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Influence




      Influence
A provocation ahead of the AMEC European Summit, 5th-7th June 2013
                 http://ameceuropeansummit.org



                                                            Philip Sheldrake
                                Social Media Measurement & Monitoring conference
                                                       London, 27th March 2013
Influence
                                                                           The Conclave


Context.
                                      Association for the Measurement and Evaluation of Communication
                                                              The Chartered Institute of Public Relations
                                                                        The Institute for Public Relations
                                                                The Public Relations Society of America
                                                                                The Council of PR Firms
                                                                 The Global Alliance for Public Relations

AMEC and the wider ‘Conclave’                  The International Association of Business Communicators
                                                        The Society for New Communications Research

have a working group on the topic                 The Digital Analytics Association (previously the WAA)
                                                               The Word of Mouth Marketing Association
of influence. Its output and                                        The Advertising Research Foundation

recommendations will be presented             Federation Internationale des Bureauxs d'Extraits de Press



at the AMEC European Summit                      The Conclave's #SMMstandards initiative also includes:
                                                                               The Media Rating Council
this June.                                             The American Association of Advertising Agencies
                                                                 The Association of National Advertisers

is document explores some main                                       The Interactive Advertising Bureau
                                          and the following "client organizations" – Dell, GM, McDonalds,
issues. It’s not a working group                 Ford, P&G, SAS, Southwest Airlines, Thomson Reuters.


document... it’s simply my effort to                 Influence working group
provoke comment and input.                  Brad Fay, Neil Beam, David Geddes, Sean Williams and
                                      Philip Sheldrake. With occasional steers from Barry Leggetter,
                                                        Katie Delahaye Paine and Richard Bagnall.


                                                                                                             2
Influence

Our goal.
We are trying to develop a standards approach to the
terminology of and approach to influence flows – how
influence goes around comes around – for the useful
application by organizations seeking to encourage various
stakeholders to think or behave as the organization would
like and seeking to be influenced reciprocally.




                                                            3
Influence
         A Measure of Influence, Sheldrake, Communication World magazine, Jan/Feb 2013, IABC – http://eulr.co/Wnb88F




Above all.
e best way to exert useful influence
remains to deliver great products and
services so that your customers evangelize
your brand to others, and to be a well-run
organization so that your employees and
partners evangelize working with you.

                                                                                                                      4
Influence

Influence & Influence.
e English language is ambiguous. Influence is apparently
both:
   •   e ability one is attributed to change another’s opinion
       or behaviour, and
   •   e very changing of that opinion or behaviour.
e first describes the source of or contributor to a change in
the system, the latter describes the result.
is ambiguity is causing confusion in our context here.
                                                                  5
Influence

Possibility ≠ Probability.
Social media actions – retweets, reblogs, +1s, likes, etc. – are
(mis)interpreted as:
  influence having happened
    and therefore the individual
       having had more influence than otherwise,
         and therefore
            having more influence.


                                                                   6
Influence

Time.
It is unclear on what basis we might assume
influence decays or grows with the passing of time.
e zenith of Milli Vanilli’s influence on the music scene is past, but the
full impact of the Reverend omas Bayes’ mathematics (in machine
learning) has only played out more than two centuries aer his death.




                                                                            7
Influence
+   e complexity of influence is a challenge – and an opportunity, Sheldrake, e Guardian Media Network, 15th Feb 2012. http://eulr.co/14lHfuD
                                                         * something that can be “operationalised” on a continuous and commercially sensible basis.




                            We don’t know.
                   ere is currently no scalable facility* to ascertain
                   or infer who or what caused someone to change
                               their mind or behaviour.+
                                            Influence is complex.
                    In other words, changing your mind or actions is
                     the result of many stimuli over time and entails
                          conscious and subconscious processes.


                                                                                                                                                      8
Influence

Complexity.                                             Simple?
                                                        Or complex?
Many appreciate that the weather is complex, that       • Oprah made him buy the
                                                         book
stock markets are complex, and that city traffic flow      • The ad made her buy the
is complex. However, attributing relatively simple       sneakers
                                                        • The recommendation from
cause and effect in the business of influence appears      her sister made her
                                                         vacation in Italy
too tempting for many.
                                                        • The latest anti-smoking
                                                         campaign made her quit.
While complexity science doesn’t rule out the
instances in which a single stimulus suffices, it also    In fact...
recognises that this is the exception rather than the    she’s romanticised an
                                                         Italian vacation for years,
norm.                                                    and for many reasons she
                                                         herself can’t tease apart.




                                                                                       9
Influence
               [1] G. Weng, U.S. Bhalla and R. Iyengar Complexity in Biological Signaling Systems Science 284:5411 (2/4/1999) 92-6. DOI: 10.1126/science.284.5411.92
                                                           [2] D. Rind. Complexity and Climate Science 284:5411 (2/4/1999) 105-7. DOI: 10.1126/science.284.5411.105
                                                  [3] W.B. Arthur. Compexity and the Economy Science 284:5411 (2/4/1999) 107-9. DOI: 10.1126/science.284.5411.107
                                             [4] Professor Henrik Jeldto Jensen, Department of Mathematics, Imperial College. https://www2.imperial.ac.uk/~hjjens/




Complexity.
                                                               It’s a system in which there are
                                                               multiple interactions between
A complex system is one                                        many different components[2].
that by design or function
or both is difficult to                                                               Complex systems constantly
understand and verify[1].                                                        evolve and unfold over time[3].

     Complexity bridges the gap between the individual and the
     collective: from psychology to sociology, from organism to
 ecosystem, from genes to protein networks, from atoms to materials,
 from the PC to the World Wide Web, from individuals to society[4].
                                                                                                                                                                       10
Influence

When you’re stuck in traffic, do you ask:




        “Which car
        started it?”

                                          11
Influence
                                             * Is the Tipping Point Toast? Fast Company. 1st Feb 2008.




Ready to be influenced?
One of many parameters for the spread of influence is the readiness of
individuals to be influenced. In my experience, this is too rarely studied.


"If society is ready to embrace a trend, almost
anyone can start one – and if it isn't, then almost
no one can." Duncan Watts.


                                                                                                         12
Influence
                                             * e Business of Influence, Sheldrake, Wiley, 2011




Defining influence.
Defining influence as something an individual possesses can therefore be
misleading in our context. I advocate this definition ...

Influence is a change in opinion or behaviour.
You have been influenced when you think something you wouldn’t
otherwise have thought or do something you wouldn’t otherwise have
done.*
Influence is both the input to and output of a complex system.


                                                                                                 13
Influence
              * e Business of Influence, Sheldrake, Wiley, 2011




Six influence flows.




                                                                  14
Influence

Influence, the outcome.
What is the intended outcome of your
marketing and PR campaigns, and the design
of your organization overall, if it’s not to get
stakeholders to think and behave as you’d
like, and to be sensitive to how they’d like
you to think and behave?

                                                   15
Influence
                                                     W. Chen, Y. Wang, and S. Yang. Efficient Influence Maximization in Social Networks.
                       Proceedings of the 15th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 199-208, 2009.




Influence maximisation.
So, how can we improve the effectiveness of an influence process?
Influence maximization is the problem of finding a small subset of
nodes (seed nodes) in a social network that could maximize the spread of
influence.
It is a discrete optimization problem in a social network that chooses an
optimal initial seed set of given size to maximize influence under a
certain information diffusion model.




                                                                                                                                        16
Influence
                    [1] D. Kempe, J. M. Kleinberg, and É. Tardos. Maximizing the spread of influence through a social network. In Proceedings of
                                               the 9th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pp 137–146, 2003.
                   [2] K. Jung, W. Heo, W. Chen. IRIE: Scalable and Robust Influence Maximization in Social Networks. Proceedings of the 12th
                                                                  IEEE International Conference on Data Mining (ICDM), pages 918-923, 2012.




Influence maximisation.
Computer simulations using real life social network data and various
simplifying assumptions show that selecting vertices (nodes) with
maximum degrees (connections) as seeds results in larger influence
spread than other heuristics, but is still not as large as the influence
spread produced by other algorithms[1].
Importantly, it appears that influence ranking – the process of trying to
score an individual’s network connectivity –  is only good for selecting
one seed[2].




                                                                                                                                                  17
Influence
            M. Trusov, A. Bodapati, R.E. Bucklin, Determining Influential Users in Internet Social Networks, Journal of Marketing Research, August 2010.




Influence maximisation.
Seed selection isn’t as easy as picking the most connected nodes.
Not all connections are equal, and relatively few so-called friends are
actually significant influencers of a given individual’s behaviour, while
substantial heterogeneity across all community members exists.
Descriptors from user profiles lack the power to determine who, per se, is
influential, and friend counts and profile views also fall short of being
able to identify influential site members.




                                                                                                                                                          18
Influence

Reciprocity.

To influence better, be influenced better.




                                           19
Influence
                                               [1] Please Repeat: Influence is not popularity. A blog post. B. Solis. 11th August 2010. http://eulr.co/14tC38l
        [2] Putnam, Robert D. Bowling Alone: e Collapse and Revival of American Community. New York: Simon & Schuster. 2000. http://eulr.co/Xb3uAm




Influence scores are not.
Critics point out that ‘influence scoring’ services quantify little more
than the propensity for an individual’s social media contributions to be
seen and shared. And irrespective of congruity with organizational
objectives.
Some claim such services confuse popularity for influence[1].
e phrase ‘social capital’ has been suggested instead, but this phrase has
been used for more than a century to describe the value of the network
rather than that of an individual participant in a network[2] and we
don’t want to introduce new ambiguities.


                                                                                                                                                                20
Influence

Beware.

Black boxes.
See the 7th Barcelona principle.




                                   21
Influence

    Complexity science.
   Long may we have the for-profit motive to explore
complexity science and network science, let's just not mis-
      sell or mis-use its capabilities along the way.


         I’m not anti-network science, as some have implied following
        my long-standing criticism of many “influence scoring” services.
        uite the contrary. Heck, my company is named aer the chap
                  who invented a lot of the mathematics here!



                                                                          22
Influence

Terminology.                                           So that’s all 7 billion of us.
                                                    is is important to recognise.
                                                             It’s a complex system.
Influence – a change in opinion or behaviour.

Influencer – anyone who contributes to someone else changing their
opinion or behaviour.

Key influencer – Someone who, following statistical modelling and
analysis, is considered with some degree of confidence to be part of a
cohort central to the efficacy of a program of influence.




                                                                                        23
Influence

Terminology.
Potential influence – An influencer’s potential contribution to an
influence program as part of a cohort of influencers (seeds / nodes).

Influential – A descriptor applied to an individual deemed to have been a
key influencer and who might (but might not) remain one.




                                                                           24
Influence

Terminology.
Advocate – An individual who shows support for, pleads the case of or
defends a brand, cause, product or service while remaining formally
unaffiliated with it and unremunerated.

Ambassador – An individual remunerated by or otherwise allied with a
brand; their actions are, in some manner, endorsed by the brand with an
acknowledged and transparent affiliation that is mutually beneficial.




                                                                          25
Influence

Terminology.
Professional / occupational – Individuals who by definition of their job
function are in the position to influence others directly through
authoritative or instructive statements.

Celebrity – An individual whose name recognition commands a great
deal of public fascination (“celebrity status”) and has the ability to use
their status to communicate with broad effect, either as advocate or
ambassador.




                                                                             26
Influence

Terminology.
Influencee – a person who changes their opinion or behavior as the
result of exposure to new information.

   •   Type 0 – no exposure to the information, no influence
   •   Type 1 – exposure to the information yet no influence
   •   Type 2 – exposure to the information and influenced as the
       originator intended
   •   Type 3 – exposure to the information and influenced contrary to
       the originator’s intention.


                                                                        27
Influence

Influenced?
Have you changed your mind about any aspect of influence?
Do you feel compelled to do something differently?
Can you contribute knowledge, experience, comment?
Do you feel inclined to circulate this document more widely to those that
might (dis)like it?




                                                                            28
Influence

Let’s discuss.
Philip Sheldrake, CEng
Managing Partner, Euler Partners.

                                         Ma drid?
                                    In

            +44 7715 488 759                  I love measurement and
     philip@eulerpartners.com                 evaluation when it makes the
             skype:psheldrake                 world happier, healthier and
                           G+                 wealthier.
                     LinkedIn
                                              Author, e Business of Influence:
                  @sheldrake
                                              Reaming Marketing and PR for
                          blog
                                              the Digital Age, Wiley, 2011.



                                                                                 29
Influence

ank you.



            http://xkcd.com/815/

                                   30

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Measuring Influence

  • 1. Influence Influence A provocation ahead of the AMEC European Summit, 5th-7th June 2013 http://ameceuropeansummit.org Philip Sheldrake Social Media Measurement & Monitoring conference London, 27th March 2013
  • 2. Influence The Conclave Context. Association for the Measurement and Evaluation of Communication The Chartered Institute of Public Relations The Institute for Public Relations The Public Relations Society of America The Council of PR Firms The Global Alliance for Public Relations AMEC and the wider ‘Conclave’ The International Association of Business Communicators The Society for New Communications Research have a working group on the topic The Digital Analytics Association (previously the WAA) The Word of Mouth Marketing Association of influence. Its output and The Advertising Research Foundation recommendations will be presented Federation Internationale des Bureauxs d'Extraits de Press at the AMEC European Summit The Conclave's #SMMstandards initiative also includes: The Media Rating Council this June. The American Association of Advertising Agencies The Association of National Advertisers is document explores some main The Interactive Advertising Bureau and the following "client organizations" – Dell, GM, McDonalds, issues. It’s not a working group Ford, P&G, SAS, Southwest Airlines, Thomson Reuters. document... it’s simply my effort to Influence working group provoke comment and input. Brad Fay, Neil Beam, David Geddes, Sean Williams and Philip Sheldrake. With occasional steers from Barry Leggetter, Katie Delahaye Paine and Richard Bagnall. 2
  • 3. Influence Our goal. We are trying to develop a standards approach to the terminology of and approach to influence flows – how influence goes around comes around – for the useful application by organizations seeking to encourage various stakeholders to think or behave as the organization would like and seeking to be influenced reciprocally. 3
  • 4. Influence A Measure of Influence, Sheldrake, Communication World magazine, Jan/Feb 2013, IABC – http://eulr.co/Wnb88F Above all. e best way to exert useful influence remains to deliver great products and services so that your customers evangelize your brand to others, and to be a well-run organization so that your employees and partners evangelize working with you. 4
  • 5. Influence Influence & Influence. e English language is ambiguous. Influence is apparently both: • e ability one is attributed to change another’s opinion or behaviour, and • e very changing of that opinion or behaviour. e first describes the source of or contributor to a change in the system, the latter describes the result. is ambiguity is causing confusion in our context here. 5
  • 6. Influence Possibility ≠ Probability. Social media actions – retweets, reblogs, +1s, likes, etc. – are (mis)interpreted as: influence having happened and therefore the individual having had more influence than otherwise, and therefore having more influence. 6
  • 7. Influence Time. It is unclear on what basis we might assume influence decays or grows with the passing of time. e zenith of Milli Vanilli’s influence on the music scene is past, but the full impact of the Reverend omas Bayes’ mathematics (in machine learning) has only played out more than two centuries aer his death. 7
  • 8. Influence + e complexity of influence is a challenge – and an opportunity, Sheldrake, e Guardian Media Network, 15th Feb 2012. http://eulr.co/14lHfuD * something that can be “operationalised” on a continuous and commercially sensible basis. We don’t know. ere is currently no scalable facility* to ascertain or infer who or what caused someone to change their mind or behaviour.+ Influence is complex. In other words, changing your mind or actions is the result of many stimuli over time and entails conscious and subconscious processes. 8
  • 9. Influence Complexity. Simple? Or complex? Many appreciate that the weather is complex, that • Oprah made him buy the book stock markets are complex, and that city traffic flow • The ad made her buy the is complex. However, attributing relatively simple sneakers • The recommendation from cause and effect in the business of influence appears her sister made her vacation in Italy too tempting for many. • The latest anti-smoking campaign made her quit. While complexity science doesn’t rule out the instances in which a single stimulus suffices, it also In fact... recognises that this is the exception rather than the she’s romanticised an Italian vacation for years, norm. and for many reasons she herself can’t tease apart. 9
  • 10. Influence [1] G. Weng, U.S. Bhalla and R. Iyengar Complexity in Biological Signaling Systems Science 284:5411 (2/4/1999) 92-6. DOI: 10.1126/science.284.5411.92 [2] D. Rind. Complexity and Climate Science 284:5411 (2/4/1999) 105-7. DOI: 10.1126/science.284.5411.105 [3] W.B. Arthur. Compexity and the Economy Science 284:5411 (2/4/1999) 107-9. DOI: 10.1126/science.284.5411.107 [4] Professor Henrik Jeldto Jensen, Department of Mathematics, Imperial College. https://www2.imperial.ac.uk/~hjjens/ Complexity. It’s a system in which there are multiple interactions between A complex system is one many different components[2]. that by design or function or both is difficult to Complex systems constantly understand and verify[1]. evolve and unfold over time[3]. Complexity bridges the gap between the individual and the collective: from psychology to sociology, from organism to ecosystem, from genes to protein networks, from atoms to materials, from the PC to the World Wide Web, from individuals to society[4]. 10
  • 11. Influence When you’re stuck in traffic, do you ask: “Which car started it?” 11
  • 12. Influence * Is the Tipping Point Toast? Fast Company. 1st Feb 2008. Ready to be influenced? One of many parameters for the spread of influence is the readiness of individuals to be influenced. In my experience, this is too rarely studied. "If society is ready to embrace a trend, almost anyone can start one – and if it isn't, then almost no one can." Duncan Watts. 12
  • 13. Influence * e Business of Influence, Sheldrake, Wiley, 2011 Defining influence. Defining influence as something an individual possesses can therefore be misleading in our context. I advocate this definition ... Influence is a change in opinion or behaviour. You have been influenced when you think something you wouldn’t otherwise have thought or do something you wouldn’t otherwise have done.* Influence is both the input to and output of a complex system. 13
  • 14. Influence * e Business of Influence, Sheldrake, Wiley, 2011 Six influence flows. 14
  • 15. Influence Influence, the outcome. What is the intended outcome of your marketing and PR campaigns, and the design of your organization overall, if it’s not to get stakeholders to think and behave as you’d like, and to be sensitive to how they’d like you to think and behave? 15
  • 16. Influence W. Chen, Y. Wang, and S. Yang. Efficient Influence Maximization in Social Networks. Proceedings of the 15th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 199-208, 2009. Influence maximisation. So, how can we improve the effectiveness of an influence process? Influence maximization is the problem of finding a small subset of nodes (seed nodes) in a social network that could maximize the spread of influence. It is a discrete optimization problem in a social network that chooses an optimal initial seed set of given size to maximize influence under a certain information diffusion model. 16
  • 17. Influence [1] D. Kempe, J. M. Kleinberg, and É. Tardos. Maximizing the spread of influence through a social network. In Proceedings of the 9th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pp 137–146, 2003. [2] K. Jung, W. Heo, W. Chen. IRIE: Scalable and Robust Influence Maximization in Social Networks. Proceedings of the 12th IEEE International Conference on Data Mining (ICDM), pages 918-923, 2012. Influence maximisation. Computer simulations using real life social network data and various simplifying assumptions show that selecting vertices (nodes) with maximum degrees (connections) as seeds results in larger influence spread than other heuristics, but is still not as large as the influence spread produced by other algorithms[1]. Importantly, it appears that influence ranking – the process of trying to score an individual’s network connectivity –  is only good for selecting one seed[2]. 17
  • 18. Influence M. Trusov, A. Bodapati, R.E. Bucklin, Determining Influential Users in Internet Social Networks, Journal of Marketing Research, August 2010. Influence maximisation. Seed selection isn’t as easy as picking the most connected nodes. Not all connections are equal, and relatively few so-called friends are actually significant influencers of a given individual’s behaviour, while substantial heterogeneity across all community members exists. Descriptors from user profiles lack the power to determine who, per se, is influential, and friend counts and profile views also fall short of being able to identify influential site members. 18
  • 19. Influence Reciprocity. To influence better, be influenced better. 19
  • 20. Influence [1] Please Repeat: Influence is not popularity. A blog post. B. Solis. 11th August 2010. http://eulr.co/14tC38l [2] Putnam, Robert D. Bowling Alone: e Collapse and Revival of American Community. New York: Simon & Schuster. 2000. http://eulr.co/Xb3uAm Influence scores are not. Critics point out that ‘influence scoring’ services quantify little more than the propensity for an individual’s social media contributions to be seen and shared. And irrespective of congruity with organizational objectives. Some claim such services confuse popularity for influence[1]. e phrase ‘social capital’ has been suggested instead, but this phrase has been used for more than a century to describe the value of the network rather than that of an individual participant in a network[2] and we don’t want to introduce new ambiguities. 20
  • 21. Influence Beware. Black boxes. See the 7th Barcelona principle. 21
  • 22. Influence Complexity science. Long may we have the for-profit motive to explore complexity science and network science, let's just not mis- sell or mis-use its capabilities along the way. I’m not anti-network science, as some have implied following my long-standing criticism of many “influence scoring” services. uite the contrary. Heck, my company is named aer the chap who invented a lot of the mathematics here! 22
  • 23. Influence Terminology. So that’s all 7 billion of us. is is important to recognise. It’s a complex system. Influence – a change in opinion or behaviour. Influencer – anyone who contributes to someone else changing their opinion or behaviour. Key influencer – Someone who, following statistical modelling and analysis, is considered with some degree of confidence to be part of a cohort central to the efficacy of a program of influence. 23
  • 24. Influence Terminology. Potential influence – An influencer’s potential contribution to an influence program as part of a cohort of influencers (seeds / nodes). Influential – A descriptor applied to an individual deemed to have been a key influencer and who might (but might not) remain one. 24
  • 25. Influence Terminology. Advocate – An individual who shows support for, pleads the case of or defends a brand, cause, product or service while remaining formally unaffiliated with it and unremunerated. Ambassador – An individual remunerated by or otherwise allied with a brand; their actions are, in some manner, endorsed by the brand with an acknowledged and transparent affiliation that is mutually beneficial. 25
  • 26. Influence Terminology. Professional / occupational – Individuals who by definition of their job function are in the position to influence others directly through authoritative or instructive statements. Celebrity – An individual whose name recognition commands a great deal of public fascination (“celebrity status”) and has the ability to use their status to communicate with broad effect, either as advocate or ambassador. 26
  • 27. Influence Terminology. Influencee – a person who changes their opinion or behavior as the result of exposure to new information. • Type 0 – no exposure to the information, no influence • Type 1 – exposure to the information yet no influence • Type 2 – exposure to the information and influenced as the originator intended • Type 3 – exposure to the information and influenced contrary to the originator’s intention. 27
  • 28. Influence Influenced? Have you changed your mind about any aspect of influence? Do you feel compelled to do something differently? Can you contribute knowledge, experience, comment? Do you feel inclined to circulate this document more widely to those that might (dis)like it? 28
  • 29. Influence Let’s discuss. Philip Sheldrake, CEng Managing Partner, Euler Partners. Ma drid? In +44 7715 488 759 I love measurement and philip@eulerpartners.com evaluation when it makes the skype:psheldrake world happier, healthier and G+ wealthier. LinkedIn Author, e Business of Influence: @sheldrake Reaming Marketing and PR for blog the Digital Age, Wiley, 2011. 29
  • 30. Influence ank you. http://xkcd.com/815/ 30