Manufacturing industries are highly concentrated geographically, and firms in larger regions are larger and grow faster. We focus our study on the effect played by the agglomeration: producers benefit from the existence of nearby producers. Empirically, this paper uses Chinese Census of Industries data to provide evidence of region-size premium on entrant number, sales and sales growth rate, and a changing industrial concentration. Theoretically, this paper builds a dynamic model where firms make location choices, and the agglomeration effect determines how fast firms update their technology. In the calibration, we infer natural advantage changes from observed entrant shares and identify the model-based agglomeration effect using the correlation between the average sales growths and entrant share growths. We simulate the model to match China's entrant share changes from 1998 to 2007. Quantitatively, we show that agglomeration effects can explain one-fourth of the firm-level productivity growth, one-eighth of the sales growth, and two-thirds of the average productivity difference in the largest regions (5th quantile) versus the smallest regions (1st quantile).