What is the effect of the number of allowances on tax withholding?

With an increasing number of allowances, the taxes withheld each paycheck will be reduced, which will reduce any tax refund and/or increase the amount owed to the IRS. Conversely, decreasing the number of allowances will increase any tax refund or reduce the amount owed at the end of the tax year.