Case Study and Analysis of Key Moments During US Election 2024

The race between Kamala Harris and Donald Trump promises to be one of the most scrutinized and debated in recent history. Public opinion is divided, with 61% of voters expecting a close election between the two candidates. The landscape is rife with emotional reactions, media influences, and varying degrees of information integrity. As voters weigh their options, the importance of a discerning choice becomes evident.

Koat.ai has been monitoring key moments and significant events where the public sentiment becomes charged. The following is an analysis of two of those key moments.

Moment 1: Trump’s Visit to McDonald’s

Public sentiment around the candidates is marked by sharp divisions and emotional responses. Donald Trump’s recent visit to a McDonald’s in Pennsylvania exemplified this, sparking intense online discussions. Many social media users claimed the event was staged, highlighting the deep divide in public opinion. The reaction included a mix of memes and heated debates, with one notable quote from a drive-thru customer thanking Trump for ‘taking a bullet for us.’ This incident underscores the polarized reactions that characterize the current political climate.

Key Findings

  • Polarized Reactions: Trump’s visit generated mixed reviews, highlighting a significant divide in public opinion. Supporters view it as a clever engagement with voters, while detractors see it as a trivial distraction from substantive policy discussions.
  • Emotional Engagement: The incident demonstrates how emotions can shape perceptions and drive social media discourse, complicating voters’ ability to assess candidates on policy merits alone.

Moment 2: Harris’ Fox News Interview

Media coverage plays a pivotal role in shaping perceptions of Kamala Harris and Donald Trump. An interview with Harris on Fox News drew substantial attention, reaching 7.1 million viewers, which was notably higher than Trump’s town hall on the same network. However, trust in the media remains a contentious issue. Only about 10 percent of Republicans trust the media to report news fully, accurately, and fairly, compared to 68 percent of Democrats. This disparity in trust levels further complicates the electoral narrative.

Disinformation Campaigns

Both candidates face disinformation campaigns that exploit social media to spread false claims and manipulated narratives. Such campaigns create echo chambers that reinforce existing biases, making it increasingly difficult for voters to differentiate fact from fiction.


Key Findings

  • Trust Disparity: The stark contrast in media trust levels between Republicans and Democrats suggests that media narratives can significantly influence voter perceptions and party loyalty.
  • Echo Chambers: The prevalence of disinformation amplifies the need for critical media literacy among voters, as both campaigns will likely ramp up their media strategies as the election date approaches.

Koat.ai’s Sentiment Analysis of the US 2024 Election

Let’s explore Koat’s findings and sentiment analysis of social conversations and media reports surrounding Donald Trump’s McDonald’s visit and Kamala Harris’s Fox interview, and examine how these events manipulate public sentiment.

Moment 1: Trump’s McDonalds Visit Overview

Social Media

  • Post topic: 
    • Trump’s McDonald’s Visit and Activities
  • Number of Posts: 
    • 1011
  • Summary:
    • Donald Trump’s visit to a closed McDonald’s in Pennsylvania, where he worked the fryer to mock Kamala Harris’s claim of working there, drew mixed reactions. Supporters enjoyed his humor, while critics called it a staged stunt. His comments on bringing back tallow for fries and removing chemicals also attracted attention. With snipers providing security, the event generated significant media coverage and public debate.

 

  • Post topic: 
    • Comparisons Between Trump and Kamala Harris
  • Number of Posts: 
    • 149
  • Summary:
    • The social media debate over Donald Trump and Kamala Harris focuses on Trump’s stunt working at a McDonald’s, which his supporters claim exposes Harris’s dishonesty about her past there. They view his actions as relatable, while Harris’s supporters see it as a trivial distraction from important issues, ignoring substantive policy differences. This controversy has sparked numerous posts, with Trump’s camp celebrating the stunt as clever and Harris’s camp criticizing it as insincere. Media coverage reflects this divide, offering different interpretations of the stunt’s significance.

 

  • Post topic: 
    • Public Reactions to Trump’s McDonald’s Visit
  • Number of Posts: 
    • 340
  • Summary:
    • Reactions to Donald Trump’s visit to a closed McDonald’s in Pennsylvania are polarized. Critics claim the staged event featured only pre-selected Trump supporters and label it a disrespectful publicity stunt, with some calling for a boycott. In contrast, Trump supporters see it as a clever campaign move connecting him with everyday Americans. The visit has sparked social media buzz, including memes and debates, exemplified by one customer thanking Trump for “taking a bullet for us,” highlighting the divide in public opinion.

News Media

  • News topic: 
    • Trump’s McDonald’s Visit and Campaign Stunt
  • Number of Articles: 
    • 19
  • Summary:
    • During a campaign stop in Feasterville, Pennsylvania, President Trump worked at a McDonald’s, countering Kamala Harris’s claim of having worked there in the 1980s. Supporters praised him for connecting with everyday people, while critics called it a staged photo op. The visit received significant media attention, allowing Trump to criticize Harris and emphasize his ties to working-class Americans. However, it also underscored his history of promoting conspiracy theories and avoiding substantive policy discussions, like minimum wage. This stunt aimed to energize supporters and appeal to undecided voters in a key swing state.

 

  • News topic: 
    • Reactions and Criticisms of Trump’s McDonald’s Event
  • Number of Articles: 
    • 13
  • Summary:
    • Reactions to Trump’s McDonald’s event were polarized, with critics calling it a “staged” stunt and supporters praising his public engagement. CNN’s Brian Stelter highlighted the security measures due to past assassination attempts, while conservatives defended them. Comparisons were made to similar events involving Kamala Harris, whom Trump accused of lying about her McDonald’s job. AOC and Stephen Colbert mocked Trump, calling it “blue-collar drag.” Despite the backlash, supporters, including Fox News, emphasized his genuine interaction. The event drew over two million views, and the McDonald’s franchise owner supported it, underscoring job opportunities. Polls show Trump leading Harris, adding strategic significance to the visit.

 

  • News topic: 
    • Media Coverage and Analysis of the Event
  • Number of Articles: 
    • 6
  • Summary:
    • Media coverage of Donald Trump’s visit to a McDonald’s in Pennsylvania has sparked varied reactions on social media. CNN’s morning crew called the stunt “insanely smart,” suggesting it countered a smear against Kamala Harris. However, Brian Stelter faced backlash for claiming right-wing media prolonged the story, with critics dubbing his comments “McSTUPID.” John Stewart criticized the mainstream media’s excessive focus on the event, highlighting its absurdity. This conversation reflects a divide in media perspectives, with some viewing Trump’s appearance as clever and others condemning the media’s obsession with the trivial event.

How Manipulation Kicked-In

The social media conversation around Trump’s McDonald’s stunt in Pennsylvania has polarized opinions. Supporters praise him for connecting with everyday Americans and trolling Kamala Harris, who claims to have worked there in her youth. Critics dismiss the event as a staged photo-op designed to distract from Trump’s lack of substantive policies, noting the restaurant was closed to the public. The debate also raises themes of authenticity and political theater, with some viewing Trump’s actions as clever tactics and others as a desperate bid for relevance. Harris’s past employment serves as a focal point for both support and criticism, highlighting the contentious nature of the discourse.

Average Sentiment: – 8.39 (Neutral)

Manipulation: 9.93%

Total Impressions: 257,396,954

Moment 2: Harris’ Fox Interview Overview

Social Media

  • Post topic: 
    • Kamala Harris’ Performance in Fox News Interview
  • Number of Posts: 
    • 1347
  • Summary:
    • Kamala Harris’s Fox News interview drew mixed reactions. Some praised her toughness, while others criticized her for dodging questions and being defensive. She asserted her presidency wouldn’t continue Biden’s policies, defended her immigration stance, and criticized Trump. The interview attracted 7.1 million viewers, surpassing Trump’s town hall. While some appreciated her directness, others felt she lacked clear answers and focused too much on attacking Trump. Notable quotes included her promise of new leadership and criticism of Trump’s response to criticism.

 

  • Post topic: 
    • Fox News’ Handling and Editing of the Interview
  • Number of Posts: 
    • 14
  • Summary:
    • The handling and editing of Donald Trump’s Fox News interview, particularly by Harris Faulkner, has sparked controversy. Many on social media noted that Fox omitted parts where Trump made controversial statements, such as threats to use the military. The town hall audience was entirely Trump supporters, a fact not disclosed, leading to accusations of bias. Trump and his supporters criticized the editing as an attempt to make Harris look better. This has fueled debates about hypocrisy regarding editing practices at other networks. Overall, the situation has intensified scrutiny of Fox News’ editorial choices and its relationship with Trump.

 

  • Post topic: 
    • Comparisons Between Harris and Trump
  • Number of Posts: 
    • 139
  • Summary:
    • The reputations of Kamala Harris and Donald Trump are polarized following their Fox News appearances. Fox polls show Trump leading Harris by 2 points nationally. In her interview, Harris called Trump “unfit to serve” and “dangerous,” while he labeled himself the “father of IVF” and criticized her as a “Marxist.” Claims of Fox News favoring Trump persist, with Geraldo Rivera endorsing Harris. Public reactions vary, with some praising Harris and others supporting Trump’s policies. Both candidates are using media appearances to target different voter demographics, focusing on women’s issues and controversial stances on immigration and reproductive rights.

News Media

  • News topic: 
    • Harris and Trump Media Appearances
  • Number of Articles: 
    • 295
  • Summary:
    • Kamala Harris’s interview with Fox News’ Bret Baier featured heated discussions on immigration, Biden’s mental fitness, and her differences from him. She emphasized her presidency would bring new ideas, distancing herself from Biden. Baier questioned her on immigration, showing a Trump ad and asking about crimes by illegal immigrants; Harris blamed Trump for blocking reform. She said she would follow the law on taxpayer-funded gender reassignment surgery for prisoners and avoided addressing Biden’s mental decline directly. The interview drew 7.1 million viewers, with Trump praising Baier’s questioning and criticizing Harris’s policies. Harris’s campaign aims to appeal to undecided voters and disillusioned Republicans, but her pre-recorded video for the Al Smith Dinner was deemed “cringe.”

 

  • News topic: 
    • Public and Media Reactions to Harris
  • Number of Articles: 
    • 24
  • Summary:
    • Public and media reactions to Vice President Kamala Harris have been mixed, focusing on her handling of crime data, national security, and social issues. The FBI’s revision of 2022 crime data, showing a 4.5% increase in violent crimes, has drawn Republican criticism, while the Biden-Harris administration highlights its efforts to reduce crime. Harris faces challenges in gaining support from key demographics, including Black men and Arab Americans, who express dissatisfaction with her impact. Controversies like the Afghan vetting issue and plagiarism allegations further complicate her image. Despite this, she advocates for Democratic policies on gender equity and support for marginalized communities, with media coverage reflecting both her achievements and controversies.

 

  • News topic: 
    • Election Dynamics and Voter Sentiments
  • Number of Articles: 
    • 11
  • Summary:
    • The conversation around Kamala Harris and Fox’s reputation reveals a polarized landscape. Polls indicate a tight race between Harris and Donald Trump, with 61% of voters expecting a close election. Over 160 lawsuits regarding voter eligibility and election security reflect concerns about fraud. High-profile endorsements from Obama and Taylor Swift favor Harris, while Elon Musk supports Trump and spreads debunked conspiracy theories. Key voter concerns include economic issues, border security, and community safety, particularly in swing states like Pennsylvania. Legal rulings, like Nebraska’s restoration of voting rights for felons, could impact turnout, with both parties blaming each other for the current divisive discourse.

How Manipulation Kicked-In

Kamala Harris’s Fox News interview elicited mixed reactions, with tough questions on immigration and her differences from President Biden. She emphasized her intent to bring new ideas, attracting 7-8 million viewers—the highest for Fox in four years. Reactions varied: some praised her command, while others criticized her for deflecting questions. The interview highlighted her stances on immigration and the economy, often contrasting with Donald Trump, underscoring the contentious nature of her public engagements in opposition media.

Average Sentiment: – 10.39 (Neutral)

Manipulation: 11.87%

Total Impressions: 4,743,526,543

Final Comments

The 2024 election race between Kamala Harris and Donald Trump is marked by intense public polarization and emotional reactions. Koat’s AI technology analyzed social media and media narratives surrounding key events, such as Trump’s visit to a McDonald’s and Harris’s interview on Fox News. The analysis revealed that Trump’s visit sparked mixed reactions—while supporters found it relatable and engaging, critics labeled it a staged stunt. Similarly, Harris’s interview drew both praise for her assertiveness and criticism for perceived evasiveness, highlighting the challenges voters face in assessing candidates beyond theatrical performances.

Media influence and trust disparities played significant roles in shaping voter perceptions, with only 10% of Republicans trusting media coverage compared to 68% of Democrats. Koat’s findings emphasized the impact of emotional discourse and disinformation campaigns, which create echo chambers that complicate voters’ ability to discern fact from fiction. As the election approaches, the need for critical media literacy becomes essential for voters navigating this polarized landscape.

 

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