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A REVIEW OF CONTEMPORARY MEDIA

Critical Discourse Theory, Conversation 1

Original exploratory post with Claude AI, trying out what it would say about CDA. Links are those given by Claude to further resources, or perhaps the texts it draws from. My conclusion is that this is a rapid way to begin research and build a basic bibliography.

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Julia: Who are some of the major theorists of the concept of "discourse" and what is the approach of each?

The concept of "discourse" has been developed by several major theorists, each bringing distinct perspectives:

Michel Foucault is perhaps the most influential discourse theorist. He views discourse as systems of knowledge and power that shape what can be said, thought, and done in particular historical periods. For Foucault, discourses don't simply describe reality but actively construct it, determining which statements count as true or false. His genealogical approach examines how discourses emerge, transform, and exercise power over subjects.

Norman Fairclough developed Critical Discourse Analysis (CDA), which examines how language use reflects and reproduces social power relations. He analyzes discourse at three levels: text (linguistic features), discourse practice (how texts are produced and consumed), and social practice (broader social and cultural contexts). Fairclough emphasizes how discourse both shapes and is shaped by social structures.

Ruth Wodak also works within CDA but focuses particularly on how discourse constructs social identities and legitimizes exclusion or inclusion of social groups. Her discourse-historical approach examines how discourses evolve over time and across different contexts, paying special attention to how they perpetuate or challenge discrimination.

Ernesto Laclau and Chantal Mouffe offer a post-Marxist approach, viewing discourse as the totality of meaningful practices that constitute social reality. They argue that all social phenomena are discursively constructed through chains of equivalence and difference, making discourse central to political identity formation and hegemonic struggles.

James Gee distinguishes between "discourse" (language in use) and "Discourse" (ways of being that combine language with other social practices). His sociolinguistic approach examines how people use language to enact particular social identities and memberships in different communities of practice.

Each theorist emphasizes different aspects - power relations, social construction of reality, identity formation, or linguistic practices - but all share the view that discourse is far more than mere language use.

Julia: Would you give me some of the major writings in English where these writers treat the topic of discourse in these ways?

Here are key English-language works where these theorists develop their approaches to discourse:

Michel Foucault:

Norman Fairclough:

Ruth Wodak:

Ernesto Laclau and Chantal Mouffe:

James Gee:

These works represent each theorist's most significant contributions to discourse theory and demonstrate their distinct methodological approaches.

Julia: And who are some of the major writers who have commented on or used these theories of discourse? Also, list their writings in English.

Here are major scholars who have built upon, critiqued, or applied these discourse theories:

Building on Foucault:

Developing Critical Discourse Analysis:

Postcolonial Discourse Studies:

Feminist Discourse Theory:

Political Discourse Theory (Post-Marxist):

Applied Discourse Studies:

Media and Cultural Discourse:

Institutional Discourse:

These scholars have significantly expanded, critiqued, or applied discourse theory across disciplines including sociology, anthropology, political science, cultural studies, gender studies, and media studies.

Julia: What are some more anthologies or textbooks on Critical Discourse Analysis?

Here are major anthologies and textbooks on Critical Discourse Analysis:

Foundational Handbooks and Anthologies:

Key Textbooks:

Specialized Collections:

Recent Developments:

 

Applied Focus:

Methodological Guides:

These works provide comprehensive coverage of CDA theory, methodology, and applications across various domains including education, media, politics, and social institutions.

Julia: What are some essays that apply CDA to politics in the US today?

Here are recent essays and studies applying CDA to contemporary US politics:

Trump-Era Discourse Analysis:

Comparative Political Discourse:

·  AlAfnan's "Public discourse: Systemic functional analysis of Trump's and Biden's inaugural speeches" - Uses CDA and Systemic Functional Linguistics to analyze transitivity, modality, and texture in both inaugural speeches. Discourse Analysis Books

COVID-19 Political Discourse:

Electoral and Campaign Discourse:

Broader Applications:

Key Journals Publishing CDA Work on US Politics:

These studies typically examine how political figures use language to construct identities, mobilize support, create in-groups and out-groups, and exercise power through discourse. They often focus on specific linguistic strategies like pronoun usage, metaphor, repetition, and framing techniques in political speech.

Julia: Tell me more about this: specific linguistic strategies like pronoun usage, metaphor, repetition, and framing technique.

Critical Discourse Analysis examines these linguistic strategies as tools of political power and persuasion. Here's how each works:

Pronoun Usage: Pronouns create inclusion and exclusion boundaries. Politicians strategically shift between "I," "we," "you," and "they" to position themselves and their audiences. "We" can be inclusive (bringing the audience into the speaker's group) or exclusive (creating an us-versus-them dynamic). For example, a politician might say "We must defend our values" (inclusive) versus "We cannot let them destroy our country" (exclusive). The choice between "I" and "we" also signals whether the speaker takes individual responsibility or distributes it across a group.

Metaphor: Political metaphors aren't just decorative - they fundamentally shape how audiences understand complex issues. The "nation as body" metaphor treats immigration as infection or invasion, while "politics as journey" frames elections as moving forward or backward. Economic metaphors like "tightening our belts" naturalize austerity policies. War metaphors ("fighting poverty," "war on drugs") justify aggressive state action. These metaphors carry implicit assumptions about causation, solutions, and values.

Repetition: Strategic repetition serves multiple functions beyond emphasis. Lexical repetition (repeating key words) reinforces central themes and makes them memorable. Syntactic repetition (parallel sentence structures) creates rhythm and authority - think of "I have a dream" speeches. Repetition across speeches and contexts helps establish consistent messaging and ideological frameworks. It can also normalize previously controversial ideas through familiarity.

Framing Techniques: Framing involves selecting certain aspects of reality and making them more salient. This includes:

Frames work through word choice (calling something "tax relief" versus "tax cuts"), emphasis (highlighting certain statistics while ignoring others), and narrative structure (presenting events as inevitable consequences versus contingent choices).

How These Work Together: These strategies often combine. A politician might use "we" pronouns with war metaphors and repetitive syntax: "We will fight. We will win. We will make America great again." This creates group solidarity, justifies aggressive action, and provides memorable messaging through rhythmic repetition.

CDA analysts examine not just these surface features but how they construct power relations, normalize certain worldviews, and marginalize alternative perspectives. The goal is understanding how language doesn't just reflect political reality but actively constructs it.

Julia: You write: CDA analysts examine not just these surface features but how they construct power relations, normalize certain worldviews, and marginalize alternative perspectives. The goal is understanding how language doesn't just reflect political reality but actively constructs it." Tell me more about how writers apply this to mass media and political speech there today.

CDA scholars examine how mass media doesn't simply report political events but actively shapes political reality through specific discursive practices. Here's how they apply this understanding:

Media as Reality Constructor, Not Mirror: CDA analysts reject the idea that news media simply reflects political reality. Instead, they examine how media discourse actively constructs what counts as legitimate political debate, who gets heard, and what solutions seem reasonable. CDA emphasizes "the role of language in political procedures and society, which targets conventionally texts produced by institutions and elites including political speeches and news." The Routledge Handbook of Discourse Analysis

to reveal how media discourse embeds particular power relations and ideologies.

Framing and Issue Definition: Contemporary CDA work examines how news organizations frame political issues through:

For example, eonomic inequality might be framed as a "skills gap" problem (requiring education solutions) versus a "power imbalance" problem (requiring structural reform), fundamentally shaping public understanding and policy responses.

Polarization and Echo Chambers: Recent CDA research examines how partisan media has contributed to political polarization, with "Congress and some newer media outlets" adding "more partisan messages" while "proliferation of media choices lowered the share of less interested, less partisan voters." The Routledge Handbook of Critical Discourse Studies | John Flowerdew, +2

Analysts study how different media outlets use language to create distinct interpretive communities with incompatible understandings of basic facts.

Social Media and New Platforms: CDA is adapting to analyze political discourse on platforms like Discord, noting that "most research focuses on mainstream platforms such as X, Reddit, and Facebook, overlooking Discord." 8 Excellent Books on Discourse Analysis for Research Students | Educational Technology and Mobile Learning

. This includes examining:

Specific Analytical Techniques: Contemporary CDA media analysis examines:

Power Relations and Access: CDA reveals how media discourse privileges certain voices while marginalizing others. This includes examining:

Contemporary Applications: Current CDA work examines how media coverage constructs political reality around issues like:

The key insight is that these aren't just different perspectives on the same reality - they're different ways of constructing what reality is, with real consequences for what political actions become possible or impossible.

Julia: What is this? Algorithm-driven content curation and its political effects. And give some examples of this.

Algorithm-driven content curation refers to how social media platforms use automated systems to decide what content users see, when they see it, and in what order. These algorithms don't just organize content - they actively shape political reality by determining what information reaches which audiences. Here's how it works and some concrete examples:

How It Works: The order in which content is ranked can influence the levels and types of user engagement within algorithmically curated feeds. Similarly, the types of content that are recommended and where they are positioned can affect users' content consumption practices. Algorithms analyze user behavior (clicks, time spent, shares, comments) to predict what will keep users engaged, then prioritize similar content.
Critical Discourse Analysis

Recent Political Examples:

TikTok's Republican Bias (2024): A study found TikTok's algorithm recommended more Republican-aligned content during the 2024 US election. Republican accounts saw more like-minded content, while Democratic accounts were shown more opposing views. Republican-conditioned accounts received approximately 11.5% more party-aligned content compared to Democratic-conditioned accounts across all states. Routledge Taylor & Francis

German Election Content Skew: Of the left- or right-leaning content on X and TikTok, we were shown more than twice as many posts that leaned right as left. The equivalent figure on Instagram was nearly 1.5 times as much right as left. The Routledge Handbook of Discourse Analysis - 2nd Edition - Michael H

Content Suppression Examples: Zannettou et al. (2019) conducted a large-scale analysis of Twitter, identifying content suppression instances, particularly in political debates, where specific hashtags were systematically downranked, limiting their reach. Amazon.com: Critical Discourse Analysis: An Interdisciplinary Perspective (Languages and Linguistics):  Thao Le, Thao Le, Megan Short, Quynh Le: Books

Geopolitical Influence: A Network Contagion Research Institute report says that TikTok likely promotes and demotes certain topics based on the perceived preferences of the Chinese government. The Routledge Handbook of Discourse Analysis

Political Effects of Algorithm Curation:

Filter Bubbles and Echo Chambers: All social media platforms that use algorithms can create bubbles where people only see content that confirms their biases. Think of, for example, how a Facebook feed may be biased toward a particular political viewpoint Routledge handbook of critical discourse studies | Request PDF

Engagement-Driven Extremism: Algorithms optimize for engagement, which often means promoting content that generates strong emotional reactions - anger, outrage, fear. This can amplify extreme political content because it gets more clicks and shares than moderate positions.

Invisible Editorial Decisions: Unlike traditional media editors, algorithms make millions of editorial decisions invisibly and at scale. TikTok monitors the captions and hashtags of each post one interacts with, so posts that contain captions featuring commentary — such as those on "Now This Politics," the political page for progressive news outlet "NowThis News" — leaning to a political party will affect one's future content recommendations. The Routledge Handbook of Critical Discourse Studies | John Flowerdew,

Misinformation Amplification: Eye-catching TikTok headlines may not hold the same nuance of traditional news outlets that get to the core of the issue. TikTok users must be aware of the reliability of what they see on the app, understanding that everything is not what it seems. The Routledge Handbook of Discourse Analysis | PDF | Linguistics | Discourse

The Broader Impact: Existing evidence suggests that algorithms mostly reinforce existing social drivers, a finding that stresses the importance of reflecting on algorithms in the larger societal context that encompasses individualism, populist politics, and climate change Discourse Analysis Books

The political significance is that these algorithms don't just reflect user preferences - they actively shape them by determining what political information people encounter, how it's framed, and what seems normal or extreme in political discourse. This gives platform companies unprecedented power over democratic processes.

Julia: I still do not understand how these algorithms work.

Let me break down how social media algorithms actually work in simple terms:

The Basic Process:

Think of an algorithm as a very fast decision-maker that has to choose what to show you from millions of possible posts. Here's the step-by-step process:

  1. Data Collection: The algorithm constantly watches what you do - which posts you click, how long you watch videos, what you like, share, or comment on, even how fast you scroll past something.
  2. Pattern Recognition: It builds a profile of your interests. If you watch 10 political videos about healthcare, it notes "this person is interested in healthcare politics."
  3. Content Scoring: When deciding what to show you next, it gives every possible post a "score" based on how likely it thinks you are to engage with it. A healthcare post might get a high score for you.
  4. Ranking and Display: It shows you the highest-scoring content first.

A Concrete Example: Let's say you're on TikTok and you watch a video about student loan forgiveness all the way through, then like it. The algorithm notes:

Now when choosing your next videos, it will boost the scores of:

Why This Creates Political Effects:

The Feedback Loop Problem: If you engage with one conservative post, you'll see more conservative content, which makes you more likely to engage with conservative content, which leads to even more conservative content. It's like being stuck in a loop.

The Engagement Trap: The algorithm doesn't care about accuracy or balance - it only cares about keeping your attention. Angry, outrageous, or extreme content often gets more engagement than moderate, nuanced content. So it promotes the extreme stuff.

Real Example:

The Invisible Editorial Power: Traditional newspapers have human editors who decide what goes on the front page. Social media algorithms are like having millions of different "editors" creating personalized "newspapers" for each user - but these editors are machines programmed to maximize engagement, not inform citizens.

Why Users Don't Notice: Most people don't realize this is happening because:

This is why critics worry about algorithms - they're not just showing you content, they're gradually shaping what you think is normal, important, or true about politics.

Julia: Do you know any courses, college level, on CDA, media, and also algorithms.

Here are some college-level courses that combine CDA, media studies, and algorithms:

Traditional Universities with CDA/Media Focus:

Lancaster University - Discourse Studies MA - Lancaster University - Known for having one of the strongest CDA programs globally, with faculty like Ruth Wodak
(PDF) Critical Discourse Analysis, An overview

University of Saskatchewan - Discourse Analysis (LING 347) - "The course will introduce students to discourse analysis in which language use is examined within its sociocultural context. Students will be introduced to the basics of discourse analysis as well as to current research paradigms such as critical discourse analysis." Critical discourse analysis - CDN

University of Rochester - Digital Media Studies program - "Digital Media Studies (DMS) is an interdisciplinary major comprising fourteen courses" with focus on digital media projects and collaboration. Taylor & FrancisTaylor & Francis

Lewis & Clark College - Rhetoric and Media Studies department offers courses covering "critical (Marxist, feminist, critical race), formal (montage, realism, aesthetics), new media, and media effects" along with "theories and methods of discourse." Discourse Analysis Books

University of Manchester - MA Digital Media, Culture and Society. The Routledge Handbook of Discourse Analysis - 2nd Edition - Michael H

Specialized Courses Available:

HSE University - Mass Communications and Media Discourse course that examines "dissemination and exchange of information within large groups of people" and "recent advances in communication technologies." Critical discourse analysis of English textbooks: a methodological study

University of A Coruña - Critical Discourse Analysis course that "includes five lectures on Stylistics and Critical Discourse Analysis, ten seminars; individual case study; group project" with focus on "Mass Media Critical Reading." Critical Discourse Analysis

Emerging Interdisciplinary Approaches:

The field is rapidly evolving to include algorithmic analysis. Recent research explores "the intersection of Critical Discourse Analysis (CDA) and Artificial Intelligence (AI)" as "an area of growing interest in the fields of linguistics, communication, and technology." 8 Excellent Books on Discourse Analysis for Research Students | Educational Technology and Mobile Learning

What to Look For:

Recommendations:

  1. Check if schools have faculty specializing in "computational discourse analysis" or "digital media criticism"
  2. Look for programs that combine computer science with humanities (Digital Humanities)
  3. Search for courses titled "Digital Media and Society," "Algorithmic Culture," or "Critical Data Studies"
  4. Consider interdisciplinary programs that bridge linguistics, media studies, and computer science

 
The field is evolving rapidly, so newer programs may offer more integrated approaches to CDA, media, and algorithms than traditional departments.

Julia: Do you keep track of how algorithms are used are used to shape public opinion?

I don't actively track or monitor algorithmic influence on public opinion in real-time - I don't have the ability to continuously observe social media platforms or analyze current algorithmic behavior. My knowledge comes from research and reporting available up to my January 2025 cutoff date.

However, this is an area where significant research and reporting is happening. Let me search for some current developments:

Based on current research, here's what we know about how algorithms are being used to shape public opinion:

Current Research Findings:

Rapid Content Amplification: Recent studies show that TikTok's algorithm creates "strong amplification" of content aligned with users' interests, with "rapid reinforcement typically occurring within the first 200 videos watched. " This means algorithms can quickly push users toward specific viewpoints. Wordpress Taylor & Francis

Concerning Amplification Patterns: Research from UCL found "a fourfold increase in the level of misogynistic content in the 'For You' page of TikTok accounts over just five days on the platform," showing how algorithms can rapidly amplify harmful content to vulnerable users like teens. The Routledge Handbook of Discourse Analysis - 2nd Edition - Michael H

Public Awareness vs. Reality: Despite these effects, "a majority of Americans (74%) think the content people post on social media does not provide an accurate picture of how society feels about important issues." Full article: Locating critical discourse studies within school textbook research: a systematic literature review of research articles.  Yet "the U.S. public expresses broad concerns over the fairness and effectiveness of computer programs making important decisions." Critical discourse analysis of English textbooks: a methodological study

Political Polarization Effects: Research shows that "widespread use of Facebook, Twitter, YouTube, and other social media has fueled the fire of extreme polarization" and "can lead to the erosion of democratic values and partisan violence." Discourse Analysis Books

Ongoing Challenges:

Lack of Transparency: Studies highlight "ethical concerns, including algorithmic bias, lack of transparency, and the marginalization of dissenting or minority voices” in how platforms like TikTok and Facebook operate. The Routledge Handbook of Discourse Analysis

Research Limitations: "In debates about the effects of social media, discussion of algorithms tends to be superficial." And platforms often don't provide researchers with adequate access to study their systems. Amazon.com: The Routledge Handbook of Critical Discourse Studies (Routledge Handbooks in Applied Linguistics): Flowerdew, John, Richardson, John: Books

Who's Tracking This:

The field is rapidly evolving, with new studies constantly emerging. But the overall picture shows algorithms are indeed being used - sometimes deliberately, sometimes as unintended consequences - to shape what people see, think, and believe about political and social issues.

Julia: How are algorithms used commercially in the US?

Algorithms are used extensively in US commercial applications across multiple sectors. Here are the major ways:

Advertising and Marketing:

Targeted Advertising: Targeted advertising is "directed towards an audience with certain traits, based on the product or person the advertiser is promoting. These traits can either be demographic with a focus on race, economic status, sex, age, generation, level of education, income level, and employment, or psychographic focused on the consumer values, personality, attitude, opinion, lifestyle, and interests" Amazon.com: Critical Discourse Analysis: An Interdisciplinary Perspective (Languages and Linguistics): 9781607413202: Thao Le, Thao Le, Megan Short, Quynh Le: Books

Micro-Segmentation: Recent innovations in online advertising facilitate the use of a wide variety of data sources to build micro-segments of consumers, and delegate the manufacture of audience segments to machine learning 8 Excellent Books on Discourse Analysis for Research Students | Educational Technology and Mobile Learning

AI-Driven Creative Optimization: In 2024, artificial intelligence tools use data to tailor ad creatives, ensuring that users see the most relevant and engaging format (PDF) Critical Discourse Analysis, An overview

Dynamic Pricing:

Ride-Sharing: Uber's dynamic pricing algorithm adjusts rates based on a number of variables, such as time and distance of your route, traffic and the current rider-to-driver demand. The Routledge Handbook of Discourse Analysis - 2nd Edition - Michael H

Transportation network companies face a daunting challenge - every minute of every day they must provide an optimal supply of vehicles and coordinate their whereabouts to maximize their revenue in an ever-changing environment. Their pricing algorithms take into account not just current demand but forward-thinking considerations. The Routledge Handbook of Discourse Analysis

E-Commerce: The rise of e-commerce has unlocked practical applications for algorithmic pricing (also called dynamic pricing algorithms), where sellers set prices using computer algorithms. Travel websites and large, well known e-retailers have already adopted algorithmic pricing strategies. The Routledge Handbook of Critical Discourse Studies | John Flowerdew,

General Commercial Applications: More and more companies are relying on pricing algorithms to maximize profits. The use of artificial intelligence and machine learning enables real-time price adjustments based on supply and demand, competitors' activities, delivery schedules, and so forth. The Routledge Handbook of Critical Discourse Studies - 1st Edition - J

Key Commercial Uses:

  1. Personalized Product Recommendations - Amazon, Netflix, Spotify use algorithms to suggest products/content
  2. Supply Chain Optimization - Walmart, Amazon use algorithms for inventory management and logistics
  3. Credit Scoring - Banks use algorithmic models for loan approvals and interest rates
  4. Insurance Pricing - Companies use algorithms to assess risk and set premiums
  5. Real Estate Pricing - Zillow and similar platforms use algorithms for property valuations
  6. Stock Trading - High-frequency trading algorithms dominate financial markets
  7. Job Matching - LinkedIn, Indeed use algorithms to match candidates with positions
  8. Customer Service - Chatbots and automated response systems

Regulatory Concerns: The Utah Artificial Intelligence Policy Act, effective from May 1, 2024, mandates that companies using generative AI disclose its use prominently if they provide services in regulated occupations, such as healthcare or accounting. Amazon.com: Critical Discourse Analysis: The Critical Study of Language: Fairclough, Norman: Books

Competition authorities are increasingly concerned about algorithms facilitating collusion and personalized pricing, with recent moves by Chinese competition authorities against algorithmic pricing. Routledge and CRC Press Discourse Analysis Books

The commercial use of algorithms in the US represents a fundamental shift in how businesses operate, price products, target customers, and make decisions - often with significant implications for consumer choice, pricing, and market competition.

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