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market trade price trading result order volume industry customer stock fi rms announcement trader amsterdam difference table sub-optimal interval value model dutch factor level customer fl ow number employee sample audretsch study inventory return volatility 0.01 information productivity compensation market makers minute employee compensation paper increase share innovation option pattern firm size journal correlation maker scale nonannouncement days spread state airline figure exchange growth interest announcement days factor differentials method period change netherland estimate future structure liquidity nonannouncement signi splitting orders overlap manufacturing component interest rates disadvantage arbitrage american differential labor