Anirban Basu, "Estimating Person-Centered Treatment (PeT) Effects using Instrumental Variables: An Application to Evaluating Prostate Cancer Treatments", Journal of Applied Econometrics, Vol. 29, No. 4, 2014, pp. 671-691. This study used the linked SEER-Medicare database (http://healthservices.cancer.gov/seermedicare/). The data are confidential and can be purchased after signing a data-use agreement. The dataset used for this study is called the 'pedsf' file from the SEER-Medicare database for patients diagnosed with prostate cancer. The specific inclusion/exclusion criteria used for this study are described below: Criteria Excluded Total Patients on the PEDSF file (1995-2005 diagnosis) 220,049 Site1 is not 619 15,028 205,021 First diagnosis is after 2002 1,557 203,464 Not eligible to both Part A & Part B or eligible for HMO for 1 year before diagnosis and the entire follow-up period. 115,127 88,337 Age >=66 & <=89 5,057 83,280 Restrict to first diagnosis of cancer (multsite="1") 32 83,248 No. of primary side on first diagnosis =1 (numprims="01") 8,470 74,778 Restrict to clinically localized stage (tstage in ("1", "2")) 11,949 62,829 Medicare status code (med_stcd="10") 183 62,646 ESRD (chr_esrd=="0") 33 62,613 Seq1 (seq1="00") 1,893 60,720 Choose surgery with radiation therapy 1,413 59,307 Did not chose surgery or active surveillance 32,781 26,526 Unknown death flag (dod_flg in (0", "1")) 23 26,503 Must survive at least 6 months from diagnosis 350 26,153 Unknown grade 69 26,084 Unknown race 255 25,829 Unknown zip-code level characteristics 744 25,085 Less than two PSA tests on active surveillance in year following diagnosis 7,201 17,884 Drop if diagnosis year =1995 1,974 15,910 Lack of CMS activity 2 15,908 HRRs do not have enough patients to calculate IV rates 2,413 13,495 Since patients' residence zipcode is considered to be a restricted variable, it is not released with the public version of the dataset. We manually requested the release of the zipcode information by writing to each PI of the SEER registries and obtaining their permissions.