To address the poor suppression efficacy and limited mechanical properties enhancement of traditional dust suppressants in relation to construction dust, this study adopted polymer blending to prepare binding agent SA-PVA-CMC (SPC) utilizing sodium alginate (SA), polyvinyl alcohol (PVA), and carboxymethyl cellulose (CMC). Using a response surface methodology, the optimal mass concentrations of SPC, dodecyl dimethyl betaine (BS-12), and carboxymethyl chitosan (CMCS) were determined to be 0.317 %, 0.197 %, and 0.626 %, respectively, and a novel dust suppressant (SPC/CMCS/BS-12) was developed. The performance testing revealed the outstanding capabilities of the dust suppressant in binding, wetting, water retention, and moisture absorption. Dust treated with SPC/CMCS/BS-12 attained a compressive strength of 313.93 kPa, experiencing only a 2.73 % wind erosion rate under strong wind conditions (12 m/s). Furthermore, the dust suppressant achieved an 86.67 % efficiency in removing respirable dust and up to 93.21 % for total dust. The hydrogen bonding between polymer molecular chains and the adsorption between SPC/CMCS/BS-12 and the surface of construction dust enhance the mechanical properties of the construction dust.