In analyzing Machine shop Hi Tech errors tabulated by Shift and Machine, what conclusion can be drawn from the chi-square statistic and its comparison with the critical value?

a) The chi-square statistic 3.085 exceeds the critical value 23.68, failing to reject H0.
b) The p-value 0.074 < α is significant evidence against H0, rejecting H0, and action is needed to improve machine errors.
c) The p-value 0.018 < α is significant evidence against H0, rejecting H0, and action is needed to improve machine errors.
d) None of the answers match my chi-square results.