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No---that would mean less tax withheld from your paychecks.
In my experience, having a higher allowance number reduces the taxes taken out of a paycheck. The reason for this is that when you file Fed/State taxes, your higher dependent count causes your standard deduction to increase also. The greatest withholding for Fed & State comes when you have zero & zero allowances.
So, you noticed that if you have 2 or 3 for federal and state u have a bigger pay stub but your refund is lower and if we have 0 for both our refund is higher?
Yes. That is how that works. If you have more allowances, you have less withheld and a lower refund (or possibly a higher tax due).
If you are sure that there will be no changes and ALL income is accounted for when having all the allowances, it will not be an issue. However, if you have two jobs or a married couple with 2 jobs and you both are taking multiple allowances, it is possible that too little will be withheld resulting in a tax due at the end of the year. So, be sure that you account for ALL income when filling out your W4 or state tax withholding form.