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Lauren Oakes gathers data on a changing forest in Alaska. Her data will later be turned into music, informed by factors like crown size.
Lauren Oakes gathers data on a changing forest in Alaska. Her data will later be turned into music, informed by factors like crown size. (Photo: Courtesy of Lauren Oakes)

The Art of Turning Climate Change Science into Music

Environmental researchers are transforming big data into classical music and giving voice to not-always-accessible environmental issues. Call it the sound of science.

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(Photo: Courtesy of Lauren Oakes)

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In the summer of 2011, Lauren Oakes, age 30, found herself limboing through a chaos of fallen trees on Alaska鈥檚 Chichagof Island, a densely forested land mass situated between the Gulf of Alaska and the Inside Passage. She had come to gauge the health of Alaska鈥檚 temperate rainforest, which is suffering from a kind of fever.

The problem, as Oakes saw it, is that climate change is killing great swaths of Callitropsis nootkatensis, the Alaska yellow cedar. While healthy stands of cedar still populate the northern reaches of Oakes鈥 study area, their lifeless trunks rise in great thickets in the south, where rain is increasingly replacing snowfall. Meanwhile, western hemlock is usurping the tracts of forest the cedar once dominated.

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The resulting study, 鈥淟ong-Term Vegetation Changes in a Temperate Forest Impacted by Climate Change,鈥 published in the journal Ecosphere, capped Oakes鈥 doctoral work at Stanford鈥檚 Emmett Interdisciplinary Program in Environment and Resources (E-IPER). Translation: longtime inhabitants of Alaska鈥檚 coastal forests, like the yellow cedar, will continue to perish in large numbers due to a warming planet, which will trigger a massive change in the composition of species on the forest floor.

Relatively few saw the study, much less read it. (The same is true of the thousands of scientific papers released each year, whose primary audience is the research community.) But this spring, Oakes鈥 Stanford colleague Nik Sawe (pronounced saw-vay) liberated the raw numbers from the study and transformed them into music, using a discipline-bending process called data sonification. Part science, part art, data sonification transmutes metrics into soundscapes using a combination of a composer鈥檚 aesthetic sensibilities and special modeling software.

The goal? To reveal nuances of scientific phenomena not easily seen. In the case of Oakes鈥 sonified study, which phrases from piano sonatas by the Russian composer Alexander Scriabin, the music conveys the meaning鈥攁nd pathos鈥攐f her findings in about three minutes.


Sawe, a social scientist who graduated from E-IPER this year, is a pioneer in the field of environmental neuroeconomics, meaning he spends his days deciphering the root cause of earth-friendly investment decisions. What, for example, compels a homeowner to invest in an EnergyStar refrigerator or donate money to save a natural landscape from ruination? (He uses fMRI to light up test subjects鈥 brains when they are asked to make such decisions.)

His research is still in its infancy, but Sawe is clear about one thing: there鈥檚 little correlation between philanthropy and bar charts demonstrating the decline of ecosystems. At their core, Sawe鈥檚 studies show that humans act pro-environmentally when they are exposed to stimuli that elicit bliss or moral outrage.

Sawe has used images of iconic landscapes, like Yosemite Valley, to tickle test subjects鈥 nucleus accumbens鈥攖he same dopamine-rich region of the brain that craves sex, drugs, and rock and roll鈥攂efore asking for money to preserve those landscapes. (Most people donate.) His desire to further plumb the brain鈥檚 pleasure centers led him last spring into Stanford鈥檚 mysterious 鈥渕ansion of music鈥 so he might learn to convert big data into an environmental message pleasing to the ear.

Nik Sawe.
Nik Sawe. (Courtesy of Nik Sawe)

The mansion is Stanford University鈥檚 Center for Computer Research in Music and Acoustics (CCRMA, pronounced 鈥渒arma鈥), one of the country鈥檚 first computer music research programs. There, raw data sets enter a computer and emerge as music. How it works: software reinterprets the data for a musical instrument digital interface (MIDI), which translates code into computerized music, such as, say, loops or samples of the clarinet or guitar.

When the numbers become a soundscape, researchers can hear information that has escaped their eyes, and the music鈥檚 disposition can reveal the meaning of complex systems to nonscientists, often in a single sitting.

鈥淲e learn behaviors of systems in an intuitive way and internalize them and recognize them because we鈥檙e good at hearing patterns,鈥 says Chris Chafe, who heads up the CCRMA and calls himself part scientist, part musician.

Despite more than 50 years of using the computer to compose music, the subspecialty of data sonification is still in its infancy, says Chafe. And the art form鈥檚 limits are constrained only by the composer鈥檚 imagination, musicianship, and scientific savvy. (In the proper hands, the statistics of climate change鈥攕uch as the mathematics contained across the rows of Oakes鈥 spreadsheets鈥攎ight contain a musical trove, if only someone were able to perceive them and elicit their lyricism.) Sonifiers like Chafe鈥攁nd now his mentee Sawe鈥攊mbue their data-driven music with their own aesthetic to transform scientific data into a comprehensible musical narrative. Sawe hoped to make pleasing music from Oakes鈥 data while maintaining the integrity of her research.


The tangle of numbers Oakes e-mailed to Sawe was a chronosequence, a data set for trees at sites affected by a phenomenon鈥攕ay, tree death鈥攁t different points in time. (Researchers commonly use the technique to show how ecological processes occur over many years.) Oakes鈥 chronosequence included five conifer species. The study area stretched north to south, from Glacier Bay National Park and Preserve to the Slocum Arm in the Tongass National Forest. She and her team counted every tree in those plots, including mosses, sedges, seedlings, saplings, and snags, in addition to each tree鈥檚 height and diameter. The data set contained nearly 30 variables for more than 2,000 conifers.

First, Sawe needed to narrow Oakes鈥 data, partly to shoehorn it into the constraints of Western music鈥檚 12-note octave. A piece of music is organized into lines called measures; within each line are individual notes that constitute the music itself. For Oakes鈥 data, each of the 48 tree plots became one measure, and the number of notes in each measure corresponded to the number of trees in each plot. (Dead trees became dropped notes.)

The extent of the yellow cedar dieback.
The extent of the yellow cedar dieback. (Lauren Oakes)

Each note鈥檚 pitch was determined by the height of individual trees, and the duration of each note was fixed to the health of each tree鈥檚 crown, with fuller crowns assigned greater sustain. The trunk diameters informed the force with which the notes were played. Sawe also assigned a different instrument to each species: piano for yellow cedar, flute for western hemlock, clarinet for shore pine, and violin for mountain hemlock. Because Sitka spruce is a popular material for string instruments, he mapped that species to the cello. Sawe now had his ensemble. He used the key of D natural minor. Structurally, the composition would resemble a kind of flyover of the terrain Oakes and her team measured, with the initial strains of music coming from the north, near Glacier Bay National Park and Preserve, and ending in the south, by the Slocum Arm.

Throughout the piece, Sawe wanted to highlight the relationship between the native yellow cedar and invasive western hemlock. He braided the sounds of the two species, both to amplify their voices and to highlight the fall of one and the rise of the other. Just as the keyboard and strings in Mozart鈥檚 鈥淪onata for Piano and Violin in E minor鈥 play off of one another to create a musicality greater than the sum of their parts, this musical death dance between the two becomes, in its own way, the sound of climate change.


And what of the music that emerged from the data? While it鈥檚 true that Oakes鈥 study limns the yellow cedar鈥檚 demise, it鈥檚 equally true that Sawe鈥檚 composition sounds nothing like a dirge.

At first, the piano dominates the composition鈥攔emember, the piece opens in the north, where dense stands of yellow cedar are still in abundance. By the end, however, the flute has supplanted the piano, suffusing the music with something that sounds like hope. But when Sawe strips away the flute, strings, and woodwinds from the piano in a second rendition, the gaps between piano notes from beginning to end make the ravages of climate change more than evident. A live orchestra will perform the piece on Stanford鈥檚 campus this autumn.

Sawe considers himself a dabbler in sonification, yet , a Grammy-winning composer of modern classical, or 鈥渘ew鈥 music, lauded the composition for its timbral color and evocation of the impressionists. 鈥淗e鈥檚 tapping into a kind of synesthesia,鈥 Thome says, 鈥渂ecause the composition does reflect the natural ambience of the material that he鈥檚 working with and its relationship to climate change.鈥 At the same time, Thome questioned the use of D natural minor, which he supposed was meant to imbue the piece with poignancy in a key acceptable to Western ears. (True, says Sawe.) 鈥淚 might have encouraged him to walk on the wild side, to create the music of his own time,鈥 Thome says.

鈥淔orm, of course, is the province of the artist,鈥 says Chafe. 鈥淣ik could have made the piece extremely unnerving by making other musical choices. But by making it not disturbing, he鈥檚 helping his audience hear the nuance in the data.鈥 Sawe and Oakes are exploring avenues to expose the yellow cedar composition and others to a larger audience. They鈥檝e spoken with staffers at the San Francisco鈥揵ased California Academy of Sciences for a public installation. 鈥淭his was just the first exploration,鈥 says Sawe. 鈥淚'm looking for ways to portray data that are more complex with regards to music theory but are still intuitive to listeners.鈥

It鈥檚 structure and story that Oakes herself perceived when Sawe shared the piece with her for the first time. 鈥淔or me, I can hear what I鈥檝e only seen through two years of obsessing about many different ways of visualizing lots of different variables,鈥 she says. 鈥淭here is an element of loss, for sure. But there鈥檚 also an element of a new ecosystem emerging that people can potentially relate to in different ways, right? So it is a sad song as written. I kind of wonder if there鈥檚 a happy one, too.鈥

Lead Photo: Courtesy of Lauren Oakes

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