Katelyn Stenger Profile picture
Sep 30, 2020 25 tweets 16 min read Read on X
An imperfect thread on some intersections of #BehavioralScience + #ComplexSystems

@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)
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
Many have recognized this big assumption & adapted though:

Behavioral Systems Analysis offered by Evidn @johnpickering,
@WorldBank #embed_wb,
@Lemonade_Inc
@NinaMazar open.bu.edu/handle/2144/39…

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 unherd.com/2020/03/dont-t…
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!
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
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
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!
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 doi.org/10.1016/j.dest…

books.google.com/books/about/Th…
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
pnas.org/content/116/17…
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 doi.org/10.1017/bpp.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 aeaweb.org/articles?id=10…
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:
medium.com/behavior-desig…
@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
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 nature.com/articles/s4156…
Assumptions of homogenous populations are being challenged like @dilipsoman & Tanjim Hossain advocate for in:
Successfully scaled solutions need not be homogenous @BPPjournal doi.org/10.1017/bpp.20…
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 doi.org/10.1017/bpp.20…
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!
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
#BehavioralScience is already taking on the "-ity titans"
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!
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!

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More from @KatelynStenger

Aug 28, 2020
"When making decisions, instead of asking ourselves which option will give us the best results, we should be asking which option will give us good-enough results under the widest range of future states of the world."
psyche.co/ideas/why-effi… via @psyche_the_mag
"And satisficing with an eye toward a radically uncertain future might be called robust satisficing."

Good enough seems to be a better bet - especially as we become familiar with the variability and swift state changes common to #ComplexSystems
So much of #ResilienceTheory has led us to question our #DecisionMaking ; and the hyper-focused drive toward #Efficiency rather than #Resiliency
Read 4 tweets
Aug 21, 2020
Market Transformation is difficult for energy!
The Midwest Market Transformation* Collaborative
—Molly Graham @MEEAee
#SummerStudy20 Image
Current problems within market transformations include:
(1) diminishing opportunities for cost-effective #energy savings
(2) there's a need for longer term savings to achieve goals
The Midwest Market Transformation initiative looks to align interests & provide the best regulatory practices given regional policy factors
Read 4 tweets
Aug 20, 2020
Whole building system metric needs to be done to improve energy efficiency, but comes with some challenges.

Dr. Bing Liu @nwalliance
#SummerStudy20
Total System Performance Ratio (TSPR) evaluates the ENTIRE #HVAC system & can be calculated by:
#BuildingSystems Image
Free software is available to improve whole building analysis, thanks @eeregov !

buildingenergyscore.energy.gov
Read 5 tweets
Aug 20, 2020
100% renewables 100% of the time.

Paul Torcellini @NREL
@ACEEEdc #summerstudy20
#construction #netzero
Many discussions withing #SummerStudy20 remind me of @NAACP's Centering Equity in the Sustainable Building Sector (CESBS)

Share your story! Help us center equity in the sustainable building sector.
docs.google.com/forms/d/e/1FAI…
Energy efficiency has a central role in improving "zero-energy" buildings
&

consider on-site & off-site sources of renewable energy
#netzero #building
Read 4 tweets
Aug 19, 2020
The burdens of #ClimateChange change are disproportionately placed on people in poverty

@CecilCorbinMark
@aceee #SummerStudy20

Which includes #buildings
For instance, as @CecilCorbinMark, demonstrates this point with:

Air Conditioning during all time high heat waves.

People in poverty may be inequitably burdened by:
Experiencing a heat wave bc their home does not have an air conditioning unit.

Heat waves can cause:
heat exhaustion,
triggering asthma,
organ damage

In elderly populations, this can result in death.
-->
Read 5 tweets
Aug 18, 2020
"I say chiller_1, you say chiller_a."

Every building data model is different & unique for building models

Harry Bergmann @eeregov
#smartcities #smartbuilding
#SummerStudy20 @ACEEEdc
There are different ways that technicians describe behaviors - making the communications difficult.

Standard naming conventions? No. More like give a class heirarchy that can be adapted to different sources of equipment.
Unique naming is a human problem, but results from diversity of buildings, retrofits, and management

& can also inhibit optimal Building Information Models (BIMs)
Read 4 tweets

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