This thesis describes a data-driven technique for estimating the multijet
background to Supersymmetry (SUSY) searches with no leptons using the
ATLAS detector at the Large Hadron Collider. The technique is used to
estimate multijet distributions in SUSY signal and control regions with
1 fb−1of √s = 7 TeV data collected by ATLAS in 2011. The systematic
uncertainty on the estimates is reduced with the development and use of
novel event shape triggers. Multijet estimates provided from the technique
developed in this thesis are used by the ATLAS collaboration in several
different SUSY searches.