Posts Tagged 'Trump'

6.5/7 US presidential elections predicted from language use

I couldn’t do a formal analysis of Trump/Clinton language because Trump didn’t put his speeches online — indeed many of them weren’t scripted. But, as I posted recently, his language was clearly closer to our model of how to win elections than Clinton’s was.

So since 1992, the language model has correctly predicted the outcome, except for 2000 when the model predicted a very slight advantage for Gore over Bush (which is sort of what happened).

People judge candidates on who they seem to be as a person, a large part of which is transmitted by the language they use. Negative and demeaning statements obviously affect this, but so does positivity and optimism.

Voting is not rational choice

Pundits and the media continue to be puzzled by the popularity of Donald Trump. They point out that much of what he says isn’t true, that his plans lack content, that his comments about various subgroups are demeaning, and so on, and so on.

Underlying these plaintive comments is a fundamental misconception about how voters choose the candidate they will vote for. This has much more to do with standard human, in the first few seconds, judgements of character and personality than it does about calm, reasoned decision making.

Our analysis of previous presidential campaigns (about which I’ve posted earlier) makes it clear that this campaign is not fundamentally different in this respect. It’s always been the case that voters decide based on the person who appeals to them most on a deeper than rational level. As we discovered, the successful formula for winning is to be positive (Trump is good at this), not to be negative (Trump is poor at this), not to talk about policy (Trump is good at this), and not to talk about the opponent (Trump is poor at this). On the other hand, Hillary Clinton is poor at all four — she really, really believes in the rational voter.

We’ll see what happens in the election this week. But apart from the unusual facts of this presidential election, it’s easy to understand why Trump isn’t doing worse and Hillary Clinton isn’t doing better from the way they approach voters.

“It’s going to be really great”

Donald Trump continues to be the poster child for our election-winning-language  model: high positive language, as little negative language as possible, and appeals to policy goals without getting into details. The media and pundits are tearing their hair out because he refuses to talk about specifics but, as we predict, it’s working! (Interestingly, I went back and looked at Perot’s language in the 1992 election, and he had more or less the same patterns — and he led the party contenders in national polls for a period in 1992.)

What the media and pundits don’t realise is that incumbent presidents running for a second term use language very similar to Trump’s. It’s just that, with a first-term track record, it’s not as glaringly obvious, and they don’t notice.

Trump’s continuing success

As I posted earlier, our study of previous successful presidential candidates shows that success is very strongly correlated with a particular language model, consisting of:

  • Uniformly positive language
  • Complete absence of negative language
  • Using uplifting, aspirational metaphors rather than policy proposals, and
  • Ignoring the competing candidates

Trump presumably polls well, to a large extent, because he uses this language model (not so much ignoring of the competing candidates recently, but maybe that’s the effect of a primary). This language pattern tends to be used by incumbent presidents running for re-election, and seems to derive from their self-perception as already-successful in the job they’re re-applying for. Trump, similarly, possesses huge self confidence that seems to have the same effect — he perceives himself as (automatically, guaranteed) successful as president.

The dynamic between the successful self-perception issue and the competence issue was hard to separate before; and we’ve used ‘statesmanlike’ to describe the model of language of electoral success. All of the presidential incumbents whom we previously studied had a self-perception of success and a demonstrated competence and we assumed that both were necessary to deploy the required language comfortably and competently. Trump, however, shows that this isn’t so — it’s possible to possess the self-perception of success without the previously demonstrated competence. In Trump’s case, presumably, it is derived from competence in a rather different job: building a financial empire.

The media is in a frenzy about the competence issue for Trump. But our language model explains how it is possible to be popular among voters without demonstrating much competence, or even planned competence, to solve the problems of the day.

Voters don’t care about objective competence in the way that the media do. They care about the underlying personal self-confidence that is revealed in each candidate’s language. The data is very clear about this.

It may even be the rational view that a voter should take. Presidents encounter, in office, many issues that they had not previously formulated a policy for, so self-confidence may be more valuable than prepackaged plans. And voters have learned that most policies do not get implemented in office anyway.

It’s silly to treat Trump as a front runner when no actual vote has yet been cast. But it wouldn’t be surprising if he continues to do well for some time.  Of the other candidates, only Christie shows any sense of the use of positive language but, as a veteran politician, he cannot seem to avoid the need to present policies.

Results from second Republican debate

Regular readers will know that, especially in a crowded marketplace, politicians try to stand out and attract votes by presenting themselves in the best possible light that they can. This is a form of deception, and carries the word-use signals associated with deception, so it can be measured using some straightforward linguistic analysis.

Generally speaking, the candidate who achieves the highest level of this persona deception wins, so candidates try as hard as they can. There are, however, a number of countervailing forces. First, different candidates have quite different levels of ability to put on this kind of persona (Bill Clinton excelled at it). Second, it seems to be quite exhausting, so that candidates have trouble maintaining it from day to day. Third, the difficulty depends on the magnitude of the difference between the previous role and the new one that is the target of a campaign: if a vice-president runs for president, he is necessarily lumbered with the persona that’s been on view in the previous job; if not, it’s easier to present a new persona and make it seem compelling (e.g. Obama in 2008). Outsiders therefore have a greater opportunity to re-invent themselves. Fourth, it depends on the content of what is said: a speech that’s about pie in the sky can easily present a new persona, while one that talks about a candidate’s track record cannot, because it drags the previous persona into at least the candidate’s mind.

Some kinds of preparation can help to improve the persona being presented — a good actor has to be able to do this. But politicians aren’t usually actors manqué so the levels of persona deception that they achieve from day to day emerge from their subconscious and so provide fine-grained insights into how they’re perceiving themselves.

The results from the second round of debates are shown in the figure:


The red and green points represent artificial debate participants who use all of the words of the deception model at high frequency and low frequency respectively.

Most of the candidates fall into the band between these two extremes, with Rand Paul with the lowest level of persona deception (which is what you might expect). The highest levels of deception are Christie and Fiorina, who had obviously prepped extensively and were regarded as having done well; and Jindal, who is roughly at the same level, but via completely different word use.

Comparing these to the results from the first round of debates, there are two obvious changes: Trump has moved from being at the low end of the spectrum to being in the upper-middle; and Carson has moved from having very different language patterns from all of the other candidates to being quite similar to most of them. This suggests that both of them are learning to be better politicians (or being sucked into the political machine, depending on your point of view).

The candidates in the early debate have clustered together on the left hand side of the figure, showing that there was a different dynamic in the two different debates. This is an interesting datum about the strength of verbal mimicry.

Republican candidates’ debate: persona deception results

Here are results from the first Republican debate, combining the early and prime-time material into a single corpus.

There’s more detail about the theory in the previous post, but the basic story is: an election campaign is a socially sanctioned exercise in deception; factual deception is completely discounted and so doesn’t matter, but the interesting question is the deception required of each candidate to present themselves as better than they really are; and the candidate who can implement this kind of deception best tends to be the winner. Note that, although deception often has negative connotations, there are many situations where it is considered appropriate, allowed, or condoned: negotiation, dating, selling and marketing — and campaigns are just a different kind of marketing. Sometimes this is called, in the political context, “spin” but it’s really more subtle than that.

The basic plot show the variation in level of deception, aggregated over all of the turns by each candidate during the debate. The line is the deception axis; the further towards the red end, the stronger the deception. Other variation is caused by variations in the use of different words of the model — different styles.


These results aren’t terribly surprising. Both Fiorina and Huckabee have broad media experience and so are presumably good at presenting a facade appropriate to many different occasions (and no wonder Fiorina is widely regarded as having “won” the early debate). Trump has low levels of deception — that’s partly because he doesn’t bother with a facade, and partly because the more well-known a person is, the harder it is to successfully present a different facade.

Note, again unsurprisingly, that Carson, while in the middle of the pack on the deception axis, has quite different language patterns from any of the others. That’s partly opportunity — he wasn’t asked the same kind of questions — but partly not being a professional politician.

deceptdocszoomThis figure zooms in to show the structure of the pack in the centre. There isn’t a lot of difference, which reinforces the takeaway that these debates didn’t make a lot of different, positively or negatively, for most of the candidate.

The contributions of language to the ranking can be looked at by drilling down into this table:

wordpatternThe rows are candidates in alphabetical order (Fiorina 5, Huckabee 8, Perry 13, Trump 15), the columns are 42 of the words of the deception model that were actually used in decreasing order of overall frequency, and the blocks are darker in colour when a word used by a candidate makes a greater contribution to the model. The top words were: I, but,  going,  my,  me, or, go, take, look, lead, run, rather, without, move, and hate. So Huckabee’s high score comes primarily from low use of first-person singular pronouns, while Fiorina’s comes from heavier use of lower-ranked words that most others didn’t use. There are qualitative similarities between Fiorina’s language and Carson’s (row 2).

In previous presidential election campaigns, the candidate who managed to present the best facade in the strongest way was the winner.

A separate question is: what kind of facade should a candidate choose? We have empirical results about that too. A winning persona is characterised by: ignoring policy issues completely, ruthlessly eliminating all negative language, using plenty of positive language, and ignoring the competing candidates. Although, at one level, this seems obvious, no candidate and no campaign can bring themselves to do it until their second presidential campaign. But not only does it predict the winner, the margin of victory is also predictable from it as well.