The Social Benefits of Balancing Creativity and Imitation: Evidence from an Agent-based Model

Although creativity is encouraged in the abstract it is often discouraged in educational and workplace settings. Using an agent-based model of cultural evolution, we investigated the idea that tempering the novelty-generating effects of creativity with the novelty-preserving effects of imitation is beneficial for society. In Experiment One we systematically introduced individual differences in creativity, and observed a trade-off between the ratio of creators to imitators, and how creative the creators were. Excess creativity was detrimental because creators invested in unproven ideas at the expense of propagating proven ones. Experiment Two tested the hypothesis that society as a whole benefits if individuals adjust how creative they are in accordance with their creative success. When effective creators created more, and ineffective creators created less (social regulation), the agents segregated into creators and imitators, and the mean fitness of outputs was temporarily higher. We hypothesized that the temporary nature of the effect was due to a ceiling on output fitness. In Experiment Three we made the space of possible outputs open-ended by giving agents the capacity to chain simple outputs into arbitrarily complex ones such that fitter outputs were always possible. With the capacity for chained outputs, the effect of social regulation could indeed be maintained indefinitely. The results are discussed in light of empirical data.

[1]  Liane Gabora,et al.  The artist loft effect in the clustering 'creative types': a computer simulation , 2009, C&C '09.

[2]  Apara Ranjan,et al.  Understanding the creative process : personal signatures and cross-domain interpretations of ideas , 2014 .

[3]  L. Gabora,et al.  The recognizability of individual creative styles within and across domains. , 2012, 1309.2615.

[4]  Liane Gabora,et al.  An evolutionary framework for cultural change: selectionism versus communal exchange. , 2012, Physics of life reviews.

[5]  Teresa M. Amabile,et al.  How to kill creativity. , 1998, Harvard business review.

[6]  Nigel Gilbert,et al.  Simulating Innovation: Computer-Based Tools for Rethinking Innovation , 2014 .

[7]  Thomas T. Hills,et al.  Exploration versus exploitation in space, mind, and society , 2015, Trends in Cognitive Sciences.

[8]  Brian Hazlehurst,et al.  Learning in the Cultural Process , 2000 .

[9]  C. Lumsden Culture and the Evolutionary Process, Robert Boyd, Peter J. Richerson. University of Chicago Press, Chicago & London (1985), viii, +301. Price $29.95 , 1986 .

[10]  Michael L. Anderson,et al.  Eroding the boundaries of cognition: implications of embodiment(1). , 2012, Topics in cognitive science.

[11]  Kirsty Kitto,et al.  Concept Combination and the Origins of Complex Cognition , 2013, ArXiv.

[12]  F. Xavier Molina-Morales,et al.  Be creative but not so much. Decreasing benefits of creativity in clustered firms , 2015 .

[13]  Devanathan Sudharshan,et al.  DiffuNET: The impact of network structure on diffusion of innovation , 2005 .

[14]  Rolfe Tomlinson A systems approach to planning in organizations— developing a collaborative research study , 1980 .

[15]  David C. Rowe,et al.  Born to rebel: Birth order, family dynamics, and creative lives: by Frank J. Sulloway, New York: Pantheon Books, 1996 , 1997 .

[16]  Christina L. Scott,et al.  Teachers' Biases Toward Creative Children , 1999 .

[17]  Bart Nooteboom,et al.  Optimal Cognitive Distance and Absorptive Capacity , 2005 .

[18]  J. Plucker Beware of Simple Conclusions: The Case for Content Generality of Creativity , 1998 .

[19]  Erik L. Westby,et al.  Creativity: Asset or Burden in the Classroom? , 1995 .

[20]  Liane Gabora,et al.  Honing Theory: A Complex Systems Framework for Creativity. , 2016, Nonlinear dynamics, psychology, and life sciences.

[21]  J. Kaufman,et al.  THE COST OF THE MUSE: POETS DIE YOUNG , 2003, Death studies.

[22]  Daisuke Nakanishi,et al.  Does social/cultural learning increase human adaptability?: Rogers's question revisited , 2003 .

[23]  Melanie Mitchell,et al.  Relative Building-Block Fitness and the Building Block Hypothesis , 1992, FOGA.

[24]  Jyotsna Vaid,et al.  Creative Thought: An Investigation of Conceptual Structures and Processes , 2001 .

[25]  A. Aljughaiman,et al.  Teachers' Conceptions of Creativity and Creative Students. , 2005 .

[26]  Samuel Todd Hunter,et al.  Paradoxes of leading innovative endeavors: Summary, solutions, and future directions. , 2011 .

[27]  Liane Gabora,et al.  Toward an evolutionary-predictive foundation for creativity , 2016, Psychonomic bulletin & review.

[28]  Muaz A. Niazi,et al.  Agent-based computing from multi-agent systems to agent-based models: a visual survey , 2011, Scientometrics.

[29]  Steve R. DiPaola,et al.  How Did Humans Become So Creative? A Computational Approach , 2013, ICCC.

[30]  J. G. Gómez,et al.  What Do We Know About Creativity , 2007 .

[31]  Christian D. Schunn,et al.  The Impact of Analogies on Creative Concept Generation: Lessons From an In Vivo Study in Engineering Design , 2015, Cogn. Sci..

[32]  Robert L. Goldstone,et al.  Social Learning Strategies in Networked Groups , 2013, Cogn. Sci..

[33]  James C. Kaufman,et al.  Creativity in the schools: Renewed interest and promising new directions. , 2014 .

[34]  Alan R. Rogers,et al.  Does Biology Constrain Culture , 1988 .

[35]  Ronald A. Beghetto,et al.  Ideational code‐switching: Walking the talk about supporting student creativity in the classroom , 2007 .

[36]  L. Anu Fostering Intrapreneurship - The new Competitive Edge , 2007 .

[37]  Esteban Moro Egido,et al.  Affinity Paths and information diffusion in social networks , 2011, Soc. Networks.

[38]  Siddhartha Bhattacharyya,et al.  Social creativity as a function of agent cognition and network properties: A computer model , 2010, Soc. Networks.

[39]  Robert L. Goldstone,et al.  Collective Behavior , 2002 .

[40]  Magnus Enquist,et al.  Social Learning : A Solution to Rogers ’ s Paradox of Nonadaptive Culture , 2007 .

[41]  John Baer The Effects of Task‐Specific Divergent‐Thinking Training , 1996 .

[42]  R. Reiter-Palmon,et al.  Leadership and creativity: Understanding leadership from a creative problem-solving perspective , 2004 .

[43]  Kevin Dunbar,et al.  How Scientists Think in the Real World: Implications for Science Education , 2000 .

[44]  D. Nettle The evolution of personality variation in humans and other animals. , 2006, The American psychologist.

[45]  Geoffrey E. Hinton,et al.  How Learning Can Guide Evolution , 1996, Complex Syst..

[46]  M. Weitzman,et al.  Recombinant Growth , 2009 .

[47]  A Díaz-Guilera,et al.  Modeling diffusion of innovations in a social network. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[48]  Teresa M. Amabile,et al.  Looking Inside the Fishbowl of Creativity: Verbal and Behavioral Predictors of Creative Performance , 1998 .

[49]  Paul Thagard,et al.  The AHA! Experience: Creativity Through Emergent Binding in Neural Networks , 2011, Cogn. Sci..

[50]  D. Hocevar,et al.  Dimensionality of Creativity , 1976, Psychological reports.

[51]  R. Beghetto,et al.  Why Isn't Creativity More Important to Educational Psychologists? Potentials, Pitfalls, and Future Directions in Creativity Research , 2004 .

[52]  Liane Gabora,et al.  EVOC: A Computer Model of the Evolution of Culture , 2013, ArXiv.

[53]  Liane Gabora,et al.  The cultural evolution of socially situated cognition , 2008, Cognitive Systems Research.

[54]  Subrata Dasgupta,et al.  Creativity in invention and design , 1994 .

[55]  Ricardo Sosa,et al.  A computational intuition pump to examine group creativity: building on the ideas of others , 2015, ArXiv.

[56]  Paul G. Higgs The mimetic transition: a simulation study of the evolution of learning by imitation , 2000, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[57]  Mark T. Keane,et al.  Efficient creativity: Constraint-guided conceptual combination. , 2000 .

[58]  R. May,et al.  The Courage to Create , 1975 .

[59]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[60]  Harvey Whitehouse,et al.  Task-specific effects of ostracism on imitative fidelity in early childhood☆ , 2014 .

[61]  L. Gabora Meme and Variations: A Computational Model of Cultural Evolution , 1995 .

[62]  Mark A. Runco,et al.  The Generality of Creative Performance in Gifted and Nongifted Children , 1987 .

[63]  David H. Cropley,et al.  The Dark Side of Creativity , 2010 .

[64]  Jonathan S. Feinstein,et al.  The nature of creative development , 2006 .

[65]  Michael L. Best,et al.  How Culture Can Guide Evolution: An Inquiry into Gene/Meme Enhancement and Opposition , 1999, Adapt. Behav..

[66]  Samuel T. Hunter,et al.  Innovation in Organizations: A Multi-Level Perspective on Creativity , 2005 .

[67]  Bernhard Hommel,et al.  Acquiring Contextualized Concepts: A Connectionist Approach , 2011, Cogn. Sci..

[68]  Steven Mithen,et al.  Creativity in Human Evolution and Prehistory , 2005 .

[69]  Daniel Stokols,et al.  Qualities of Work Environments That Promote Perceived Support for Creativity , 2002 .

[70]  Nelson Adams,et al.  Skinner's Walden Two: An Anticipation of Positive Psychology? , 2012 .

[71]  Luke Rendell,et al.  ROGERS’ PARADOX RECAST AND RESOLVED: POPULATION STRUCTURE AND THE EVOLUTION OF SOCIAL LEARNING STRATEGIES , 2010, Evolution; international journal of organic evolution.

[72]  Peter Bryant,et al.  The price of greatness , 1996, Nature.

[73]  R. Florida The Rise of the Creative Class , 2002 .

[74]  Gregory M. Spencer Creative economies of scale: an agent-based model of creativity and agglomeration , 2012 .

[75]  Liane Gabora,et al.  A Computational Model of Two Cognitive Transitions Underlying Cultural Evolution , 2013, CogSci.

[76]  R. McDonald,et al.  The Value of Waiting to Invest , 1982 .

[77]  Liane Gabora,et al.  Five Clarifications about Cultural Evolution , 2013, 1309.2622.

[78]  Anna Craft,et al.  Creativity in Schools : Tensions and Dilemmas , 2005 .

[79]  Alain Labrique,et al.  The Power of Innovation , 2013 .

[80]  Harvey Whitehouse,et al.  Imitative flexibility and the development of cultural learning , 2015, Cognition.

[81]  E. Paul Torrance,et al.  Guiding creative talent , 1962 .

[82]  Abraham H. Maslow,et al.  Creativity in self-actualizing people. , 1962 .

[83]  Milad Kharratzadeh,et al.  Resolving Rogers' Paradox with Specialized Hybrid Learners , 2015, CogSci.

[84]  K. Laland,et al.  Towards a unified science of cultural evolution. , 2006, The Behavioral and brain sciences.

[85]  W. E. Ritter AS TO THE CAUSES OF EVOLUTION. , 1923, Science.

[86]  Leeat Yariv,et al.  Diffusion on Social Networks , 2006 .

[87]  A. Jonker Origins of the modern mind. Three stages in the evolution of culture and cognition , 1998 .

[88]  K. Robinson Out of Our Minds: Learning to Be Creative , 2001 .

[89]  Jean E. Pretz,et al.  Individual differences in creativity: personality, story writing, and hobbies , 2001 .