Research: Music Cognition
Lyric Intelligibility
Working with David Huron at Ohio State, I conducted as serious of experiments related to the intelligibility of sung lyrics. Anecdotal examples of lyrics being "misheard"—sometimes called a "mondegreen"—are quite common. We've all had it happen to us! In fact, thousands of examples have been documented on pages like KissThisGuy.com and AmIRight.com. Famous examples include:
Excuse me while I kiss this guy
(actually it'skiss the sky
)—Jimi Hendrix, Purple HazeThere's a bathroom on the right
(actually it'sa bad moon on the rise
")—John Fogherty, Badmoon RisingThe ants are my friends. They're blowing in the wind
(actually it's "the answer my friend...
")—Bob Dylan, Blowin' in the Wind
Intelligibility in Twelve Song Genres
For this experiment we recruited thirty undergraduate music students from Ohio State University. Each participant listened to 120 short musical excerpts (in randomized order) drawn from 248 different different commercially recorded songs, sampled randomly from twelve different genres: Avant-garde, Blues, Classical, Country, Folk, Jazz, Musical Theater, Pop/Rock, Rhythm and Blues, Rap, Reggae, and "Religious". Each excerpt was a single sung phrase, sampled randomly from within one song. Here are two examples of excerpts we used:
Participants heard an excerpt once, and then were asked to type what they though the lyrics were.
For our analysis, we simply counted how many words in each lyric each participant identified correctly. We estimated word-identification accuracy using a mixed-effects regression model. Our results are summarized in this graph:
As you can see, some genres are indeed much more intelligible than others: people tend to understand over 90% of jazz singers' words, while classical singers are understood less than half the time (on average). However, you can also see that there is lots of variability within genres as well: the little gray dots in the figure show each individual excerpt's intelligibility, and the brackets show the 95% and 80% confidence intervals (kind of like "margin of error") for the estimates for each genre.
Metric "Fake-Outs"
In 2014–2015 I conducted two experiments concerning the perception of what theorist Justin London calls metric "fake-outs." Fake-outs occur when the rhythm at a beginning of a piece seems to suggest one meter, but as the music continues (especially when the drums start playing), you realize you've been fooled and the meter is actually different then you thought. A striking example occurs in the song Wake Up by XTC
At the beginning, it seems like the regular guitar strokes (paned to the right in the stereo mix) are landing on the beat. However, when the drums start playing, it becomes clear that they are actually off beats!
Fake-outs are interesting because they show us something about how music listeners unconsciously infer meter from music. They are unusual edge cases where something goes "wrong" with our metric induction. My most interesting finding, however, is simply how variable people's perceptions of fake-outs are: when two people listen to the same song, it's quite common that one is "faked-out" while the other isn't! This isn't a fascinating example of how variable music perception can be, even at the "basic" level of experiencing meter.
(Exploratory) Experiment 1
For my first, exploratory experiment, I selected 20 passages of music that various scholars/musicians had previously identified as fake-outs, and played them to a unbiased group of undergraduate musician participants. Here is music notation for the 20 excerpts I used, written in both the "correct" meter (labeled "0") and the "fake-out" meter, one above the other.Most of these examples did indeed "fake-out" at least some of my participants. However, several examples—notably Metallica's Holier Than Thou and Beethoven's Concerto 1, Movement 3—were close to fifty-fifty splits, with roughly half of my participants faked out, and the other half not!
Experiment 2
Working on and analyzing my first experiment, I noticed that almost all fake-outs involve hearing the first onsets in the music as the downbeat. In other words, fake-outs tended to happen when notes that are "supposed" to be heard as pick-ups are misheard as downbeats. I hypothesized that listeners tend unconsciously assume that the first thing they hear is the downbeat. In order to test this hypothesis, I created edited versions of 14 of my excerpts, where I either removed a pick up from the original, or added a pick-up that was no supposed to be there. Here are two examples of original and edited excerpts:
-
the Foo Fighters: All My Life
Original: Edited:
-
Metallica: Ain't My Bitch
Original: Edited:
I played these edited excerpts, and their matching unedited versions, to a new group of participants and measured how they tapped along to the beat. Sure enough, my results are strongly consistent with the idea that just removing/adding a pick-up can dramatically change our metric perception in some cases. Of course, there are other factors at play so not all songs are equally affected (the two examples I give above were two of the most strongly affected).
For more details about these experiments, and fake-outs in general, you can read my (as of yet unpublished) paper, entitled Beat and Switch.
Other Fake-Outs
I've begun (slowly) tabulating all the examples of songs with fake-outs that I know of. Try listening to them to see if you too are "faked-out" by these tracks:
Artist | Song |
ACDC | Stiff Upper Lip |
Aerosmith | Janie's Gotta Gun |
Alan Parsons | I Robot |
Ani DiFranco | Amazing Grace |
B.B. King | The Thrill Is Gone |
Big Star | September Gurls |
Bonnie Pointer | Heaven Must Have Sent You |
Chicago | Make Me Smile |
Chuck Berry | Down the Road Apiece |
Depeche Mode | See You |
Dream Theater | The Mirror |
Earth, Wind and Fire | Serpintine Fire |
Fall | Deer Park |
Foghat | Drivin' Wheel |
Gentle Giant | Just the Same |
Glen Campbell | Galveston |
Hoobastank | The Reason |
Jimi Hendrix | All Along the Watchtower |
Jimi Hendrix | Fire |
Korn | Reclaim my Place |
Led Zeppelin | Black Country Woman |
Led Zeppelin | Black Dog |
Led Zeppelin | Brony Yr-Aur stomp |
Led Zeppelin | Candy Story Rock |
Led Zeppelin | Celebration Day |
Led Zeppelin | D'yer Mak'er |
Led Zeppelin | Rock and Roll |
Led Zeppelin | The Battle of Evermore |
Lynyrd Skynyrd | Things Goin' On |
Marquee Moon | Television |
Megadeth | Almost Honest |
Metallica | 2x4 |
Metallica | Ain't My Bitch |
Metallica | Blackened |
Metallica | Don't Tread On Me |
Metallica | Fight Fire With Fire |
Metallica | Holier Than Thou |
Metallica | Invisible Kid |
Metallica | Ride the Lightning |
Michael Jackson | Wanna Be Startin' Somethin' |
New Order's | Blue Monday |
Nine Inch Nails | Heresy |
Nine Inch Nails | Underneath It All |
Nirvana | Milk It |
No Doubt | In My Head |
Pat Benatar | Love Is A Battlefield |
Paula Abdul | Will You Marry Me |
Pearl Jam | Jeremy |
Pearl Jam | Release |
Pink Floyd | Pigs |
Radiohead | Packt Like Sardines in a Crushd Tin Box |
Radiohead | The Pyramid Song |
Roberta Flack | You've Got A Friend |
Simon and Garfunkel | Cecilia |
Steppenwolf | Magic Carpet Ride |
Steve Earle | Transcendental Blues |
Tears for Fears | Everybody Wants to Rule the World |
Tears for Fears | Shout |
Tell Me Something Good | Rufus with Chaka Khan |
The Band | Life Is A Carnival |
the Beach Boys | Caroline No |
the Beach Boys | Wendy |
the Beatles | Drive My Car |
the Beatles | Everybody's Got Something to Hide Except for Me and My Monkey |
the Beatles | I Want To Hold Your Hand |
the Beatles | She's A Woman |
the Cars | Let the Good Times Roll |
the Cars | Since You're Gone |
the contours | Do You Love Me |
the Doobie Brothers | Minute by Minute |
the Fireballs | Sugar Shack |
the Goo Goo Dolls | Bullet Proof |
the Magnetic Fields | I Wish I Had an Evil Twin |
the Magnetic Fields | Underneath It All |
the Pet Shop Boys | What Have I Done To Deserve This? |
the Police | Murder by Numbers |
the Police | Spirits in the Material World |
the Police | Voices Inside My Head |
the Rascals | A Beautiful Morning |
the Rolling Stones | Street Fighting Man |
the Temptations | Papa Was A Rolling Stone |
the Verve | Bittersweet Symphony |
the Who | I'm Free |
the Who | Won't Get Fooled again (near end) |
XTC | Wake Up |
Yes | Changes |