A method for preparing polymer microparticles with a reduced initial burst, and the polymer microparticles prepared thereby, the method including: contacting polymer microparticles with an alcohol aqueous solution, the polymer microparticles prepared thereby, and use for drug delivery of the polymer microparticles.