I am a generalist Data Scientist in the Seattle area, with a specialty in clustering/segmentation. My interests span across fields and problem spaces, but with common purpose: to find value and knowledge from data. We're in the midst of a data revolution in every discipline in both public and private sectors, and I am very excited to be a part of it.

My background is theoretical/quantitative biology, where I've worked in paleontology, biogeography, epidemiology, complex networks, and sociology of science. I completed a PhD from the University of Washington in 2013, where I worked with Carl Bergstrom. I developed methodology to delineate biomes from species distributional data in extant and fossil organisms. In general I'm fascinated by ecological processes that play out over millions of years and across vast swathes of area, such as the formation of rain forests, merging of seas, and blending of fauna.

In my professional life, I am a Data Scientist at Amazon Web Services in Infrastructure, where I use massive volumes of timeseries data produced by networks of routers and datacenters all over the world to ensure sufficient capacity, drive scaling decisions, and maximize operational efficiency. One hundred years ago, it was not uncommon for factories to produce their own power. Productivity and profit was revolutionized by the invention of the power grid. Now, we are in the midst of that same revolution on the Internet: the rapid expansion of cloud computing is providing countless public and private entities with low-cost computing.

In my spare time, I continue to develop methodology to identify biomes and biogeographic regions from species distribution data.

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bonets - biogeographic occurrence networks

project site development url

This UI allows a user to upload a biogeographic dataset and get some preliminary analyses of his or her distributional data. This site is in active development, with a few features released every few months.

Developmental schedule is highly tailored to the user base. Please contact to describe a use case that isn't supported in the current site, and we'll see if we can get something worked out.


Peer-reviewed publications

Beyond similarity: A network approach for identifying and delimiting biomes

Nature Communications . 2014. [development project site]

Daril Vilhena and Alexandre Antonelli

Finding Cultural Holes: How Structure and Culture Diverge in Networks of Scholarly Communication.

Sociological Science. 2014

Daril Vilhena, Jacob Foster, Martin Rosvall, Jevin West, James Evans, Carl Bergstrom

Spatial bias in the marine fossil record

PLoS One, 2013. [download article]

Daril Vilhena and Andrew Smith

Provincialization of terrestrial faunas following the end-Permian mass extinction

Proceedings of the National Academy of Sciences USA, 2013. [article link - email for pdf]

Christian A. Sidor, Daril A. Vilhena, Kenneth D. Angielczyk, Adam K. Huttenlocker, Sterling J. Nesbitt, Brandon R. Peecook, J. Sebastien Steyerd, Roger M.H. Smith, and Linda A. Tsuji

Bivalve network reveals latitudinal selectivity gradient across molluscan biomes at the end-Cretaceous mass extinction

Scientific Reports, 2013. [download article]

Vilhena, D., E.B. Harris, C.T. Bergstrom, M.E. Maliska, C.A. Sidor, P.D. Ward, C.A.E. Stromberg, and G.P. Wilson

Nodal Dynamics, Not Degree Distributions, Determine the Structural Controllability of Complex Networks

PLoS One, 2012. [download article]

Noah Cowan, Erick Chastain, Daril Vilhena, James Freudenberg, Carl Bergstrom

Pleopod rowing is used to achieve high forward swimming speeds during the escape response of Odontodactylus havanensis (stomatopoda)

Journal of Crustacean Biology, 2012. [download article]

Eric Octavio Campos, Daril Vilhena, and Roy L. Caldwell

Retracing micro-epidemics of Chagas disease using epicenter regression

PLoS Computational Biology, 2011. [download article]

Levy MZ, Small D, Vilhena D, Bowman N, Kawaj V, Juan C, Cordova-Benzaquen E, Gilman R, Bern C, Plotkin JB

Rational spatio-temporal strategies for controlling a Chagas disease vector in urban environments

Proceedings of the Royal Society Interface, 2010. [download article]

Levy MZ, Chavez F, Cornejo del Carpio JG, Vilhena D, McKenzie FE, Plotkin JB

Miscellaneous publications

A Network Approach to Scholarly Evaluation (2013)

Bibliometrics & Beyond: Metrics-Based Evaluation…, ed. B. Cronin, MIT Press, 2013. (in press)

Jevin West and Daril Vilhena

Boundaries and dynamics of biomes

UW ONLINE, 2013. [download my thesis]

Daril Vilhena