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Framing is one of the most powerful forces in public communication, and one of the least discussed.

When we talk about bias in media, most people think about what is included or excluded. But framing goes a step further. It is about how information is organized, what language is used to describe it, what images accompany it, and what assumptions are quietly embedded in the way a story is told.

Two reporters can work from the same set of facts and produce two accounts that leave audiences with completely different impressions. Neither one has to lie. The difference is in the frame.

Consider how the same economic data can be presented as evidence of resilience or evidence of failure depending on which numbers get foregrounded, which communities get mentioned, and what historical context is included or omitted. The facts do not change. The meaning does.

Framing shapes what audiences see as the problem, who they see as responsible, and what solutions seem reasonable. It influences not just what people think about, but how they think about it.

Research in communications and political science has consistently shown that framing effects are real and measurable. The way a policy is described, whether as a cost or an investment, whether as a protection or a restriction, significantly affects how people evaluate it, even when the underlying policy is identical.

This is not a conspiracy. It is a feature of human cognition. We are meaning-making creatures, and we rely on frames to organize information quickly. The problem is when those frames go unexamined, particularly when they consistently center some experiences while marginalizing others.

Media literacy begins with learning to notice the frame. To ask: whose perspective is this story told from? What language was chosen and what does that language assume? What would this story look like if it were told differently?

These are not radical questions. They are the questions any careful reader should be asking. And they are the questions this platform is committed to helping its audience develop the habit of asking.

Context is where meaning lives. Facts without it can be technically accurate yet fundamentally misleading. This essay by Jesse Lee Hammonds explores why context remains the foundation of responsible journalism and informed public discourse in the age of algorithms and AI.

Algorithms are not neutral. They are the product of decisions made by people, trained on data produced by people, and optimized for outcomes chosen by people. And because human systems carry human bias, the algorithms built on those systems often carry that bias forward, sometimes amplifying it at scale.

This matters enormously for public information.

When a social media platform decides what to surface in a feed, it is not making a random selection. It is applying a set of ranking signals, engagement metrics, and behavioral predictions to determine which content gets seen, by whom, and for how long. The result is that some stories circulate widely and some stories never find their audience, not because of their accuracy or importance, but because of how they perform against the metrics the algorithm values.

Research has documented consistent patterns in how algorithmic systems affect the visibility of content related to race, ethnicity, and social justice. Studies by organizations including the MIT Media Lab, the AI Now Institute, and researchers at major universities have found that automated systems, from content moderation to search rankings to image recognition, frequently perform differently across racial groups, often to the disadvantage of Black and brown communities.

This is not always the result of conscious intention. But intention does not determine impact.

When systems trained on historically biased data continue to replicate those biases, the effect on representation and visibility is real regardless of what anyone intended. The stories that get buried stay buried. The perspectives that get deprioritized remain underheard. And the audiences who were already underserved by legacy media find themselves underserved again, now by the platforms that were supposed to democratize information.

Understanding algorithmic bias is not a technical exercise reserved for engineers and researchers. It is a civic literacy issue. It affects what information shapes public opinion, what narratives gain momentum, and whose humanity gets normalized in the stories the culture tells about itself.

It is, in every meaningful sense, that part.

Redlining is one of the clearest examples in American history of how government policy, institutional practice, and racial discrimination combined to produce outcomes that persist across generations.

Beginning in the 1930s, the federal Home Owners' Loan Corporation created color-coded maps of cities across the country, rating neighborhoods by their perceived investment risk. Neighborhoods with significant Black populations were systematically graded as hazardous and outlined in red. Banks and federally backed lenders used these maps to deny mortgages, refuse insurance, and withhold investment from those communities.

The practical result was that Black families were largely excluded from the wealth-building mechanism that defined the American middle class for most of the twentieth century: homeownership.

While white families in federally supported suburban developments were accumulating equity that they would pass on to their children and grandchildren, Black families in redlined neighborhoods were locked out of that same accumulation. The wealth gap that exists today between white and Black households in America is not an accident. It is, in significant part, the compounded result of that exclusion.

Redlining was officially outlawed by the Fair Housing Act of 1968. But the neighborhoods that were redlined did not automatically recover. Decades of disinvestment had already shaped their infrastructure, their schools, their commercial corridors, and their tax bases. Research by scholars including Richard Rothstein, whose book The Color of Law examines this history in depth, has shown that the boundaries drawn in the 1930s still correlate with patterns of poverty, pollution, underfunded schools, and limited economic mobility today.

When current inequalities are described as the result of individual choices or cultural deficiencies, without any reference to this history, that is a frame. And it is a misleading one.

Understanding redlining is not about dwelling in the past. It is about having an accurate account of the present. Context does not excuse. But without it, understanding is impossible.

Narrative control is not simply about who tells the most compelling story. It is about who has the institutional resources to tell their story repeatedly, at scale, across multiple platforms, and with enough consistency that it begins to feel like common sense.

Agenda-setting theory, developed in communications research beginning in the 1970s, established something important: media does not just tell people what to think. It tells people what to think about. The issues that receive sustained coverage are the issues that the public treats as significant. The issues that are ignored, underreported, or framed as marginal tend to remain invisible in mainstream political conversation, regardless of their actual importance.

The power to set the agenda, to decide which stories are urgent and which are background noise, which voices are authoritative and which are anecdotal, is one of the most consequential forms of power in public life. And it is not distributed equally.

Ownership concentration in media means that a relatively small number of corporations control a large portion of what most Americans read, watch, and hear. The perspectives, interests, and blind spots of those owners shape editorial decisions in ways that are often subtle and rarely acknowledged.

Political communication has also become increasingly sophisticated. Framing strategies, message discipline, and coordinated media campaigns are now standard tools for shaping how the public receives information about policy, candidates, and events. This is not limited to one political party or one ideological tendency. It is a feature of how modern political power operates.

None of this means that individuals are helpless or that all media is propaganda. But it does mean that critical engagement with information, asking who is speaking, who is funding them, who benefits from this framing, and whose perspective is absent, is not optional for anyone who wants to understand public life clearly.

Narrative control is real. Recognizing it is the first step toward something better.

Representation has become one of the most debated concepts in contemporary media and cultural discourse. Some treat it as an overriding priority. Others dismiss it as a superficial concern. Both responses miss the more important and more precise question, which is not simply whether Black people, or any underrepresented group, appear on screen, in print, or behind the microphone. The question is how they appear, under what conditions, with what complexity, and to what end.

Visibility without dignity is not representation. It is exposure.

For much of the history of American media, Black people were present in the culture but rarely centered as full human beings. They appeared as background, as comic relief, as cautionary figures, as victims requiring rescue, as threats requiring containment. The images circulated. The humanity did not.

Research in media studies and social psychology has documented the relationship between media representation and public attitudes. Studies have shown that how groups are portrayed in news coverage influences how audiences perceive them, including audiences who belong to those groups themselves. Repeated exposure to narrow, negative, or dehumanizing representations has measurable effects on implicit bias, public policy preferences, and the self-perception of the communities being depicted.

This is why representation is not merely an aesthetic or cultural question. It is a question about whose humanity is normalized in the stories a society tells about itself.

Meaningful representation means stories that allow the full range of Black experience, intellect, ambition, grief, complexity, and joy to exist without justification or apology. It means Black voices not just as subjects of stories, but as authors of them. It means editorial control, not just editorial inclusion.

It means being seen, not just placed in the frame.

At It's That Part, this is not a diversity initiative. It is a baseline commitment to accuracy. Because a media platform that does not reflect the full range of human experience is not telling the whole truth. And telling the whole truth is what we are here to do.

These three terms appear constantly in public conversation about media, politics, and information. They are often used as if they mean the same thing. They do not. And the differences between them matter significantly for how we understand the information problems facing contemporary society.

Misinformation is false or inaccurate information shared without the intent to deceive. Someone who reads a headline, misunderstands it, and passes it along to a friend is spreading misinformation. The information is wrong. But the person sharing it does not know that, and their goal is not to mislead. Misinformation is a problem of error, of misunderstanding, of the gap between what is true and what people believe to be true.

Disinformation is false or misleading information shared with the deliberate intent to deceive. Someone who knows a claim is false and circulates it anyway, in order to manipulate public opinion or undermine trust in a particular institution or person, is engaged in disinformation. The information may be false, or it may be technically accurate but framed in a deliberately misleading way. The key element is intent. Disinformation is a problem of bad faith.

Propaganda is a broader category. It refers to information, whether true or false, that is systematically produced and distributed to advance a particular ideology, political interest, or set of values. Propaganda does not have to be false to be manipulative. It operates through selection, emphasis, repetition, and emotional appeal. Its goal is not primarily to inform but to persuade, and often to persuade in ways that bypass critical evaluation.

Why do these distinctions matter?

Because the appropriate response to each one is different. Misinformation is addressed through education, correction, and better information literacy. Disinformation requires accountability, institutional pressure, and sometimes legal consequence. Propaganda requires critical analysis of the systems and incentives that produce and distribute it.

Treating all three as the same problem leads to the same ineffective responses. Naming things accurately is where understanding begins. And understanding, as always, is where this platform starts.

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