Nutrition Facts: Pop Songs Edition
Picture a nutrition label. Not on a box of cereal, but on a pop song. Same layout, same clinical columns, except instead of saturated fat and sodium, it lists respect, manipulation, and equality. In December 2009, the Boston Public Health Commission’s Start Strong Initiative released exactly that: a tool called the Sound Relationships Nutritional Label, designed to score popular song lyrics the same way a food label scores ingredients.
This was not a visual joke or a loose metaphor. The label used a 0-to-50 scale and a precise method for calculating how much “healthy” or “unhealthy” relationship content a given track contained. The group that built it was made up of fourteen teenagers, aged 15 to 19.
Who Actually Built This?
The natural assumption is that a scoring instrument with defined categories, weighted criteria, and a reproducible method came from adult researchers with backgrounds in psychology or media studies. It didn’t. The label was developed by the teen panel working within Start Strong, a program run by the Boston Public Health Commission’s Division of Violence Prevention, specifically focused on preventing teen dating violence.
How does a group of high schoolers construct something rigorous enough to produce consistent, comparable scores across dozens of songs? Running a workshop on healthy relationships is one kind of task. Designing a scoring framework with a numerical output is quite another.
Seven Weeks of Framework
Before they analyzed a single lyric, the teens completed a seven-week Healthy Relationship Institute. The training covered teen dating violence prevention and media literacy, not as loose discussion topics but as practical analytical tools. By the end, participants had a defined working vocabulary: on the healthy side, themes like respect, equality, and trust; on the unhealthy side, possession, disrespect, and manipulation.
Scoring a song meant going through its printed lyrics line by line and tallying how many times each type of theme appeared. The more often a theme showed up, the more it pushed the total score toward one end of the scale or the other. The process is close to content analysis, a recognized method in media research: you count specific, predefined elements rather than form a general impression. That structure is what made comparison possible across a wide range of songs.
The songs themselves were drawn from Billboard’s Hot 100, the chart tracking the top 100 songs by purchases, radio airplay, and streaming at the time.
Lady Gaga vs. Justin Bieber, Measured
The 2009 rankings produced some genuinely counterintuitive results. Mario’s “Break Up” (featuring Gucci Mane and Sean Garrett) landed at 45 out of 50 on the unhealthy scale, the highest score in the entire set. At the other end, Justin Bieber’s “One Time” scored 40 out of 50 on the healthy side, placing it first among the most positively rated songs.
Lady Gaga appeared twice on the unhealthy list: “Paparazzi” at 27 and “Bad Romance” at 20. That double appearance illustrates something the tool was well positioned to reveal: lyrical content doesn’t follow an artist’s broader reputation or genre. The scoring wasn’t about musical taste or cultural image. It was strictly about what the words described, counted up instance by instance across the full text of the song.
A Teaching Tool, Not a Verdict
The Start Strong Initiative was explicit about the label’s purpose: prompting reflection and conversation among young people about the relationship dynamics embedded in music they listened to every day. It was never presented as a blacklist or a censorship mechanism.
Some significant questions the available record doesn’t answer: whether the scoring method was independently tested for consistency (meaning, whether two different users applying the label to the same song arrive at the same score), and whether any school or organization adopted the tool beyond the Start Strong program itself. Both remain open.
What the label does demonstrate, concretely, is what happens when a familiar format gets repurposed for a different question. A teenager who already knows how to read a cereal box can pick this up and apply it. The categories make something abstract, whether a song models possession or trust, into something countable. Shaquilla Terry, one of the peer leaders who helped build the tool at age 15, put it directly: the words in a song deserve the same active attention as its beat. It’s hard to argue with that once you’ve seen “Break Up” score a 45.