from the Survey of Income and Program Participation (SIPP) matched to administrative earnings records from the Social … understated the potential efficacy of income support programs to improve child well-being. Further, policy makers should take into … account the attenuation bias when comparing studies that use different time spans to measure parental income. Using 7 year …