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Optimising for Cultural
Learning
Chris Read

An Experience Report

Velocity EU 2013

Friday, 15 November 13

@cread
Learning
• We are what we repeatedly
do. Excellence, then, is not
an act, but a habit.
(Aristotle)

Velocity EU 2013

Friday, 15 November 13

@cread
Learning

• To know and not to do is not
yet to know. (Zen Saying)

Velocity EU 2013

Friday, 15 November 13

@cread
Cultural Learning
• Learning through

observation or interaction
with others. (Lehmann,
Feldman & Kaeuffer, 2010)

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Friday, 15 November 13

@cread
Cultural Learning
• Allows individuals to acquire

skills that they would be
unable to independently gain
over the course of their
lifetimes. (Van Schaik &
Burkart, 2011)

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Friday, 15 November 13

@cread
3 Recent Biology Research
Papers...
Downloaded from rstb.royalsocietypublishing.org on October 30, 2013

Why Copy Others? Insights from the Social
Learning Strategies Tournament
L. Rendell, et al.
Science 328, 208 (2010);
DOI: 10.1126/science.1184719

doi: 10.1111/j.1420-9101.2010.02096.x

Cumulative cultural dynamics and the coevolution of cultural
innovation and transmission: an ESS model for panmictic and
structured populations
L. LEHMANN*, M. W. FELDMAN  & R. KAEUFFERà
*Institute of Biology, University of Neuchatel, Neuchatel, Switzerland
ˆ
ˆ
 Department of Biological Sciences, Stanford University, Stanford, CA, USA
àDepartment of Biology, McGill University, Montreal, Canada

This copy is for your personal, non-commercial use only.

Social learning and evolution: the cultural intelligence
hypothesis
Carel P. van Schaik and Judith M. Burkart
Phil. Trans. R. Soc. B 2011 366, doi: 10.1098/rstb.2010.0304, published 28 February 2011

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following the guidelines here.
The following resources related to this article are available online at www.sciencemag.org
(this information is current as of April 9, 2010 ):

Keywords:

When individuals in a population can acquire traits through learning, each
individual may express a certain number of distinct cultural traits. These traits
may have been either invented by the individual himself or acquired from
others in the population. Here, we develop a game theoretic model for the
accumulation of cultural traits through individual and social learning. We
explore how the rates of innovation, decay, and transmission of cultural traits
affect the evolutionary stable (ES) levels of individual and social learning and
the number of cultural traits expressed by an individual when cultural
dynamics are at a steady-state. We explore the evolution of these phenotypes
in both panmictic and structured population settings. Our results suggest that
in panmictic populations, the ES level of learning and number of traits tend to
be independent of the social transmission rate of cultural traits and is mainly
affected by the innovation and decay rates. By contrast, in structured
populations, where interactions occur between relatives, the ES level of
learning and the number of traits per individual can be increased (relative to
the panmictic case) and may then markedly depend on the transmission rate
of cultural traits. This suggests that kin selection may be one additional
solution to Rogers’s paradox of nonadaptive culture.

References

This article cites 77 articles, 13 of which can be accessed free

Abstract

cultural accumulation;
cultural transmission;
individual and social learning;
innovation;
kin selection;
relatedness.

"Data Supplement"
http://rstb.royalsocietypublishing.org/content/suppl/2011/02/25/366.1567.1008.DC1.ht
ml
"Audio Supplement"
http://rstb.royalsocietypublishing.org/content/suppl/2011/02/28/366.1567.1008.DC2.ht
ml

Introduction
Learned traits and in particular cultural traits are nongenetically determined phenotypes that are acquired
during an individual’s lifespan. They are not only
characteristic of humans but are also expressed by many
vertebrates (Laland & Janik, 2006). For instance, chimpanzees use sticks to catch prey and stones to crack nuts;
and macaques wash potatoes and apples, unwrap and
consume caramels, and can learn a whole spectrum of
other feeding behaviours (Lefebvre, 1995; Whiten et al.,
1999; Dugatkin, 2004). Some birds are able to learn new
songs but they can also acquire techniques to bait fish,
batter or drop different types of prey on different
substrates, use caps to carry water, use twigs to push
Correspondence: Laurent Lehmann, Institute of Biology,
ˆ
University of Neuchatel, Switzerland.
Tel.: 032 718 2234; fax: 032 718 3001;
e-mail: laurent.lehmann@unine.ch

2356

Articles on similar topics can be found in the following collections
behaviour (462 articles)
evolution (646 articles)

Email alerting service

Friday, 15 November 13

This article cites 30 articles, 9 of which can be accessed for free:
http://www.sciencemag.org/cgi/content/full/328/5975/208#otherarticles
This article appears in the following subject collections:
Psychology
http://www.sciencemag.org/cgi/collection/psychology

Receive free email alerts when new articles cite this article - sign up in the box at the top
right-hand corner of the article or click here

nuts, and pull fishing lines to get fish under water
(Lefebvre et al., 2002).
There are two basic ways by which an individual may
learn a new trait (Rogers, 1988). First, the trait can be
learned individually. Here, an individual interacts with
its environment and learns the trait by trial-and-error,
lucky accident, insight, or deduction. This can be viewed
as cultural innovation, and this process may also depend
on the number of traits already carried by the individuals
in the population. Alternatively, a trait can be learned
socially, in which case an individual obtains the trait by
imitating or copying it from another individual in the
population. This is cultural transmission. This second case
is likely to involve social interactions between individuals
in the population, and errors in transmission may further
increase the rate of innovation of cultural traits.
Cultural innovation is to cultural evolution what
mutation is to biological evolution: without innovation,
cultural traits and therefore cultural transmission would
not exist. In humans, these features may have led to the

ª 2010 THE AUTHORS. J. EVOL. BIOL. 23 (2010) 2356–2369
JOURNAL COMPILATION ª 2010 EUROPEAN SOCIETY FOR EVOLUTIONARY BIOLOGY

To subscribe to Phil. Trans. R. Soc. B go to: http://rstb.royalsocietypublishing.org/subscriptions

Velocity EU 2013

Supporting Online Material can be found at:
http://www.sciencemag.org/cgi/content/full/328/5975/208/DC1

http://rstb.royalsocietypublishing.org/content/366/1567/1008.full.html#ref-list-1
Article cited in:
http://rstb.royalsocietypublishing.org/content/366/1567/1008.full.html#related-urls

Subject collections

Updated information and services, including high-resolution figures, can be found in the online
version of this article at:
http://www.sciencemag.org/cgi/content/full/328/5975/208

Downloaded from www.sciencemag.org on April 9, 2010

Supplementary data

Science (print ISSN 0036-8075; online ISSN 1095-9203) is published weekly, except the last week in December, by the
American Association for the Advancement of Science, 1200 New York Avenue NW, Washington, DC 20005. Copyright
2010 by the American Association for the Advancement of Science; all rights reserved. The title Science is a
registered trademark of AAAS.

@cread
Cumulative cultural dynamics and the
coevolution of cultural innovation and
transmission

• Developed Game Theory Model “for the accumulation of cultural traits
through individual and social learning”

• “...in panmictic populations, the ES level of learning and number of

traits tend to be independent of the social transmission rate of cultural
traits and is mainly affected by the innovation and decay rates.”

• “By contrast, in structured populations, where interactions occur

between relatives, the ES level of learning and the number of traits per
individual can be increased (relative to the panmictic case) and may
then markedly depend on the transmission rate of cultural traits.”

Velocity EU 2013

Friday, 15 November 13

J. EVOL. BIOL. 23 (2010) 2356–2369

@cread
Social learning and evolution: the cultural
intelligence hypothesis

• “The evolutionary version of the hypothesis argues that species with

frequent opportunities for social learning should more readily respond
to selection for a greater number of learned skills. ...The cultural
intelligence hypothesis can also account for the unusual cognitive
abilities of humans, as well as our unique mechanisms of skill
transfer.”

• “...subjects acquire particular behaviours or skills faster when exposed
to skilled role models than they do in a control situation, in which they
can independently explore and eventually learn the skill individually”

Velocity EU 2013

Friday, 15 November 13

Phil. Trans. R. Soc. B 2011 366, doi: 10.1098/rstb.2010.0304, published 28 February 2011

@cread
Why Copy Others? Insights from the Social
Learning Strategies Tournament

• “...it remains unclear why copying is profitable and how to copy most

effectively. To address these questions, we organized a computer
tournament in which entrants submitted strategies specifying how to
use social learning and its asocial alternative (trial and error)...”

• “However, social learning can also cost time and effort, and theoretical
work reveals that it can be error-prone, leading individuals to acquire
inappropriate or outdated information in nonuniform and changing
environments”

• “The winning strategy (discountmachine) relied nearly exclusively on
social learning and weighted information according to the time since
acquisition.”

Velocity EU 2013

Friday, 15 November 13

Science 9 April 2010: Vol. 328 no. 5975 pp. 208-213, DOI:10.1126/science.1184719

@cread
Summary for us non
Biologists:
• Humans are built for Cultural Learning
• Age of what we’ve learnt matters
• We’ve got to put our learning in to practice
• Without direction and guidance, humans will probably go in
the wrong direction

Velocity EU 2013

Friday, 15 November 13

@cread
Business Environment
• Team Structure (Belbin, etc)
• Team Lifecycles (Tuckman, Linstead)
• Team Interactions
• Business Unit Interactions
• Group Training
• Common Goal & Language
Velocity EU 2013

Friday, 15 November 13

@cread
Flat Org Structure
• No “corporate ladder”
• No pre defined pay bands.
• Teams Organised Around
• Service
• Business Unit
Velocity EU 2013

Friday, 15 November 13

• Upper Management Access
• Incentives based on
• Individual <
• Team <
• Organisation
@cread
Mobility
• Make it easy to change roles
• Colocate related teams and individuals
• Make it easy to access the right people
Velocity EU 2013

Friday, 15 November 13

@cread
Knowledge Sharing
• “Borrowing” people
welcomed

• Working with vendors
(mainly hardware)

• Telepresence & office visits
• Conference Attendance
• Open Source
Velocity EU 2013

Friday, 15 November 13

@cread
Specific Examples

Velocity EU 2013

Friday, 15 November 13

@cread
Tickets
• Introduced by new IT management team to establish order
• Actively blocked communication between teams
• Reduced visibility of service teams of needs of the clients
• Now used internally by some teams to track backlog conversations are primary interface

Velocity EU 2013

Friday, 15 November 13

@cread
Breaking Down Silos
• Adding social interactions and new groups around concepts
breaks things down

• Shared automation/dev team for those too small for their own
• Communities of Practice - Wikis, Discuss
• Embedded Planted Engineers
• Encourage flow across communities in synthetic groups
Velocity EU 2013

Friday, 15 November 13

@cread
Do Not
• Spend all your time learning - you need to apply what you’ve
learned

• Take anything to extremes

Velocity EU 2013

Friday, 15 November 13

@cread
Innovate to Survive

Velocity EU 2013

Friday, 15 November 13

@cread
Focus on the Goal

Velocity EU 2013

@cread
http://commons.wikimedia.org/wiki/File:Ronnie_O%27Sullivan_PHC_2011-2.png

Friday, 15 November 13
Don’t Limit Learning

Velocity EU 2013

@cread
http://commons.wikimedia.org/wiki/File:Milky_Way_Galaxy.jpg

Friday, 15 November 13
Thank You

Velocity EU 2013

Friday, 15 November 13

@cread

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Optimising for Cultural Learning - Velocity EU 2013

  • 1. Optimising for Cultural Learning Chris Read An Experience Report Velocity EU 2013 Friday, 15 November 13 @cread
  • 2. Learning • We are what we repeatedly do. Excellence, then, is not an act, but a habit. (Aristotle) Velocity EU 2013 Friday, 15 November 13 @cread
  • 3. Learning • To know and not to do is not yet to know. (Zen Saying) Velocity EU 2013 Friday, 15 November 13 @cread
  • 4. Cultural Learning • Learning through observation or interaction with others. (Lehmann, Feldman & Kaeuffer, 2010) Velocity EU 2013 Friday, 15 November 13 @cread
  • 5. Cultural Learning • Allows individuals to acquire skills that they would be unable to independently gain over the course of their lifetimes. (Van Schaik & Burkart, 2011) Velocity EU 2013 Friday, 15 November 13 @cread
  • 6. 3 Recent Biology Research Papers... Downloaded from rstb.royalsocietypublishing.org on October 30, 2013 Why Copy Others? Insights from the Social Learning Strategies Tournament L. Rendell, et al. Science 328, 208 (2010); DOI: 10.1126/science.1184719 doi: 10.1111/j.1420-9101.2010.02096.x Cumulative cultural dynamics and the coevolution of cultural innovation and transmission: an ESS model for panmictic and structured populations L. LEHMANN*, M. W. FELDMAN  & R. KAEUFFERà *Institute of Biology, University of Neuchatel, Neuchatel, Switzerland ˆ ˆ  Department of Biological Sciences, Stanford University, Stanford, CA, USA àDepartment of Biology, McGill University, Montreal, Canada This copy is for your personal, non-commercial use only. Social learning and evolution: the cultural intelligence hypothesis Carel P. van Schaik and Judith M. Burkart Phil. Trans. R. Soc. B 2011 366, doi: 10.1098/rstb.2010.0304, published 28 February 2011 If you wish to distribute this article to others, you can order high-quality copies for your colleagues, clients, or customers by clicking here. Permission to republish or repurpose articles or portions of articles can be obtained by following the guidelines here. The following resources related to this article are available online at www.sciencemag.org (this information is current as of April 9, 2010 ): Keywords: When individuals in a population can acquire traits through learning, each individual may express a certain number of distinct cultural traits. These traits may have been either invented by the individual himself or acquired from others in the population. Here, we develop a game theoretic model for the accumulation of cultural traits through individual and social learning. We explore how the rates of innovation, decay, and transmission of cultural traits affect the evolutionary stable (ES) levels of individual and social learning and the number of cultural traits expressed by an individual when cultural dynamics are at a steady-state. We explore the evolution of these phenotypes in both panmictic and structured population settings. Our results suggest that in panmictic populations, the ES level of learning and number of traits tend to be independent of the social transmission rate of cultural traits and is mainly affected by the innovation and decay rates. By contrast, in structured populations, where interactions occur between relatives, the ES level of learning and the number of traits per individual can be increased (relative to the panmictic case) and may then markedly depend on the transmission rate of cultural traits. This suggests that kin selection may be one additional solution to Rogers’s paradox of nonadaptive culture. References This article cites 77 articles, 13 of which can be accessed free Abstract cultural accumulation; cultural transmission; individual and social learning; innovation; kin selection; relatedness. "Data Supplement" http://rstb.royalsocietypublishing.org/content/suppl/2011/02/25/366.1567.1008.DC1.ht ml "Audio Supplement" http://rstb.royalsocietypublishing.org/content/suppl/2011/02/28/366.1567.1008.DC2.ht ml Introduction Learned traits and in particular cultural traits are nongenetically determined phenotypes that are acquired during an individual’s lifespan. They are not only characteristic of humans but are also expressed by many vertebrates (Laland & Janik, 2006). For instance, chimpanzees use sticks to catch prey and stones to crack nuts; and macaques wash potatoes and apples, unwrap and consume caramels, and can learn a whole spectrum of other feeding behaviours (Lefebvre, 1995; Whiten et al., 1999; Dugatkin, 2004). Some birds are able to learn new songs but they can also acquire techniques to bait fish, batter or drop different types of prey on different substrates, use caps to carry water, use twigs to push Correspondence: Laurent Lehmann, Institute of Biology, ˆ University of Neuchatel, Switzerland. Tel.: 032 718 2234; fax: 032 718 3001; e-mail: laurent.lehmann@unine.ch 2356 Articles on similar topics can be found in the following collections behaviour (462 articles) evolution (646 articles) Email alerting service Friday, 15 November 13 This article cites 30 articles, 9 of which can be accessed for free: http://www.sciencemag.org/cgi/content/full/328/5975/208#otherarticles This article appears in the following subject collections: Psychology http://www.sciencemag.org/cgi/collection/psychology Receive free email alerts when new articles cite this article - sign up in the box at the top right-hand corner of the article or click here nuts, and pull fishing lines to get fish under water (Lefebvre et al., 2002). There are two basic ways by which an individual may learn a new trait (Rogers, 1988). First, the trait can be learned individually. Here, an individual interacts with its environment and learns the trait by trial-and-error, lucky accident, insight, or deduction. This can be viewed as cultural innovation, and this process may also depend on the number of traits already carried by the individuals in the population. Alternatively, a trait can be learned socially, in which case an individual obtains the trait by imitating or copying it from another individual in the population. This is cultural transmission. This second case is likely to involve social interactions between individuals in the population, and errors in transmission may further increase the rate of innovation of cultural traits. Cultural innovation is to cultural evolution what mutation is to biological evolution: without innovation, cultural traits and therefore cultural transmission would not exist. In humans, these features may have led to the ª 2010 THE AUTHORS. J. EVOL. BIOL. 23 (2010) 2356–2369 JOURNAL COMPILATION ª 2010 EUROPEAN SOCIETY FOR EVOLUTIONARY BIOLOGY To subscribe to Phil. Trans. R. Soc. B go to: http://rstb.royalsocietypublishing.org/subscriptions Velocity EU 2013 Supporting Online Material can be found at: http://www.sciencemag.org/cgi/content/full/328/5975/208/DC1 http://rstb.royalsocietypublishing.org/content/366/1567/1008.full.html#ref-list-1 Article cited in: http://rstb.royalsocietypublishing.org/content/366/1567/1008.full.html#related-urls Subject collections Updated information and services, including high-resolution figures, can be found in the online version of this article at: http://www.sciencemag.org/cgi/content/full/328/5975/208 Downloaded from www.sciencemag.org on April 9, 2010 Supplementary data Science (print ISSN 0036-8075; online ISSN 1095-9203) is published weekly, except the last week in December, by the American Association for the Advancement of Science, 1200 New York Avenue NW, Washington, DC 20005. Copyright 2010 by the American Association for the Advancement of Science; all rights reserved. The title Science is a registered trademark of AAAS. @cread
  • 7. Cumulative cultural dynamics and the coevolution of cultural innovation and transmission • Developed Game Theory Model “for the accumulation of cultural traits through individual and social learning” • “...in panmictic populations, the ES level of learning and number of traits tend to be independent of the social transmission rate of cultural traits and is mainly affected by the innovation and decay rates.” • “By contrast, in structured populations, where interactions occur between relatives, the ES level of learning and the number of traits per individual can be increased (relative to the panmictic case) and may then markedly depend on the transmission rate of cultural traits.” Velocity EU 2013 Friday, 15 November 13 J. EVOL. BIOL. 23 (2010) 2356–2369 @cread
  • 8. Social learning and evolution: the cultural intelligence hypothesis • “The evolutionary version of the hypothesis argues that species with frequent opportunities for social learning should more readily respond to selection for a greater number of learned skills. ...The cultural intelligence hypothesis can also account for the unusual cognitive abilities of humans, as well as our unique mechanisms of skill transfer.” • “...subjects acquire particular behaviours or skills faster when exposed to skilled role models than they do in a control situation, in which they can independently explore and eventually learn the skill individually” Velocity EU 2013 Friday, 15 November 13 Phil. Trans. R. Soc. B 2011 366, doi: 10.1098/rstb.2010.0304, published 28 February 2011 @cread
  • 9. Why Copy Others? Insights from the Social Learning Strategies Tournament • “...it remains unclear why copying is profitable and how to copy most effectively. To address these questions, we organized a computer tournament in which entrants submitted strategies specifying how to use social learning and its asocial alternative (trial and error)...” • “However, social learning can also cost time and effort, and theoretical work reveals that it can be error-prone, leading individuals to acquire inappropriate or outdated information in nonuniform and changing environments” • “The winning strategy (discountmachine) relied nearly exclusively on social learning and weighted information according to the time since acquisition.” Velocity EU 2013 Friday, 15 November 13 Science 9 April 2010: Vol. 328 no. 5975 pp. 208-213, DOI:10.1126/science.1184719 @cread
  • 10. Summary for us non Biologists: • Humans are built for Cultural Learning • Age of what we’ve learnt matters • We’ve got to put our learning in to practice • Without direction and guidance, humans will probably go in the wrong direction Velocity EU 2013 Friday, 15 November 13 @cread
  • 11. Business Environment • Team Structure (Belbin, etc) • Team Lifecycles (Tuckman, Linstead) • Team Interactions • Business Unit Interactions • Group Training • Common Goal & Language Velocity EU 2013 Friday, 15 November 13 @cread
  • 12. Flat Org Structure • No “corporate ladder” • No pre defined pay bands. • Teams Organised Around • Service • Business Unit Velocity EU 2013 Friday, 15 November 13 • Upper Management Access • Incentives based on • Individual < • Team < • Organisation @cread
  • 13. Mobility • Make it easy to change roles • Colocate related teams and individuals • Make it easy to access the right people Velocity EU 2013 Friday, 15 November 13 @cread
  • 14. Knowledge Sharing • “Borrowing” people welcomed • Working with vendors (mainly hardware) • Telepresence & office visits • Conference Attendance • Open Source Velocity EU 2013 Friday, 15 November 13 @cread
  • 15. Specific Examples Velocity EU 2013 Friday, 15 November 13 @cread
  • 16. Tickets • Introduced by new IT management team to establish order • Actively blocked communication between teams • Reduced visibility of service teams of needs of the clients • Now used internally by some teams to track backlog conversations are primary interface Velocity EU 2013 Friday, 15 November 13 @cread
  • 17. Breaking Down Silos • Adding social interactions and new groups around concepts breaks things down • Shared automation/dev team for those too small for their own • Communities of Practice - Wikis, Discuss • Embedded Planted Engineers • Encourage flow across communities in synthetic groups Velocity EU 2013 Friday, 15 November 13 @cread
  • 18. Do Not • Spend all your time learning - you need to apply what you’ve learned • Take anything to extremes Velocity EU 2013 Friday, 15 November 13 @cread
  • 19. Innovate to Survive Velocity EU 2013 Friday, 15 November 13 @cread
  • 20. Focus on the Goal Velocity EU 2013 @cread http://commons.wikimedia.org/wiki/File:Ronnie_O%27Sullivan_PHC_2011-2.png Friday, 15 November 13
  • 21. Don’t Limit Learning Velocity EU 2013 @cread http://commons.wikimedia.org/wiki/File:Milky_Way_Galaxy.jpg Friday, 15 November 13
  • 22. Thank You Velocity EU 2013 Friday, 15 November 13 @cread