look for multicollinearity by....
- checking correlation tables - look for high correlations between the IVs (e.g. r>.7)
- look at your VIF and tolerence stats. From memory I think you should have a VIF close to 1 and definitely not as high as 10, and tolerance shouldn't be below .2
And avoid using stepwise method