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Alignment
> Reliability
> Persuasiveness
> Organizational Fit
Persuasiveness
Once the model has reliably helped to identify optimal choices,
what makes it believable? In Ventana's experience, people
believe models only if they understand and agree with the
results, and with the reasons for them.
Ventana models have several features to ensure model results,
and their causes, are understood:
Simplified what-if testing: Vensim Reality Check
makes it easy to demonstrate that a model responds appropriately
to changes in any factor, and stores what-if questions for
automatic re-testing at any time.
Causal structure: Each equation describes a real-world
cause-and-effect relationship, making it possible to describe
why a model result occurs. Equations are organized through
influence diagrams, and Vensim Causal Tracing makes it easy
to visualize *why* things happen.
Familiar language: Model variables are named using
the client's terms for the real world concepts they represent.
Openness: It is Ventana policy to openly share the
basis and contents of models with clients. The model development
process invites critique by client experts, and challenges
can be stored as Reality Check statements to test for ongoing
compliance at any time.
Simplicity: Ventana models are designed to be the
simplest correct description of how client decisions will
affect client outcomes. This usually takes the form of a
handful of linked sub-models, each of which is simple enough
to be easily grasped. This structure enables people to get
a solid overview in less than an hour, and facilitates complete
understanding by client personnel who are able to spend
more time.
While
these features make behavior and causes available and comprehensible
to clients, it is the collaborative building process that
most develops the model's credibility. The initial model draft
starts from ideas supplied by the client, and rapidly evolves
in response to continuous client critique and Ventana testing.
When clients find flaws in model logic, or when Ventana tests
find inconsistencies in ideas, Ventana and the client work
together to correct the causal description. This collaboration
is crucial: quite rightly, people tend to meet new approaches
and ideas with skepticism. The process of collaboration and
correction allows people to move from skepticism to exploration,
and from exploration to acceptance. In each project, Ventana
strives to include everyone whose confidence is required for
the model to be used, especially the people who will make
the decisions supported by the model. Ventana also makes a
point of soliciting the critique of the organization's respected
experts, not only to create a legacy of their knowledge and
apply it in the model, but also to increase the model's credibility
for the rest of the organization. Over the course of the collaboration,
all client stakeholders contribute to -- and become confident
in -- the model results and the causal assumptions on which
they are based.
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