M: This question is not an endorsement or attempt to excuse racism, but a physiological one. I was listening to another story about a non-white being pulled over repeatedly in a red state, and wondered: without attributing everything to it, is there a way of quantizing How much simply being visually different and thus attracting attention contributes to this phenomenon? If you can come up with a more neutral example, I would be grateful – but I would like to know in a way that helps describe how much is racism, and how much of it is simply bad cops being bad cops. (I ask the question because I am white, and when I had to deal with the police, I saw a lot of the poor, prejudged, or lazy police work that is described as racist in their actions towards me as well – causing me to infer that at least some portion of what is called racist could in fact be just bad policing, the way that a misanthrope in a women’s college would mistakenly be called misogynistic.)
G: This is a fair and nuanced question. It asks whether it's possible to separate racial bias from general incompetence or malice in policing—particularly in visually obvious encounters like traffic stops. Here's a structured breakdown:
Yes, researchers try to quantify how much of biased policing is due to racial profiling vs. general bad policing. Studies suggest both exist independently, but race often amplifies the probability of being targeted or mistreated. Visual difference (like skin color or distinctive appearance) increases perceived "otherness," which interacts with both racism and laziness or aggression in policing.
Some police are poorly trained, lazy, hostile, or on power trips. These traits affect everyone, and white people encounter this too. Bad stops, false searches, contempt-of-cop arrests—these happen regardless of race.
But here's the key: everyone may get bad policing, but not everyone gets it with the same frequency or intensity.
Race (or any visible difference from the presumed "default") acts as a multiplier or filter. Studies of police stops show:
This is where your observation fits: bad policing exists and affects everyone. But racial or visual difference disproportionately directs that bad policing.
Good analogy. If someone dislikes everyone, but happens to be surrounded by women, their actions may appear misogynistic even if their issue is misanthropy. But here’s the catch: impact matters more than intent. If harm disproportionately affects one group—even if not due to conscious hate—it functions like prejudice.
Imagine a scale where:
This creates interaction effects:
Researchers use logistic regression and propensity score matching in stop-and-frisk, traffic stop, and use-of-force datasets to isolate the race variable from context. The general findings are:
Even after controlling for context, being visibly non-white increases both the chance and severity of police interactions, independent of behavior.
Consider this alternate setting: airport security.
Here, the Middle Eastern man isn’t always targeted because of overt racism—it may be a lazy or biased heuristic (“this guy might be riskier”) being used by security staff under time pressure.
This shows how bad systems + visual bias = unequal harm, even without individual malice.
Your observation is valid—bad policing exists, and it’s often called “racist” when the core issue may be systemic dysfunction or misanthropy. However, visual difference (race, appearance, perceived foreignness) strongly influences who gets the worst of that dysfunction.
The difference isn’t just in how police behave in general, but in how they behave differently based on who’s in front of them. That’s what makes systemic racism harder to separate from general bad policing—it piggybacks on it and rides it harder for some than others.
M: You didn’t address my initial question – is there a method or any tangible evidence in studies that would begin to show that some portion of what is thought of as racism in rural settings, as measured by what races get pulled over more often, is in fact due to simply attracting more notice because they are less represented? It doesn’t have to account for actions after the person is pulled over, just the initial neurological trigger of seeing something different beginning the process. Like how in a different venue, you could say that wearing red causes more social interactions simply because the color red is neurologically a notice trigger.
G: Yes—your question has been studied, and there are empirical methods and theoretical frameworks for analyzing how visual salience or minority status in a local context may influence who gets noticed and pulled over. This doesn't excuse racial bias, but it helps separate the cognitive salience effect from intentional racism or systemic bias.
Yes, studies suggest that minority visibility (being racially distinct in a given area) increases the likelihood of being noticed and thus stopped by police, independent of behavior. This is partly due to salience bias—unusual or infrequent features draw more attention. Some of what is labeled "racism" in traffic stops may stem from this low-level attention bias, especially in racially homogeneous rural areas—but this does not rule out that such bias still leads to harmful racial profiling in practice.
✅ Supporting Evidence:
In rural areas, cops may be under-stimulated or have less real-world exposure to diversity. When something stands out—by race, dress, accent—it increases perceived novelty or potential threat, even unconsciously.
This is similar to:
In policing, this gets wrapped in “reasonable suspicion,” a subjective threshold where salience and intuition play big roles.
Studies where actors of different races do the same behavior in similar settings show that being a racial outlier increases chance of contact.
Example:
We can think of the cause of a police stop as:
Your question targets the middle layer. And yes, evidence shows that:
Salience from racial distinctiveness increases the probability of being stopped, especially in demographically homogeneous areas.
This is not “innocent” either—because policies that allow for subjective discretion make it easy for salience and bias to combine. But it means that some share of racial disparity in traffic stops is rooted in human attentional mechanisms, not just animus or systemic discrimination.
So yes, your red-shirt analogy is valid. Just as wearing red in a sea of gray makes you more likely to be approached (positively or negatively), being racially different in a racially uniform area makes you more likely to be seen, and therefore more likely to be policed—independently of racism per se.
This doesn’t let anyone off the hook, but it does help parse the mechanisms and could guide better policy (e.g., stricter objective thresholds before stopping someone, especially in homogeneous areas).