By Bradley Hope And Telis Demos 

BATS Global Markets Inc., one of the country's three big stock-exchange operators, is preparing to replace its chief executive officer as it lays the groundwork to take another stab at an IPO, according to people familiar with the matter.

Chris Concannon, a former executive at the high-speed trading firm Virtu Financial LLC who joined BATS as president in December, is expected to be appointed as CEO as early as this summer, the people said. Longtime incumbent CEO Joseph Ratterman would become chairman of the company's board of directors, they said.

The IPO discussions come nearly three years after BATS, based in Lenexa, Kan., flubbed its first attempt at an IPO. In March 2012, the company canceled its offering after a software glitch sent its shares plunging to just a few cents in the opening moments of trading on its own exchange. In the aftermath, Mr. Ratterman, 48 years old, was stripped of his chairman title.

In an apparent sign of the continued effects of the failed IPO, BATS is considering listing its shares on the New York Stock Exchange or Nasdaq rather than trying again to list on its own exchange, the people said.

Mr. Concannon, 47, also has served as an executive of Nasdaq OMX Group Inc. He is generally seen as a respected market-structure expert who could pitch the company to investors, the people said. Mr. Ratterman decided to hand over the reins of BATS to spend more time on his charitable projects in Kansas City, the people said.

Once BATS decides to restart the IPO process, the company could list shares as early as the first quarter of 2016, the people said. BATS hasn't filed documents with the Securities and Exchange Commission that are necessary before planning an offering, the people said.

"We are absolutely not planning an IPO," a BATS spokesman said.

One reason BATS is now considering an IPO is the recent share-price performance of other exchange operators, people familiar with the company's thinking said. In the past six months, CME Group Inc., Intercontinental Exchange Inc., and Nasdaq OMX have rallied at least 17% each, well above the 7% rise in the S&P 500 index in that time. Shares of Nasdaq, which operates a mix of exchanges most similar to BATS, touched a record high earlier this month.

Among the original impetuses for an IPO was the need of the estate of then-defunct Lehman Brothers to cash out its stake in the exchange as it sought to repay creditors. In 2013, private-equity firms Spectrum Equity and TA Associates bought Lehman's stake. BATS's other owners include investment banks and other clients of the exchange, according to its 2012 IPO prospectus.

BATS was founded in 2005 by Dave Cummings, an early pioneer in using computers to trade stocks, to take on the then-dominant NYSE and Nasdaq exchange operators. Mr. Cummings pulled together support from the country's biggest broker dealers to launch BATS, which stands for "Better Alternative Trading System."

Last year, BATS completed its acquisition of Direct Edge Holdings LLC, another exchange operator. After the merger, BATS has consistently ranked as the second-largest exchange operator in the U.S. by number of shares traded.

BATS took its first step into the growing currency-trading market in January with its acquisition of the Hotspot FX trading venue from KCG Holdings Inc. for $365 million. The deal is expected to close in the second quarter.

Expanding its currency-trading business is part of the company's plans to diversify its revenue and broaden its offerings to include other asset classes. The global foreign-exchange market sees roughly $5.3 trillion of average daily trading.

The company also is interested in the fixed-income market, Mr. Concannon said in an interview last year.

Also in January, BATS agreed to pay $14 million to settle allegations from the SEC that it failed to disclose to investors important information about how its markets worked. It was the highest fine ever levied by a regulator against a stock exchange.

William O'Brien, Direct Edge's former president, was forced to resign from BATS in July in part because of his difficult relationship with the SEC, The Wall Street Journal reported last month.

"While I will not comment on the details regarding my departure from BATS, any suggestion that I was unhelpful--deliberately or otherwise--regarding an SEC investigation is completely without merit," Mr. O'Brien said in January.

A BATS spokesman said at the time, "There's no evidence that Bill O'Brien's relationship with the SEC had any negative impact on the case."

Write to Bradley Hope at bradley.hope@wsj.com and Telis Demos at telis.demos@wsj.com

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