I started with what seemed like a simple question: does putting the word love in a song title make the song more popular?
Like most simple questions involving pop music and a spreadsheet, it got out of hand.
I ended up analyzing 3,000 Billboard year-end song titles from 1995 through 2024, more than 2,000 usable sets of lyrics, and a separate hand-classified dataset of songs that reached the Top 10. Then I checked the results against several larger academic studies, including one that follows weekly Billboard songs through 2023.
The short version is that love is showing up less often. Titles are getting shorter. Lyrics are getting longer and somewhat more repetitive. Money and nightlife gained ground.
But the word love still does not make a song more—or less—successful.
That was the first surprise.
Love Is Leaving the Title
Across 3,000 Billboard Year-End Hot 100 entries, 130 titles contained the exact word love. That is 4.3% of the complete sample.
The frequency changed noticeably across the three decades:
- 1995–2004: 5.3% of titles.
- 2005–2014: 4.7%.
- 2015–2024: 3.0%.
That is a 43% relative decline from the first decade to the most recent one.
I also ran a broader check including variations such as lover, loving, and lovin. That produced 151 matches instead of 130, but the direction stayed the same.
This is not an entirely new observation. A study of 6,001 Billboard song titles from 1960 through 2019 also found that recent titles were shorter and used love less often.
What I wanted to know next was whether losing the word meant losing popularity.
It did not.
One-word titles gained 10.2 percentage points across the period, while titles using the exact word “love” fell by 2.3 points.
Love Still Performs About the Same
Songs with love in the title averaged year-end rank 51.0. All other songs averaged 50.5.
In other words, the difference was basically nothing.
Ten percent of the love-title songs reached the year-end Top 10. Ten percent of the other songs did too. A year-based bootstrap test put the plausible popularity difference comfortably on both sides of zero.
Thirteen love-title songs finished in the year-end Top 10 during the 30-year window. Justin Bieber’s “Love Yourself” was the only one to finish at No. 1.
So love is becoming less common as a label, but it has not become a chart handicap.
It is just no longer the automatic title choice it once seemed to be.
Exactly 10% of songs in both groups finished in the year-end Top 10. The word became less common, not less competitive.
There Is No Magic Hit Word
This led me toward the kind of result that is extremely tempting to turn into a headline:
Put this one word in your title and your song will rank higher.
Unfortunately, the data did not cooperate. That is probably for the best.
I tested 50 title words that appeared in at least 20 year-end entries. For each word, I compared the observed ranks with thousands of random within-year samples. That preserved the number of times the word appeared in each year and avoided letting one chart era dominate another.
A few words looked lucky when viewed alone. Titles containing bad, for example, averaged rank 36.6 across 22 entries.
But testing 50 words means some will look unusual by chance. After correcting for all those comparisons, not one title word remained a dependable predictor of rank.
Not bad. Not night. Not girl. Not love.
There is no songwriting cheat code hiding in the title column.
Titles Are Getting Much Shorter
The bigger change is not the disappearance of one word. It is the shrinking of the entire title.
One-word titles increased from 18.0% of year-end entries in 1995–2004 to 28.2% in 2015–2024. The median title fell from three words to two. A trend fitted to the annual averages amounts to roughly one fewer title word across the 30 years.
Short titles also performed a little better:
- One word — Mean year-end rank: 48.3; Top-10 share: 12.2%
- Two words — Mean year-end rank: 49.7; Top-10 share: 10.5%
- Three words — Mean year-end rank: 52.4; Top-10 share: 8.5%
- Four or more — Mean year-end rank: 51.3; Top-10 share: 9.1%
The advantage is suggestive rather than decisive after statistical correction, so I would not advise renaming every song Thing.
Still, the direction makes intuitive sense. A shorter title is easier to remember, easier to display, easier to search, and easier to turn into a recognizable object on a crowded screen.
That last explanation is a hypothesis, not something this dataset can prove.
“I” and “You” Are Leaving the Cover
The title shift is also grammatical.
Comparing the earliest and latest decades:
- you fell from 13.8% to 7.7% of titles.
- i fell from 10.6% to 5.1%.
- my fell from 6.2% to 2.7%.
- me fell from 8.0% to 5.4%.
The declines for you, i, and my remain statistically clear even after correcting for the number of words tested.
Older titles were more likely to sound like one person talking directly to another. Newer titles are more likely to be compressed labels: a noun, a name, a place, a mood, or a single memorable object.
The interesting part is that this does not necessarily mean the lyrics became less personal. A recent cross-cultural study of five decades of popular lyrics found increasing first-person singular language in individualistic societies.
The cover is becoming less conversational while the song inside can remain intensely personal.
The largest declines were in “you,” “I,” and “my,” making newer titles less likely to read like one person speaking directly to another.
A Christmas Warning About Streaming-Era Data
The fastest-rising title word in my comparison was Christmas.
It appeared in 14 recent year-end entries and none in the earliest decade. That sounds like a sudden holiday-song boom until you inspect the rows.
Those 14 entries represent only four title-and-artist pairs. Ten are repeat appearances by catalog recordings, including annual returns from Mariah Carey, Brenda Lee, Burl Ives, and Wham!
That is not mainly a songwriting trend. It is a listening-and-charting trend.
Modern charts combine streaming, radio airplay, and sales. Recurring catalog listening can now push an old recording back into a current chart summary. It is a good reminder that a year-end chart entry is not always a newly created cultural artifact.
Sometimes the trend is not “writers started using this word.”
Sometimes the trend is “December acquired an algorithm.”
Inside the Lyrics, Love Also Declines
The public lyric corpus I used runs through 2015, so this part of my analysis compares 1995–2004 with 2005–2015.
Among 2,031 usable songs:
- Songs containing love fell from 58.5% to 51.8%.
- Love frequency fell from 74.4 to 63.5 mentions per 10,000 words.
- Baby also became less frequent.
- Money roughly doubled from 6.0 to 12.3 mentions per 10,000 words.
- Hate rose from 1.7 to 4.6 mentions.
I then stopped choosing the words myself and tested 443 reasonably common content words. After correcting for multiple comparisons, the larger movement became clearer.
Money, club, tonight, drink, and fight appeared in a larger share of songs. Love, true, mine, tears, and cry appeared in a smaller share.
A transparent group of core-romance words appeared in 70.3% of songs during the first period and 66.3% in the second. Money-and-status vocabulary rose from 20.3% to 28.1%, while nightlife vocabulary rose from 28.5% to 39.5%.
Romance did not disappear. The vocabulary around it became less dominant while other subjects expanded.
That agrees with longer-term research. A 50-year study of Billboard lyrics also found less love, more hate, and a shift toward more negative emotional expression.
Core-romance vocabulary lost four percentage points of song coverage, while money/status gained 7.9 points and nightlife gained 11.0.
Love Songs Are Shrinking, Not Dying
Counting one word is not the same thing as identifying a love song. A breakup song can avoid the word entirely. A song can repeat love while being about almost anything else.
For the theme question, I used The Pudding’s hand-classified analysis of Billboard Top-10 songs.
Love songs made up:
- 76.0% of unique Top-10 hits in 1995–2004.
- 65.9% in 2005–2014.
- 58.9% in 2015–September 2023.
That is a real decline, but it is still a majority.
There is another useful way to measure it. Instead of counting unique songs, we can count the number of weeks those songs spent in the Top 10. By that measure, love songs still captured about 66% of recent Top-10 attention.
Fewer love songs are breaking through, but the successful ones can stay.
The form of love changed too. Serenades lost share while self-love gained. Heartache, complicated relationships, sexuality, and good-riddance songs make the modern category much wider than a simple boy-meets-girl count.
The unique-song share fell 17.1 percentage points, but nearly six in ten recent Top-10 songs were still classified as love songs.
Lyrics Are Longer and More Repetitive
The median lyric in my corpus grew from 369 words to 404. At the same time, the share of repeated tokens rose from 66.4% to 67.7%.
In a separate derived-metrics subset, a duplicate-line measure increased from 50.0% to 59.4%.
Longer and more repetitive is not a contradiction. A song can add words by repeating the hook, chorus, or post-chorus more often.
This result is consistent with much larger studies:
- A 2024 Scientific Reports analysis examined more than 350,000 English lyrics across five genres and found repeated-line ratios increasing in every genre.
- A PLOS ONE time-series analysis found increasing lyric compressibility from 1958 through 2016.
Simpler does not mean worse. Repetition can be memorable, communal, rhythmic, emotionally direct, and extremely effective.
It only means the structure changed.
The Modern Era Sounds More Stressed
Because my original lyric corpus ends in 2015, I added a modern cross-check from a 2025 Scientific Reports study. Its open dataset covers 266,087 Billboard song-weeks through December 2023 and represents more than 21,000 unique title-and-artist pairs.
On the study’s own scales, average annual sentiment moved from 0.515 in 1995–2004 to 0.325 in 2016–2023. Stress-related language moved from 1.358 to 1.993.
The peer-reviewed analysis finds a long-term increase in stress language alongside declining positive sentiment and complexity.
But it also found something messier and more interesting: major crises did not simply accelerate the trend. After COVID-19, listeners appeared to move temporarily toward less stressful and less negative music. The authors describe this as possible mood regulation or escapism.
Music may reflect how people feel. It may also be what they use to get away from how they feel.
Both can be true.
Both measures are indexed to their 1995–2004 average of 100 so their opposite directions can be compared without mixing the source scales.
What This Does—and Does Not—Mean
The cleanest conclusion is not that love songs are dead.
It is that direct love language has lost some of its share while popular-song naming and vocabulary have diversified.
Titles are shorter and less explicitly personal. Money and nightlife vocabulary expanded. Stress language increased over the longer modern record. Repetition became more common.
Meanwhile, romance remains everywhere, and a love-titled song performs about as well as anything else.
There are several reasons not to overread the result:
- Genre composition changed.
- The Billboard formula changed as music moved from sales and radio toward downloads and streaming.
- Artists and songs repeat across years.
- Public lyric corpora contain transcription and coverage problems.
- A word count cannot detect sarcasm, metaphor, narrative perspective, or whether a relationship ends well.
- None of these associations prove that a word or structure causes popularity.
Popular music also changes in bursts. A large audio analysis of roughly 17,000 Billboard recordings identified major stylistic transitions rather than one smooth evolutionary line. Language trends ride on top of those production and genre changes.
What I Want to Research Next
This is now a real research project instead of the small question I thought I was asking.
The next useful steps are:
- Separate the results by genre so hip-hop, country, pop, rock, and R&B are not blended into one average.
- Extend licensed, consistently cleaned lyric coverage through 2024.
- Compare chorus language with verse language.
- Test phrases and themes rather than isolated words.
- Model weekly chart longevity and artist history instead of relying only on year-end rank.
- Separate new recordings from recurring catalog hits.
The deeper I got into the data, the less interested I became in finding the perfect hit word.
Songs do not become popular because somebody typed love, bad, or night into the title box. They become popular because the whole recording meets a moment—emotionally, musically, culturally, and sometimes algorithmically.
Love is appearing less often in the headline.
It is still very much in the story.