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An imperfect thread on some intersections of #BehavioralScience + #ComplexSystems
@DavidPerrott_ @g_arteagoitia
@DavidPerrott_ @g_arteagoitia
Some ppl recognize behavioral science is in its adolescents in a lot ways. While behavioral scientists have identified design that work really well (you know:
opt-out organ donation @ProfEricJohnson & @dggoldst
Save More for Tomorrow @R_Thaler & @shlomobenartzi)
opt-out organ donation @ProfEricJohnson & @dggoldst
Save More for Tomorrow @R_Thaler & @shlomobenartzi)
These are wonderful & we should keep doing these!
But these are only a beginning manifestation of behavioral design & never meant to encompass all of behavioral science
The problem some see is that #nudges are designed in STABLE contexts & with specific demographics
But these are only a beginning manifestation of behavioral design & never meant to encompass all of behavioral science
The problem some see is that #nudges are designed in STABLE contexts & with specific demographics
Many have recognized this big assumption & adapted though:
Behavioral Systems Analysis offered by Evidn @johnpickering,
@WorldBank #embed_wb,
@Lemonade_Inc
@NinaMazar https://open.bu.edu/handle/2144/39951
please comment more below
Behavioral Systems Analysis offered by Evidn @johnpickering,
@WorldBank #embed_wb,
@Lemonade_Inc
@NinaMazar https://open.bu.edu/handle/2144/39951
please comment more below
stable conditions can happen, they just assume quite a lot!
& @StuartJRitchie makes a few good points about these assumption (& others) when applying #BehavioralScience to covid https://unherd.com/2020/03/dont-trust-the-psychologists-on-coronavirus/
& @StuartJRitchie makes a few good points about these assumption (& others) when applying #BehavioralScience to covid https://unherd.com/2020/03/dont-trust-the-psychologists-on-coronavirus/
That brings us to systems, systems thinking & #ComplexSystems
what are they?
shameless plug: if you want to learn more, then @sfiscience is the go-to! I am looking forward to their Complexity Interactive course next month & working with Dr. Mirta Galesic!
what are they?
shameless plug: if you want to learn more, then @sfiscience is the go-to! I am looking forward to their Complexity Interactive course next month & working with Dr. Mirta Galesic!
Complex systems (more specifically complex adaptive systems) are systems w/o central contol, that follow simple rules & give rise to complex behavior
Most of today's most pressing problem involve recognizing or understanding complex systems
Most of today's most pressing problem involve recognizing or understanding complex systems
Complex systems are really difficult to understand bc other science is taught with causality & centrality as a core concepts
@yoonsa (2019). Toward a learning progression of complex systems understanding. Complicity: An Inter. Jo. of Complexity & Ed
@yoonsa (2019). Toward a learning progression of complex systems understanding. Complicity: An Inter. Jo. of Complexity & Ed
Complex system & Cognition researchers
[Michelene T.H. Chi, @asueducation
Tina Grotzer @hgse
@chs8084,
Michael J. Jacobson @Sydney_Uni,
@jennie_chiu]
have researched ways to make it easier for non-experts
please comment more!
[Michelene T.H. Chi, @asueducation
Tina Grotzer @hgse
@chs8084,
Michael J. Jacobson @Sydney_Uni,
@jennie_chiu]
have researched ways to make it easier for non-experts
please comment more!
Its REALLY important for #BehavioralScience ppl to understand complex system before falling into our own biases of learning/understanding science, which valorizes causality
'Systems Thinking: A Primer' by Donella Meadows popularized systems thinking
Also, for whole systems design I'd recommend @Leidyklotz & Blizzards framework https://doi.org/10.1016/j.destud.2012.03.001 https://books.google.com/books/about/Thinking_in_Systems.html?id=CpbLAgAAQBAJ
Also, for whole systems design I'd recommend @Leidyklotz & Blizzards framework https://doi.org/10.1016/j.destud.2012.03.001 https://books.google.com/books/about/Thinking_in_Systems.html?id=CpbLAgAAQBAJ
Systems thinking allows individuals to recognize various elements as connected components that interact to form a functioning whole, or system & identify social, economic, & natural worlds as part of a system, & humans (themself included) as actors in this system
Systems thinking can lead to some really wild effects.
For ex: @matthewtballew & collegues found evidence that systems thinking can be a really important pathway to believing in global warming https://www.pnas.org/content/116/17/8214
For ex: @matthewtballew & collegues found evidence that systems thinking can be a really important pathway to believing in global warming https://www.pnas.org/content/116/17/8214
Systems thinking can really influence #BehavioralScience;
many have intergrated complex system science in different ways.
I always think of @economiclogic's
Complexity as an opportunity and challenge for behavioural public policy @BPPjournal https://doi.org/10.1017/bpp.2018.20
many have intergrated complex system science in different ways.
I always think of @economiclogic's
Complexity as an opportunity and challenge for behavioural public policy @BPPjournal https://doi.org/10.1017/bpp.2018.20
Inviting other disciplines into the fold is great, but comes at a high cost!
@joramfeitsma & @Markiewhitehead discuss this in 'Bounded interdisciplinarity'
And other researchers have discussed the costs of science like @KRoyMyers's https://www.aeaweb.org/articles?id=10.1257/app.20180518&&from=f
@joramfeitsma & @Markiewhitehead discuss this in 'Bounded interdisciplinarity'
And other researchers have discussed the costs of science like @KRoyMyers's https://www.aeaweb.org/articles?id=10.1257/app.20180518&&from=f
Alternative forms of #BehavioralScience have emerged like #BehavioralDesign, which really seeks to do more than apply, but to design for behavior (which means to also anticipate it)
Reminds me of @SamuelSalzer posts: https://medium.com/behavior-design-hub/behavioral-design-2020-and-beyond-dc88a87f3b97
Reminds me of @SamuelSalzer posts: https://medium.com/behavior-design-hub/behavioral-design-2020-and-beyond-dc88a87f3b97
@ruthkschmidt & I have argued for more systemic stances of #BehavioralDesign that consider 'the big picture' & 'the long game' using scenario planning in papers still being reviewed.
If you'd want to partner, please contact us
If you'd want to partner, please contact us
Predicting behavior is really hard, and plenty of researchers like Dr. Mirta Galesic @sfiscience take on this challenge of predicting human behavior, judgements, and social dynamics.
For ex asking about social circles improves election predictions https://www.nature.com/articles/s41562-018-0302-y
For ex asking about social circles improves election predictions https://www.nature.com/articles/s41562-018-0302-y
Assumptions of homogenous populations are being challenged like @dilipsoman & Tanjim Hossain advocate for in:
Successfully scaled solutions need not be homogenous @BPPjournal https://doi.org/10.1017/bpp.2020.24
Successfully scaled solutions need not be homogenous @BPPjournal https://doi.org/10.1017/bpp.2020.24
Some have really recognized we can decentralize behavioral science using big data, and that can overcome heterogenous population challenges
@stuart_mmills paper offered an interesting perspective realizing more data will result in more personalized nudges https://doi.org/10.1017/bpp.2020.7
@stuart_mmills paper offered an interesting perspective realizing more data will result in more personalized nudges https://doi.org/10.1017/bpp.2020.7
This is great! I am collaborating with @aria464 to try and bring behavioral interventions using personalized data from #SMART buildings.
If you want to partner, please contact us --- more contexts are better!
If you want to partner, please contact us --- more contexts are better!
This comes with a caveat:
this approach neglects those who cannot or will not generate such data, and embeds some crucial assumptions about who gets included for personalized nudges, and raises qu. about #equity in #BehavioralScience and #BigData
this approach neglects those who cannot or will not generate such data, and embeds some crucial assumptions about who gets included for personalized nudges, and raises qu. about #equity in #BehavioralScience and #BigData
#BehavioralScience is already taking on the "-ity titans"
replicability
scalability,
generalizability,
heterogeneity
Definitely not an itty-bitty feat
replicability
scalability,
generalizability,
heterogeneity
Definitely not an itty-bitty feat
I anticipate #BehavioralDesign will start asking qu about:
connectivity,
adaptation,
inclusion
A lot of these conversations are going on in other fields like @CRXLAB, so I am hopeful!
connectivity,
adaptation,
inclusion
A lot of these conversations are going on in other fields like @CRXLAB, so I am hopeful!
I recognize I can't capture it all --- so please comment if you think I neglected something at the intersection of behavioral science and complex systems!
