Homebuilder stocks were under pressure this week after Toll Brothers issued a warning about a slowdown in the housing market, and an analysis of short interest in the sector suggests there is more pain ahead.

“There has been a recent upswing in short selling in the Homebuilding Sector after short interest in the sector fell by almost a third to $2.96 billion at the end of October,” Ihor Dusaniwsky, managing director of predictive analytics at S3 Partners, a financial technology and analytics firm, wrote in a note on Tuesday.

Rising interest rates have weighed heavily on the group this year, as a jump in borrowing costs traditionally deters first-time home buyers. The Federal Reserve has announced three interest rate hikes so far this year, and eight hikes since late 2015, when the central bank set out to normalize monetary policy following the global financial crisis. As rates have jumped, the XHB, an exchange-traded fund tracking the S&P 500 homebuilders sector, has plunged 21% over the past year.

At the same time, new home sales are declining. The Commerce Department reported last week that new home sales in the US fell 8.9% in October to the lowest level since March of 2016.

Here are the most heavily shorted stocks in the homebuilders sector, according to S3 Partners data.


PulteGroup

Foto: sourceMarkets Insider

Ticker: PHM

Short interest: $747 million

Short interest change in 2018: +$136.2 million

Year-to-date performance: -23%

Source: S3 Partners


Lennar

Foto: sourceMarkets Insider

Ticker: LEN

Short interest: $717 million

Short interest change in 2018: +$368.9 million

Year-to-date performance: -37%

Source: S3 Partners


DR Horton

Foto: D.R. Horton stock price in 2018.sourceMarkets Insider

Ticker: DHI

Short interest: $347 million

Short interest change in 2018: +$144.3 million

Year-to-date performance: -29%

Source: S3 Partners


Tri Pointe Homes

Foto: TRI Pointe Homes stock price in 2018.sourceMarkets Insider

Ticker: TPH

Short interest: $277 million

Short interest change in 2018: +$103.2 million

Year-to-date performance: -34%

Source: S3 Partners


Toll Brothers

Foto: Toll Brothers stock price in 2018.sourceMarkets Insider

Ticker: TOL

Short interest: $235 million

Short interest change in 2018: +$107.1 million

Year-to-date performance: -32%

Source: S3 Partners


LGI Homes

Foto: LGI Homes stock price in 2018.sourcehttps://markets.businessinsider.com/stocks/lgih-stock

Ticker: LGIH

Short interest: $190 million

Short interest change in 2018: +$127.4 million

Year-to-date performance: -46%

Source: S3 Partners


NVR

Foto: NVR stock price in 2018.sourceMarkets Insider

Ticker: NVR

Short interest: $143 million

Short interest change in 2018: +$85.9 million

Year-to-date performance: -28%

Source: S3 Partners


KB Home

Foto: KB Home stock price in 2018.sourceMarkets Insider

Ticker: KBH

Short interest: $94 million

Short interest change in 2018: +$82.3 million

Year-to-date performance: -38%

Source: S3 Partners


TopBuild

Foto: TopBuild stock price in 2018.sourcehttps://markets.businessinsider.com/stocks/bld-stock

Ticker: BLD

Short interest: $83 million

Short interest change in 2018: +$33.3 million

Year-to-date performance: -37%

Source: S3 Partners


Installed Building Products

Foto: Installed Building Products stock price in 2018.sourcehttps://markets.businessinsider.com/stocks/ibp-stock

Ticker: IBP

Short interest: $77 million

Short interest change in 2018: +$8.2 million

Year-to-date performance: -54%

Source: S3 Partners