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艺术、文化和科学领域的火热表现期。

Hot streaks in artistic, cultural, and scientific careers.

机构信息

Northwestern Institute on Complex Systems, Northwestern University, Evanston, IL, USA.

Kellogg School of Management, Northwestern University, Evanston, IL, USA.

出版信息

Nature. 2018 Jul;559(7714):396-399. doi: 10.1038/s41586-018-0315-8. Epub 2018 Jul 11.

Abstract

The hot streak-loosely defined as 'winning begets more winnings'-highlights a specific period during which an individual's performance is substantially better than his or her typical performance. Although hot streaks have been widely debated in sports, gambling and financial markets over the past several decades, little is known about whether they apply to individual careers. Here, building on rich literature on the lifecycle of creativity, we collected large-scale career histories of individual artists, film directors and scientists, tracing the artworks, films and scientific publications they produced. We find that, across all three domains, hit works within a career show a high degree of temporal regularity, with each career being characterized by bursts of high-impact works occurring in sequence. We demonstrate that these observations can be explained by a simple hot-streak model, allowing us to probe quantitatively the hot streak phenomenon governing individual careers. We find this phenomemon to be remarkably universal across diverse domains: hot streaks are ubiquitous yet usually unique across different careers. The hot streak emerges randomly within an individual's sequence of works, is temporally localized, and is not associated with any detectable change in productivity. We show that, because works produced during hot streaks garner substantially more impact, the uncovered hot streaks fundamentally drive the collective impact of an individual, and ignoring this leads us to systematically overestimate or underestimate the future impact of a career. These results not only deepen our quantitative understanding of patterns that govern individual ingenuity and success, but also may have implications for identifying and nurturing individuals whose work will have lasting impact.

摘要

连胜期——宽泛地定义为“胜利引发更多胜利”——突出了个人表现明显优于其典型表现的特定时期。尽管在过去几十年中,连胜期在体育、赌博和金融市场中受到了广泛的讨论,但对于它们是否适用于个人职业,人们知之甚少。在这里,我们基于关于创造力生命周期的丰富文献,收集了个体艺术家、电影导演和科学家的大规模职业历史,追溯他们创作的艺术作品、电影和科学出版物。我们发现,在所有三个领域中,职业生涯中的热门作品都表现出高度的时间规律性,每个职业生涯都以一系列高影响力作品的爆发为特征。我们证明,这些观察结果可以用一个简单的连胜期模型来解释,这使我们能够定量地探测主导个人职业的连胜期现象。我们发现,这种现象在不同的领域中非常普遍:连胜期在不同的职业生涯中普遍存在,但通常是独一无二的。连胜期在个人作品序列中随机出现,具有时间局限性,并且与生产力的任何可检测变化都没有关联。我们表明,由于连胜期间产生的作品获得了更大的影响力,因此发现的连胜期从根本上推动了个人的集体影响力,如果忽略这一点,我们将系统地高估或低估职业生涯的未来影响力。这些结果不仅加深了我们对个人创造力和成功模式的定量理解,而且可能对识别和培养具有持久影响力的个人具有启示意义。

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