“There is just not enough editorial content being created that they can crawl and showcase,” she said. Google, she said, should change its Keywords Planner algorithm. “
This adds another perspective because the problem may involve the lack of non-pornographic content created for and by Black women, not only Google's algorithm. It makes me wonder how Google and content creators can work together to reduce bias and improve representation online.
Google’s own porn filter flagged 203 of the suggested keywords as “adult ideas.”
This passage shows bias in the technology because Google's system connected a racial identity with a large number of sexualized search terms. The issue may also reflect broader cultural bias and stereotypes in the data the algorithm learns from.
When The Markup entered “Black girls” into the Keyword Planner, Google returned 435 suggested terms
This evidence shows that Google's Keyword Planner connected the search term "Black girls" to hundreds of suggestions, many of which were classified as adult content. It provides specific numbers that demonstrate the problem the reporters discovered.
Google’s algorithms function by scraping the web. She says porn companies have likely done a more effective job creating content that Google can associate with “Black girls” than the people who are making non-pornographic content speaking to the interests of young Black women.
This challenges the assumption that Google search results are always neutral and accurate. It shows that algorithms can reflect the information available online, including harmful stereotypes and unequal representation.
These findings indicate that, until The Markup brought it to the company’s attention, Google’s systems contained a racial bias that equated people of color with objectified sexualization while exempting White people from any associations whatsoever.
The authors move from their research findings to a larger conclusion about racial bias in Google's systems. The evidence supports this reasoning because the results differed between racial groups, although the findings alone cannot establish every cause of the bias.
People are having a difficult time holding multiple opinions about Beyoncé at the same time. I think we’re seeing a lot of that pushback. Whenever a woman does something, we have to comment on it.
Why do people feel like they have to either completely support or completely dislike someone instead of having mixed opinions? It is related to Gay’s greater claim about contradictions and complexities. She feels that people should be able to understand both positive and negative aspects rather than looking at everything as either right or wrong.
t just shows what it’s like to move through the world as a woman. It’s not even about feminism per se, it’s about humanity and empathy.
This could be the best complication, for Gay recognizes the fact that people may have conflicting thoughts and ideas yet believe in feminism.
How do we question the world we live in and question the popular culture that we consume while also admitting to our humanity and enjoying sometimes inappropriate things? And having inconsistent ideas? This is a manual on how to be a human.
This could be the best complication, for Gay recognizes the fact that people may have conflicting thoughts and ideas yet believe in feminism.
It’s not about man-hating. It’s not about being humorless.
Gay questions the myth that feminists are misandrist or unable to enjoy themselves. She clarifies that feminism is essentially an ideology of equality.
I wouldn’t call myself a leader, but I’ll stand up and say I’m a feminist.
Through the use of her personal identity as a “bad feminist,” Gay is able to acknowledge her flaws while simultaneously maintaining her commitment to feminism.
No, I don’t think there’s one definition of feminism. I think there are multiple definitions of feminism.
Gay argues the broader point that feminism does not have one singular definition. According to Gay, feminism can encompass various identities.
I was not being a good woman. I remained silent, stewing. I thought, “Isn’t it obvious I am a feminist, albeit not a very good one?”
It is a good decision since the author transitions from her own internal conflict and experience to the overall message that being a feminist does not mean being perfect and meeting all the expectations. Why do people feel like they have to perfectly follow the beliefs of a group before they are allowed to identify with that group?
I want to be independent, but I want to be taken care of and have someone to come home to.
Rather than pretending that she has all the answers, Gay is honest in admitting that she has mixed emotions. This is an example of how her argument of the complexity of people and feminism works.
Good feminists, I assume, are independent enough to address vehicular crises on their own; they are independent enough to care.
Gay challenges the assumption that feminists must be wholly self-reliant and should never desire assistance or more conventional relationships. According to Gay, it is not automatically wrong to want to be taken care of.
If I take issue with the unrealistic standards of beauty women are held to, I shouldn’t have a secret fondness for fashion and smooth calves, right?
Gay uses many instances from her own experiences. One such instance is when she says that although she feels women are judged on their beauty, she still likes fashion, pink clothes, dresses, and Vogue magazine.
The most significant problem with essential feminism is how it doesn’t allow for the complexities of human experience or individuality.
According to Gay, being a feminist is not defined by a certain way of doing things. Her view is that feminism should provide room for individualism, such that one can have their own personality, likes, and dislikes.
Again, please don’t think that I’m giving you moral advice, or that I’m saying you are supposed to think this way, or that anyone expects you to just automatically do it.
The speaker repeats that this is not a lesson about morality or being a “good” person. He wants the reader to understand that he is discussing a practical way of thinking, not telling them what they should believe. He also clarifies that he is not demanding that everyone adopt his way of thinking. He is presenting an idea rather than imposing a rule. The speaker acknowledges that changing one’s natural way of thinking is difficult. People should not be expected to automatically overcome their instinctive, self-centered perspective. It requires conscious effort and practice.
Because if you cannot exercise this kind of choice in adult life, you will be totally hosed. Think of the old cliché about “the mind being an excellent servant but a terrible master.”
The speaker argues that if adults cannot consciously choose to change their natural, self-centered way of thinking, they will be seriously disadvantaged in life. “Totally hosed” is informal language meaning in serious trouble, stuck, or unable to cope effectively. The casual phrase makes the serious idea sound conversational and direct. This is a metaphor comparing the mind to a servant. A mind can be extremely useful when we consciously control and direct it (“servant”), but it can become harmful when our automatic thoughts and impulses control us (“master”). The speaker believes that maturity requires learning to control and redirect our automatic thoughts rather than allowing our natural instincts to control our behavior. Without this ability to choose how we think, we can become trapped by our own self-centered perspective.
Please don’t worry that I’m getting ready to lecture you about compassion or other-directedness or all the so-called virtues. This is not a matter of virtue. It’s a matter of my choosing to do the work of somehow altering or getting free of my natural, hard-wired default setting which is to be deeply and literally self-centered and to see and interpret everything through this lens of self. People who can adjust their natural default setting this way are often described as being “well-adjusted”, which I suggest to you is not an accidental term.
The speaker immediately rejects the idea that this is a moral lecture. “Other-directedness” means focusing on and considering the needs of other people rather than being focused only on oneself. The speaker emphasizes that the issue is not about being a “good” or morally virtuous person.