What happened 

Shares of specialty materials maker Allegheny Technologies Incorporated (ATI 0.73%) jumped 36.4% in January, according to data provided by S&P Global Market Intelligence, after the company showed more financial improvement than investors expected. And with hope that the economy is in good shape and infrastructure spending is going to increase, there's hope that the future is bright. 

So what 

Fourth-quarter sales jumped 7.7% from a year ago but the most significant improvement was swinging from a $52.9 million loss a year ago to a $3.9 million loss last quarter before special items. Market trends are starting to be less of a headwind for Allegheny's business and cost-cutting is helping the bottom line. 

Molten metal being poured in a foundry.

Image source: Getty Images.

The notable figure was a 9% increase in aerospace and defense sales to $1.59 billion, offsetting 48% and 37% declines in sales to oil and gas and electrical energy markets, respectively. This is emblematic of the industry trends over the last year, but there may be some light ahead given rising energy prices and drilling heading into 2017. So, there could be even more operating improvement ahead. 

Now what 

We can see clearly that operations are improving and that should continue in 2017. But analysts are only expecting earnings of $0.70 per share this year, meaning the stock trades at 31 times forward earnings, a steep price for speculative earnings growth. While I'm bullish on the company's improved performance, I'm also hesitant about shares rising too far too fast. A recession could swing the company to losses again, and I'm not ready to pay a premium for a still-recovering stock. That's why I'll leave this bounce alone, for now.