姻传统、殖民冲击与撒哈拉以南非洲非正规企业绩效
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-06-01 DOI: 10.1002/sej.1549
Saul Estrin, Tomasz Mickiewicz, Peng Zhang
Research SummaryThe paper explores how the deep historical roots of informal institutions influence current informal businesses. It proposes that both pre‐colonial institutions—the tradition of cousin marriage—and the subsequent shocks of colonization still impact the performance of informal firms. We theorize on how the effects of historical family systems are moderated by the traumatic and spatially heterogeneous shocks of colonialism, in particular the cultural values of the colonizers (individualism) and their religious (missionary) activities. Our hypotheses are tested by regression analysis based on surveys of informal businesses in multiple regions of eight African countries. We find that the cousin marriage tradition is negatively associated with the performance of current informal businesses though this relationship is attenuated in places where colonizers were more individualistic.Managerial SummaryThis paper explores how the pre‐colonial family institutions—the tradition of cousin marriage—and the subsequent shocks of colonization jointly impact the performance of contemporary informal firms in sub‐Saharan Africa. We propose that the historical tradition of cousin marriage has persistent and negative effects on the revenue and labor productivity of contemporary informal businesses. This is because informal entrepreneurs in ethnic areas with the cousin marriage tradition may prioritize social obligations over economic incentives. However, these relationships are attenuated in ethnic areas colonized by European countries with more individualistic cultural values. Our findings highlight the importance for business owners and managers to understand the deep historical roots of the social norms of the communities and groups with which they interact.
本文探讨了非正式制度的深层历史根源如何影响当前的非正式企业。它提出,前殖民制度——近亲结婚的传统——和随后的殖民冲击仍然影响着非正式企业的绩效。我们对历史家庭制度的影响如何被殖民主义的创伤性和空间异质性冲击,特别是殖民者的文化价值观(个人主义)和他们的宗教(传教)活动所缓和进行了理论化。基于对八个非洲国家多个地区非正规企业的调查,我们的假设得到了回归分析的检验。我们发现,表亲婚姻传统与当前非正式企业的表现呈负相关,尽管这种关系在殖民者更个人主义的地方减弱。本文探讨了前殖民时期的家庭制度——表亲婚姻的传统——以及随后的殖民冲击如何共同影响撒哈拉以南非洲当代非正式企业的绩效。我们认为,表亲婚姻的历史传统对当代非正式企业的收入和劳动生产率具有持续的负面影响。这是因为在具有表亲婚姻传统的少数民族地区,非正式企业家可能会优先考虑社会责任,而不是经济激励。然而,这些关系在欧洲国家殖民的民族地区减弱,这些地区具有更个人主义的文化价值观。我们的研究结果强调了企业主和管理者了解与他们互动的社区和群体的社会规范的深刻历史根源的重要性。
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引用次数: 0
Integrating multimodal data and machine learning for entrepreneurship research 整合多模态数据和机器学习用于创业研究
IF 6.3 2区 管理学 Q1 BUSINESS Pub Date : 2025-05-30 DOI: 10.1002/sej.1546
Yash Raj Shrestha, Vivianna Fang He
Research SummaryExtant research in neuroscience suggests that human perception is multimodal in nature—we model the world integrating diverse data sources such as sound, images, taste, and smell. Working in a dynamic environment, entrepreneurs are expected to draw on multimodal inputs in their decision making. However, extant research in entrepreneurship has largely focused on how entrepreneurs or investors develop insights from data in a single mode. A few studies that have used a multimodal approach either simplify the multimodal data (MMD) into a few constructs or manually analyze the data without fully utilizing their potential. Such oversimplification limits the insights that can be gained from MMD. In this paper, we offer a framework to guide researchers to analyze and integrate MMD, capturing various cues embedded in the entrepreneurial process. We illustrate how applying machine learning algorithms to MMD can engender a robust, reliable, and scalable approach for researchers to effectively capture the elusive yet critical aspects of entrepreneurial phenomena. We also curate a set of data and algorithm resources for researchers interested in leveraging MMD in their studies.Managerial SummaryEntrepreneurs operate in fast‐paced and complex environments where success often relies on the ability to make sense of diverse and rich information, which ranges from explicit observations (e.g., what they see and hear) to more subtle contextual cues. Yet, most entrepreneurship research focuses on analyzing data in a single mode, such as only texts or numbers. Our research highlights the importance of embracing multimodal data (MMD) that combines various formats like audio, image, video, and text, to better understand and explain entrepreneurial decision‐making. We introduce a practical framework and a set of machine learning techniques that help managers and researchers alike harness the richness of multimodal data. Rather than simplifying or manually analyzing multimodal data, our approach allows for scalable, systematic, and reliable insights into the entrepreneurial process. For practitioners, this means better tools for evaluating pitches, tracking team dynamics, or sensing market trends in real time. To support adoption, we also provide a curated set of MMD sources and algorithms that organizations can leverage to make more informed strategic decisions.
现有的神经科学研究表明,人类的感知本质上是多模态的——我们将声音、图像、味道和气味等不同的数据源整合在一起,为世界建模。在一个充满活力的环境中工作,企业家期望在他们的决策中利用多种模式的投入。然而,现有的创业研究主要集中在企业家或投资者如何在单一模式下从数据中获得见解。一些使用多模态方法的研究要么将多模态数据(MMD)简化为几个结构,要么在没有充分利用其潜力的情况下手动分析数据。这种过度简化限制了从MMD中获得的洞察力。在本文中,我们提供了一个框架来指导研究人员分析和整合MMD,捕捉嵌入在创业过程中的各种线索。我们说明了如何将机器学习算法应用于MMD可以为研究人员提供一个强大、可靠和可扩展的方法,以有效地捕捉创业现象中难以捉摸但关键的方面。我们还为有兴趣在他们的研究中利用MMD的研究人员策划了一组数据和算法资源。企业家在快节奏和复杂的环境中运作,成功往往依赖于理解多样化和丰富信息的能力,这些信息从明确的观察(例如,他们看到和听到的)到更微妙的上下文线索。然而,大多数创业研究侧重于以单一模式分析数据,例如仅使用文本或数字。我们的研究强调了采用多模态数据(MMD)的重要性,它结合了各种格式,如音频、图像、视频和文本,以更好地理解和解释企业决策。我们介绍了一个实用的框架和一套机器学习技术,帮助管理人员和研究人员利用丰富的多模态数据。我们的方法不是简化或手动分析多模式数据,而是允许对创业过程进行可扩展、系统和可靠的洞察。对于从业者来说,这意味着更好的工具来评估项目,跟踪团队动态,或者实时感知市场趋势。为了支持采用,我们还提供了一组精心策划的MMD资源和算法,组织可以利用这些资源和算法来做出更明智的战略决策。
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Strategic Entrepreneurship Journal
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