Monthly Archives: November 2017

Your Origin Story for Data Science

There’s an origin story for every superhero; even those without superpowers (like Batman – that’s right) got started somewhere. What we sometimes forget is that there is also an origin story for every regular person, every profession, every hobby.

Source: Wikimedia Commons


If you’re a radiologist looking to learn a few things in radiology data science, a simple web search will reveal a seemingly overwhelming amount of material you might have to know.

Fortunately, only a very small subset is necessary to start being productive.  Here are a few resources I used to get started.

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The Agitator, Innovator, and Orchestrator Model

A well-written framework on Stanford Social Innovation Review describes three distinct forces of transforming a practice.

An agitator brings the grievances of specific individuals or groups to the forefront of public awareness. An innovator creates an actionable solution to address these grievances. And an orchestrator coordinates action across groups, organizations, and sectors to scale the proposed solution.

The key observation is that transformation requires all three in harmony.  In medicine, the voices of agitators frequently meet top-down repression or with the silence of the leadership. “This is just the way we’ve always done it,” they might say.

The Stanford article focuses on building a team consisting of people in all three domains in order to bring about social innovation.  In medicine, practices tend to be resistant to change partly due to the higher stakes but also due to the highly regulated climate of modern health care.  (This is not necessarily good or bad – it just is.)

Although medicine often places more weight on orchestration – coordination of interdisciplinary care to benefit patient health – it stands to reason that a healthy dose of the other two is also necessary. If you see yourself as an agitator, know that a thorough understanding of stakeholder analysis can help you better differentiate between a simple inconvenience and an opportunity to create value. If you are an innovator, your strength may lie in an intuitive visualization of connections between disparate organizational units. Know that what seems obvious to you is probably opaque to others. In the end:

Agitation without innovation means complaints without ways forward, and innovation without orchestration means ideas without impact.