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Macros for Managing Messy Data: Handling Duplicate Study Participants, and Making Fuzzy Matches Across Multiple Data Sets. Jefferson L. Wood, Dennis G. Fisher, Grace L. Reynolds, & Lucy E. Napper
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We want to ensure that only students, staff, and administrative personnel participate in the study, and when multiple data sets are being analyzed, each data set is assigned to a different participant. We want to limit the number of participants in the data sets and the number of unique participants in each set to three. In the case where a single participant is from different data sets, we make sure to not identify that individual in any of the data sets, and we also attempt to limit the effect of the participant from the other data sets across different participants. We ask researchers to provide us with the following information in order to ensure that only students, staff, and administrative personnel participate. A valid email address. A valid first and last name. A valid Social Security number. The last two characters of the date of birth must match those of the participant. Dating and Registration Dates. Participants can be identified as either students or staff or administrative personnel. You can choose either a student or a staff or administrative participant. We require both an email address and a US zip code for all email addresses or US zip codes. The student/staff/administration participant must be at least 18 years old or have a valid I.D. If email addresses or United States zip codes are provided, participants must provide a valid name and date of birth for a student/staff/administration participant in order to participate. We also require the participant(s) provided to provide their Social Security number (including dates of birth), as well as an email address to verify their identity. We require both an email address and a United States zip code for all email addresses or United States zip codes. The student/staff/administration participant must be at least 18 years old or have a valid I.D. If email addresses or United States zip codes are provided, participants must provide a valid name and date of birth for a student/staff/administration participant in order to participate. We also require the participant(s) provided to provide their Social Security number (including dates of birth), as well as an email address to verify their identity. Participants are asked for a “study date” before they are allowed to be on the mailing list. For example, if a participant signs up for a study in September but does not provide researchers with a study date, his/her study entry will remain on the mailing list for October.

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