A motion artifact reduction apparatus and method of using a motion artifact reduction apparatus are provided. A general aspect of a motion artifact reduction apparatus includes at least one of a plurality of sensors and at least one sleeve body with a first end and a second end. The motion artifact reduction apparatus further includes a means for removably attaching the first end and the second end to each other and at least one sensor port disposed within the at least one sleeve body. The motion artifact reduction apparatus further includes an adhesive layer disposed around the sensor port, wherein the motion artifact of the at least one of a plurality of sensors may be reduced by attaching the first end and the second end of the sleeve body to each other and by the contact of the adhesive layer to the user's body at a desirable location.