+

Cookies on the Business Insider India website

Business Insider India has updated its Privacy and Cookie policy. We use cookies to ensure that we give you the better experience on our website. If you continue without changing your settings, we\'ll assume that you are happy to receive all cookies on the Business Insider India website. However, you can change your cookie setting at any time by clicking on our Cookie Policy at any time. You can also see our Privacy Policy.

Close
HomeQuizzoneWhatsappShare Flash Reads
 

A JPMorgan bot analyzed 14,000 Trump tweets and found they have a 'significant' impact on markets

Sep 9, 2019, 17:17 IST

President Donald J. Trump stops to talk to reporters and members of the media as he departs on the South Lawn at the White House on Wednesday, Aug 21, 2019 in Washington, DC.Jabin Botsford/The Washington Post via Getty Images

Advertisement
  • JPMorgan's new "Volfefe" index tracks the impact of Trump's tweets on markets.
  • "We can train a classifier to infer how likely each tweet is to move markets," JPMorgan said in a note to clients.
  • Certain words had more of an effect on markets, including China, trade, and Mueller.
  • "A broad swath of assets from single-name stocks to macro products have found their price dynamics increasingly beholden to a handful of tweets from the commander in chief."
  • View Markets Insider's homepage for more stories.

JPMorgan created a tracker to monitor the impact of Trump's tweets on markets, and the bank said it found "strong evidence" that the president's tweets "increasingly moved US rates markets immediately after publication."

The "Volfefe Index" created by the bank analyzed more than 10,000 of Trump's tweets since he took office, with the aim of measuring their impact on rates volatility. The bank found "the effect of tweets on the market is a real one."

"We can use this dataset to performed a supervised machine learning exercise - specifically we can train a classifier to infer how likely each tweet is to move markets," the JPMorgan report said in a note dated September 6.

While the bot's "utility in scoring any given tweet is somewhat limited," but the bank said the findings allow it to "construct statistical aggregates - a Twitter-vol index - with which to monitor and quantify shifts in the market environment."

The bank found Trump had been increasingly tweeting about "market-moving topics," mainly in trade and monetary policy.

Advertisement

As a result, JPMorgan said: "A broad swath of assets from single-name stocks to macro products have found their price dynamics increasingly beholden to a handful of tweets from the commander in chief."

JPMorgan also said that Trump has been averaging more than 10 tweets a day, which came to roughly 14,00 tweets since taking office.

JPMorgan

But it said that the president since late 2018, which also happens to be in line with the trade war escalating, has been upping the number of tweets each day. The bank said: ""Market moving tweets' have ballooned in frequency this August."

JPMorgan also noted that his "market-moving" tweets were less popular in terms of likes or retweets, but also they tended to contain the same keywords: China, billions, dollar, tariffs and trade. The bank also said that tweets containing Mueller were categorized as market moving.

Advertisement

"We can move toward a rough estimate of how much these market-moving tweets have pushed up volatility pricing in the swaptions market," JPMorgan said. "This index can explain a measurable fraction of moves in implieds, particularly in shorter tails (2-year rates, and 5-year rates, as opposed to 10-year rates)."

The index could also be applied to currency and equity markets, JPMorgan said.

Recently, Trump was accused of attempting to move stock markets. Trump has also consistently ripped into Jerome Powell and the Federal Reserve to push for lower interest rates.

JPMorgan

Advertisement

See More: It looks like Trump lied about the trade war to boost stock markets - his bluster may soon start falling on 'deaf ears'

NOW WATCH: Here's why all hurricanes spin counterclockwise in the northern hemisphere

You are subscribed to notifications!
Looks like you've blocked notifications!
Next Article