Bianca Stanciu believes making a man’s day may require far less effort than people realize.
The data scientist and social media creator has built an audience of millions by applying an analytical eye to everything from internet behavior to relationships. Now, she is turning her attention to something considerably more personal: why certain compliments can stick with men long after they hear them.
According to Stanciu, the secret is not necessarily telling a man he looks attractive. Instead, she believes noticing something small that he does well can have a surprisingly powerful effect.
Stanciu believes there is a simple reason an unexpected compliment can mean so much to a man: many simply do not receive them very often.
“It’s partly cultural,” Stanciu tells The Blast. “Women notice little things about each other constantly — a new haircut, an outfit, something you did well. A lot of men don’t get that same running commentary, even from their friends, so when they do hear something, it sticks.”
For the creator, that difference makes even relatively minor praise more significant.
“There’s a comparative advantage,” she explained. “When the baseline is low, a small positive signal stands out. One sincere compliment can light up a guy’s entire week.”
Stanciu demonstrated the theory in a recent Instagram Reel about “compliments men secretly yearn for.”
Her example was unexpectedly specific. “Hey, you’re a good driver. You brake at the right time,” she says in the video. “When you approach an intersection, I trust you. I don’t even do that fake passenger-side brake thing with my foot. That’s how good you are.”
Why Stanciu Thinks Telling A Man He’s A Good Driver Can Hit Differently
The compliment might sound oddly specific, but Bianca Stanciu says that is exactly what makes it effective.
“It’s tongue-in-cheek, but I actually love that example,” she tells The Blast. “Driving is one of those things people usually only comment on when you’re doing it badly.”
Instead, telling someone that their driving makes you feel comfortable recognizes something that might otherwise go unnoticed.
“So when someone says, ‘I feel safe when you’re behind the wheel,’ there’s a lot packed into that,” Stanciu explained. “You’re recognizing something subtle he does well that he’s probably never received credit for.”
To Stanciu, there is also an important distinction between feeding someone’s ego and making them feel genuinely noticed.
“I don’t see that as stroking a man’s ego,” she said. “I see it as making him feel seen. ‘You’re hot’ may feel good, but ‘I feel safe when you’re driving’ tells someone that you’ve noticed how he moves through the world.”
There’s Research Behind Bianca Stanciu’s Compliment Theory
Stanciu’s argument is not based entirely on social observation.
Research published in Transportation Research Part F has examined connections between driving, masculinity and perceptions surrounding driving competence.
A separate study published in Frontiers in Psychology also found differences in how compliments were received, with male participants responding more positively to compliments about personality than those focused on appearance.
That helps explain why Stanciu believes paying attention to someone’s less obvious qualities can make praise feel considerably more personal.
“Everyone defaults to appearance because it’s the easiest thing to see,” she tells The Blast. “But the best compliment is often the one that makes someone feel as though you see them more clearly than everyone else does.”
For someone whose career revolves around finding patterns, Stanciu’s fascination with the overlooked extends well beyond dating and relationships.
Stanciu has also been examining the less flattering ways the internet can influence how people see themselves.
She recently released “A Data Scientist’s Guide to Surviving Social Media,” a seven-minute film exploring what can happen when people compare their lives to the success stories that algorithms repeatedly place in front of them.
At the center of the project is survivorship bias, the tendency to focus on the people or outcomes that succeeded while overlooking those that did not.
Applied to social media, the phenomenon can create a distorted picture of success. Viral breakthroughs and seemingly overnight careers remain highly visible, while the countless people who tried without achieving the same outcome largely disappear from view.
“The fact that we survived this social experiment so far, it’s kind of amazing,” Stanciu says in the film.
Her message is not that people need to abandon social media. Instead, she encourages viewers to consider what spending roughly two decades immersed in online platforms may have changed about them and whether what they consume is genuinely enriching their lives or fueling comparison.
How The ‘Sexiest Data Scientist’ Built An Audience Of Millions
Bianca Stanciu’s unusual combination of data science, human behavior, and social media did not happen overnight.
The Romania-born creator studied data science at the IT University of Copenhagen before moving to Los Angeles in 2020 to work in the video game industry.
A year later, she launched BIANCADATA, building content around the idea that some of the analytical tools used to understand data could also help people better understand themselves and their behavior.
Her approach has since attracted more than 3 million followers across social media, while the subjects she tackles have expanded well beyond traditional data science.
One moment, Stanciu might be explaining survivorship bias and the psychological traps lurking inside social media. The next, she is making a surprisingly convincing argument for telling a man that he knows exactly when to hit the brakes.
“Data science is built to find patterns, but my favorite part is when it helps us notice what the model misses,” Stanciu tells The Blast. “I think people deserve the same kind of attention.”
She added, “Sometimes what looks insignificant at first is exactly what makes someone feel appreciated.”
