With only just over two weeks left to the U.S. election, in this follow up analysis to our previous Trump vs Harris news sentiment analysis, we look at how news sentiment seems to be shifting between the two candidates. These findings may – or perhaps may not – come as a surprise to many political pundits and election watchers, with Kamala Harris seeming to maintain a consistent lead over Donald Trump in terms of positive sentiment across major news sources.

Trump or Harris: The October surprise

On the week of October 7th, something changed. Our AI-driven sentiment analysis detected a notable shift that could potentially alter the course of the election. It is perhaps due to a combination of factors, but the data is clear: Trump’s sentiment surpassed Harris’s for the first time since the impact of the assassination attempt and within the analysed period.

Our analysis

Some may voice concerns that AI-driven analysis might be biased or unreliable in political forecasting. So how do we address this? Fundamentally, our technology doesn’t just count positive or negative words. Instead, it understands context, nuance, and the complex interplay of factors that influence perception.

Trump or Harris: Key insights from our news sentiment analysis

Sketching out the details, here’s what our analysis revealed:

1. An obvious crossover: Trump’s sentiment line crossed above Harris’s around 7th October, marking a reversal of an ongoing trend which had previously put Harris ahead since she entered the race. 
2. Every point counts: The analysis shows there has been a net 3-point swing in Trump’s favour in just one week in terms of news sentiment.
3. Consistency across sources: This wasn’t an anomaly in a few outlier publications. The shift was evident across our entire dataset of 350 top news sources.

Trump or Harris: Interpreting the data

The idea of this analysis is to provide unbiased, data-driven insights that can help understand the shifting political landscape. Today, it seems that landscape is more volatile than many expected. In recent weeks, we’ve all seen a flurry of activity from both campaigns. Supporters of Harris might argue that this is just a temporary blip, a reaction to recent events that will soon correct itself. And, optimists believe that the Harris campaign has time to regain lost ground. We will have to wait and see if this argument holds water or as others have put forward, whether the Harris campaign has reached its ceiling.

Caution and context

But, now to mention the obvious. This shift in sentiment doesn’t necessarily translate directly to votes. That’s because, without actual ballot results, we’re still in the realm of prediction and analysis. Of course, there will always be exceptions to the rule, and political campaigns are notoriously unpredictable. As so often is the case, they cannot have their cake and eat it too – just like election polls can get it wrong, positive news sentiment doesn’t guarantee electoral victory, but it may be an indicator of things to come.

Trump’s momentum

Now on the subject of momentum, it seems that Trump’s campaign has found its stride at a crucial moment having – some would say – earlier lost steam post assassination attempt. Never one to mince his words, Trump has been capitalising on this shift in public perception. Cynicism is based on the idea that this is just another example of Trump’s ability to dominate news cycles. After a golden period for Harris, the tables appear to have turned.

Media dynamics

Another interesting finding from our analysis is that the volume of election coverage reached its lowest point during this period of significant sentiment change. This time, they are making every headline count. Some say that this is a deliberate strategy to focus media attention when it matters most as some say U.S. election fatigue has well and truly set in.

Challenges for Harris

In all of this, it would seem, that the Harris campaign faces an uphill battle in the final weeks before the election. But how much should we read into this? Well, only time – and votes – will tell. Meanwhile, according to the latest data, early voting has already begun in many states, potentially amplifying the impact of this sentiment shift.

Trump or Harris: Thoughts on the final sprint

As ever, whilst our AI-analysis is perhaps a peek into the mood around the U.S. election sentiment, we must be cautious about drawing too firm conclusions. Whilst our analysis provides a unique window into the evolving narrative of this election, an obvious point to make is that perhaps this shouldn’t be attributed to any single event or statement, but rather a culmination of factors that our AI is uniquely positioned to detect.

Another point to note is that it is not just the overall sentiment that’s changing, but the nuances of how each candidate is perceived on key issues. We all know that Trump is known for his ability to rally his base and dominate media narratives. And the last thing the Harris campaign needs it a last-minute surge to overshadow the real issues at stake in this election – although the possibility is a very real one.

Trump or Harris: Looking ahead

Our news sentiment analysis shows that the issues driving this sentiment shift are complex and multifaceted. But, many expect that the final weeks of the campaign will see even more dramatic swings in public opinion. Building news sentiment for the Harris ticket will take more than just a few good news cycles for the Harris campaign. However, that does not mean the election is decided – far from it. With two weeks to go in the final sprint, there’s still room for manoeuvre.

At Permutable AI, we’re committed to providing unbiased, data-driven insights. Our approach combines cutting-edge AI technology with a deep understanding of both financial markets and political landscapes. By applying the same rigorous methodologies we use in financial analysis to political sentiment, we offer a unique perspective on how public opinion evolves.

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Our approach combines cutting-edge AI technology with deep understanding of both financial markets and political landscapes. We’re excited to announce that our geopolitical data insights like those featured above are being integrated into our powerful Trading Co-Pilot. Register your interest now by emailing enquiries@permutable.ai or fill in the form below.

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As with most things that have been unfolding on the global stage in recent months, we’ve been watching the political soap opera that has been unfolding in the US with great interest at Permutable AI. We have come to expect plenty of exciting twists and turns – along with the rest of the world – wondering what will come next in the now Trump vs Harris presidential race.

In this article, we wanted to share what we’ve found using our artificial intelligence gives quite a strong indication. Our recent AI-driven news sentiment analysis of the now Trump vs Harris battle has given us a very clear view of the current dynamics of the political battle for America.

We’ve applied our news sentiment analysis methodology across 130,231 headlines from 550 US news sources over a three-month period which has revealed a significant shift in media attention and sentiment surrounding the Trump vs Harris showdown. Let’s take a look at some of the key findings of our analysis:

Trump vs Harris: How the political media landscape is shifting 

There’s no question that Harris is emerging as the new darling of the US media with an obvious increase in both the volume and positivity, particularly following her appointment as leader after President Biden’s stepping down. What we’re witnessing right now is irrefutably a real-time transformation of the political media landscape in a big way. The truth is that Vice President Harris has not only increased her media presence but has also become the focal point of overwhelmingly positive coverage.

Trump vs Harris: A once dominant force begins to fade 

So what does this all mean for Donald Trump? Is it time for his to hang up his hat as a dominant force in media coverage? Or could the tides turn once again? For now, our data shows he is experiencing a painful decline in both the quantity and sentiment of his column inches.  His position in dramatically changing with our analysis demonstrating clear and consistent shift in media focus with an obvious preference for Harris in recent coverage. We’re betting on this trend continuing and will be monitoring developments constantly in the run up to the election.

Assassination attempt impact

Remember when we all thought Trump’s ratings would go up after the assassination attempt? This is all changing. Our analysis highlighted a significant spike in media attention and sentiment across US states following an assassination attempt on Trump. However,  unfortunately for Trump, this didn’t result in a sustained increase in positive coverage for the former president. Shortly after, Harris really started making strides with her positive coverage and sentiment.

Trump vs Harris: The new one in charge

One thing above all, there’s little doubt that since assuming leadership, Harris has experienced a substantial increase in media attention. Our data analysis clearly shows not only a rise in the volume of coverage but also a consistently positive sentiment. There’s no question that the transition period played a particularly important part in all of this with Harris’s ascendancy to the top being met with a surge of media interest. That said, the key thing to note here is a a consistent pattern of positive framing around her policy initiatives, public appearances, and leadership style.

The contrast with her predecessor is glaringly obvious. Interesting to note though, where Biden’s media presence was often overshadowed by other political figures or events, Harris seems to be consistently at the forefront of political news. At Permutable AI, we’ll keep on monitoring this hot topic. The question is – how sustainable can Harris’ media honeymoon be? How will it translate into public opinion and, ultimately, electoral support? There’s no questions that the US political landscape is changing fast, but for now, our AI analysis clearly shows Harris firmly in the media driver’s seat.

Looking ahead in the Trump vs Harris battle

With only a matter of months to go until the 2024 US presidential election approaches and things moving rapidly, the implications of this media shift could be a major indication of how the final runway will play out as it continues to pick up steam. But all of this is just the tip of the iceberg. Of course, while media coverage is influential, it’s just one piece of the puzzle that hardens the divide that one must factor in. The true test boils down to how this translates to public opinion and, ultimately, electoral outcomes.

AI and the future of political media analysis

Our use of AI in cutting through the clutter and analyzing media trends is without a doubt a hugely exciting new development for the political ecosystem. As campaigns and analysts increasingly rely on tools and insights like these, we can expect a more nuanced understanding of the relationship between media coverage and political success.

One thing is certain, while the current data suggests a clear advantage for Harris in media coverage, the dynamic nature of politics means that these trends are subject to change. As we approach the 2024 election, we’ll be serving up continued analysis to help you, our readers understand the evolving media landscape and its potential impact on the political arena.

Find out more

Now you’ve had a taste of what our AI-driven sentiment analysis can do, perhaps you’re curious to know what else it can do? If you’re ready to see how these insights can be applied to your own objectives get in touch to discuss in-depth data access, customized analysis across other US data sets or learn how to integrate our AI tools and analysis into your strategy to inform data-driven decision making. Reach out to us at enquiries@permutable.ai – we’d love to hear from you.

Want to know how sentiment has changed since we wrote this? Get our latest findings in our newly released Trump or Harris news sentiment analysis.