Research conducted by Darya Yuferova named “Financial market liquidity: a broad perspective”, concluded that 25% of high-frequency traders on the Tokyo Stock Exchange are already active before it opens. High-frequency traders appear to play an important role in the determination of the opening prices and liquidity, in both the pre-opening time as in the subsequent call-auction.