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&b=ﺪ+7;wG]=~k}QѣɃ|p[5p ߹S\;ܿ]7p'~3]\Y~pl@ON ؇cut׈1ϓmºwݏ!OG 6I0~YG"6^2]n!B^}Rq$ڇB`j*>1q0~ lo Ӻ=|7R#oAP/A?B y}s*8Vb9ܯopT&ݽ/F'_!Nٶj̝wK|7姣 rI{ALY%o| ?X9{V 1:dƗ|G~wOG] _|f?.M[$۳~\Kk؏\.o nn;ʮݦƯ61||{d}~#/VXcg ߟ=|b]/C=Sxp[} LG\kSRڔ4pm'W./H6%uȽS}nhz[?t%KwM~EIn{7kw.-;m`ùXvZe|,7HŜ=o t2ajvԐ VD_M>^{3w#~g}Ushpxur l=w87;{o ף}C28Z;~%pk |bm.+zM  3*W%]9϶[eWbGBrB`z%4b3H|n`3fT33G@C+' A :u7;E'W{@t xcq? l/_Ŀfa"V؇Mt18h=|}Zr7xC'!-vO㟉n'n;v(Mu-.|Yvw9q:*AssYMoY<~Wq ڥD*Ǯ7ֵv8t2|',}j|xE׽ql^|埿;GPfKg !MB0.//؟K~Ւfݳu 3x_&XMEet1f ~y3d{N endstream endobj 22 0 obj << /Type /StructElem /S /Part /P 10 0 R /Pg 7 0 R /K [25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R 35 0 R 36 0 R 37 0 R 38 0 R 94 0 R 46 0 R] >> endobj 23 0 obj << /Type /StructElem /S /Part /P 10 0 R /Pg 8 0 R /K [47 0 R 48 0 R 95 0 R 54 0 R 55 0 R 96 0 R] >> endobj 24 0 obj << /Type /StructElem /S /Part /P 10 0 R /Pg 9 0 R /K [63 0 R 64 0 R 65 0 R 66 0 R 67 0 R 68 0 R 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R] >> endobj 25 0 obj << /Type /StructElem /S /H1 /T (Ethical Issues in Linking Non-Survey Data to Survey Data: A Practical Guide) /E (Ethical Issues in Linking Non-Survey Data to Survey Data: A Practical Guide) /Pg 7 0 R /K [0] >> endobj 26 0 obj << /Type /StructElem /S /H2 /T (INTRODUCTION) /E (INTRODUCTION) /Pg 7 0 R /K [1] >> endobj 27 0 obj << /Type /StructElem /S /H3 /T <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> /E <54686973206775696465206964656E746966696573206574686963616C2069737375657320616E6420706F737369626C6520736F6C7574696F6E7320666F722072657365617263686572732077686F2061726520636F6E7369646572696E6720206C696E6B696E67206E6F6E2D737572766579206461746120746F2073757276657920646174612E204F757220666F637573206973206F6E207265636F72642D6C6576656C206C696E6B696E67206F66206F6E6520706572736F6E90732073757276657920696E7465727669657720746F206E6F6E2D7375727665792064617461207065727461696E696E6720746F207468617420706572736F6E2C20627574207765206469736375737320736F6D6520776179732074686174206167677265676174696E6720746F206F74686572206C6576656C73206F6620646174612063616E2068656C70206D616E61676520736F6D65206574686963616C206368616C6C656E6765732E20> /Pg 7 0 R /K [2] >> endobj 28 0 obj << /Type /StructElem /S /Figure /P 22 0 R /Pg 7 0 R /K [21] >> endobj 29 0 obj << /Type /StructElem /S /H2 /T (UNDERSTANDING NON-SURVEY DATA) /E (UNDERSTANDING NON-SURVEY DATA) /Pg 7 0 R /K [8] >> endobj 30 0 obj << /Type /StructElem /S /H2 /T (WHAT ARE NON-SURVEY DATA? ) /E (WHAT ARE NON-SURVEY DATA? ) /Pg 7 0 R /K [9] >> endobj 31 0 obj << /Type /StructElem /S /H5 /T (Non-survey data generally start outside of a research context. These data can come from a government program, a human service like schooling or health care, or from a commercial activity like a transaction or manufacturing. People also generate non-survey data when they use technology such as cell phone location trackers or social media accounts.) /E (Non-survey data generally start outside of a research context. These data can come from a government program, a human service like schooling or health care, or from a commercial activity like a transaction or manufacturing. People also generate non-survey data when they use technology such as cell phone location trackers or social media accounts.) /Pg 7 0 R /K [10] >> endobj 32 0 obj << /Type /StructElem /S /H4 /T (FINE PRINT) /E (FINE PRINT) /Pg 7 0 R /K [5] >> endobj 33 0 obj << /Type /StructElem /S /P /E (Many legal requirements pertain to data linkage and these requirements change frequently, much more so than many other aspects of survey research. These requirements may be related to who can access non-survey data sources, data privacy laws and rules about data sovereignty, use of linkage information or personally identifying information, or about data storage and archiving.) /Pg 7 0 R /K [6] >> endobj 34 0 obj << /Type /StructElem /S /P /E (This guide addresses ethical issues when there are no legal requirements, or when researchers may want to take precautions beyond what is legally required. We urge researchers using this guide to investigate any laws that may apply to the linkage that you are considering, and also to be especially mindful about whether or not your research could pose risks to vulnerable populations.) /Pg 7 0 R /K [7] >> endobj 35 0 obj << /Type /StructElem /S /H4 /T (FOOTNOTE) /E (FOOTNOTE) /Pg 7 0 R /K [3] >> endobj 36 0 obj << /Type /StructElem /S /P /E <546865726520617265206F746865722069737375657320746861742061726520696D706F7274616E7420746F20636F6E7369646572207768656E206C696E6B696E67206E6F6E2D73757276657920616E64207375727665792064617461208520737563682061732064617461207175616C697479206F66206C696E6B65642066696C6573206F72206C6F676973746963616C206368616C6C656E67657320746F206C696E6B696E67207468617420646F6E90742068617665206574686963616C20696D706C69636174696F6E732C206F7220737461746973746963616C206F7220746563686E6963616C20697373756573206173736F6369617465642077697468206372656174696E6720616E6420776F726B696E672077697468206C696E6B65642066696C6573202D20627574207468697320677569646520646F65736E907420616464726573732074686F73652E20> /Pg 7 0 R /K [4] >> endobj 37 0 obj << /Type /StructElem /S /H2 /T <574841549053205350454349414C2041424F5554204E4F4E2D535552564559204441544120464F5220524553504F4E44454E54533F> /E <574841549053205350454349414C2041424F5554204E4F4E2D535552564559204441544120464F5220524553504F4E44454E54533F> /Pg 7 0 R /K [11] >> endobj 38 0 obj << /Type /StructElem /S /H5 /T (Respondents may not understand:) /E (Respondents may not understand:) /Pg 7 0 R /K [12] >> endobj 39 0 obj << /Type /StructElem /S /H5 /P 97 0 R /T (that a data source exists) /E (that a data source exists) /Pg 7 0 R /K [13] >> endobj 40 0 obj << /Type /StructElem /S /H5 /P 98 0 R /T <746861742061207265736561726368657220636F756C6420747261636B20646F776E206120706572736F6E90732064617461> /E <746861742061207265736561726368657220636F756C6420747261636B20646F776E206120706572736F6E90732064617461> /Pg 7 0 R /K [14] >> endobj 41 0 obj << /Type /StructElem /S /H5 /P 99 0 R /T (that data can be linked to their survey responses) /E (that data can be linked to their survey responses) /Pg 7 0 R /K [15] >> endobj 42 0 obj << /Type /StructElem /S /H5 /P 100 0 R /T (how data could be linked to their survey responses) /E (how data could be linked to their survey responses) /Pg 7 0 R /K [16] >> endobj 43 0 obj << /Type /StructElem /S /H5 /P 101 0 R /T (who can access data about them, how data are accessed, and for how long data can be accessed) /E (who can access data about them, how data are accessed, and for how long data can be accessed) /Pg 7 0 R /K [17] >> endobj 44 0 obj << /Type /StructElem /S /H5 /P 102 0 R /T (what can be learned about individuals by linking non-survey data to survey responses) /E (what can be learned about individuals by linking non-survey data to survey responses) /Pg 7 0 R /K [18] >> endobj 45 0 obj << /Type /StructElem /S /H5 /P 103 0 R /T (what impact linked data could have on an individual, especially if disclosure occurs) /E (what impact linked data could have on an individual, especially if disclosure occurs) /Pg 7 0 R /K [19] >> endobj 46 0 obj << /Type /StructElem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g 7 0 R /K [20] >> endobj 47 0 obj << /Type /StructElem /S /H1 /T (KEY QUESTIONS FOR IDENTIFYING ETHICAL CHALLENGES FOR A SURVEY DATA/NON-SURVEY DATA LINKAGE) /E (KEY QUESTIONS FOR IDENTIFYING ETHICAL CHALLENGES FOR A SURVEY DATA/NON-SURVEY DATA LINKAGE) /Pg 8 0 R /K [0] >> endobj 48 0 obj << /Type /StructElem /S /P /E (As researchers, we have ethical obligations to respondents in how we handle their data. We also have obligations to our fellow researchers and to the audiences who would learn from our research. Here are some questions researchers can ask themselves when planning linkages:) /Pg 8 0 R /K [1] >> endobj 49 0 obj << /Type /StructElem /S /P /P 104 0 R /E (Can respondents be asked to provide consent? Current contact information, financial resources, and elapsed time are all required to gain consent and can be particularly challenging if the survey took place a long time ago.) /Pg 8 0 R /K [2] >> endobj 50 0 obj << /Type /StructElem /S /P /P 105 0 R /E (What did the consent language mean to the respondents? Especially if consent for linkage was collected many years ago, respondents may have reasonably understood the terms and requests differently from how they would be interpreted today. Responsible researchers interpret consent language as respondents would have done at the time of consent.) /Pg 8 0 R /K [3] >> endobj 51 0 obj << /Type /StructElem /S /P /P 106 0 R /E (How accurate will the linkages be? If linking variables are unreliable, or the data to be linked are not clean or suffer from quality issues, the linked data may be flawed. What are the implications for respondents if the linked data are flawed: could they be re-identified or suffer harm? Could flaws in the linked data lead to misleading analyses?) /Pg 8 0 R /K [4] >> endobj 52 0 obj << /Type /StructElem /S /P /P 107 0 R /E (Who has access to the survey data, the linking variables, or the non-survey data to be linked? Does limited data access raise questions about the ethics of linking? Can re-analysis or replication occur given the limited data access?) /Pg 8 0 R /K [5] >> endobj 53 0 obj << /Type /StructElem /S /P /P 108 0 R /E (Could describing the linkage strategy and linked files increase disclosure risk? How we report linkage strategy can be as important to limiting disclosure as the reported estimates themselves. Researchers can be thoughtful about reporting details that increase risk to participants without improving transparency.) /Pg 8 0 R /K [6] >> endobj 54 0 obj << /Type /StructElem /S /Figure /P 23 0 R /Pg 8 0 R /K [15] >> endobj 55 0 obj << /Type /StructElem /S /H1 /T (TOOLS YOU CAN USE: WAYS TO SUCCESSFULLY MANAGE ETHICAL ISSUES) /E (TOOLS YOU CAN USE: WAYS TO SUCCESSFULLY MANAGE ETHICAL ISSUES) /Pg 8 0 R /K [7] >> endobj 56 0 obj << /Type /StructElem /S /P /P 109 0 R /E (Gaining informed consent from respondents to conduct a linkage is a best practice where possible. Many fewer concerns arise when the participants have consented to a specific linkage after understanding the data, how they will be linked, and why they will be linked. ) /Pg 8 0 R /K [8] >> endobj 57 0 obj << /Type /StructElem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g 8 0 R /K [9] >> endobj 58 0 obj << /Type /StructElem /S /P /P 111 0 R /E (How analyses are reported can increase or decrease the chance of harms to respondents. Detailed counts of individuals in small subgroups can give away a lot, while regression coefficients about patterns of behavior can provide research insights with very little risk of harm to respondents. ) /Pg 8 0 R /K [10] >> endobj 59 0 obj << /Type /StructElem /S /P /P 112 0 R /E (Carefully assessing disclosure risk and data quality limitations of linked data lets researchers be sure they can minimize harms to respondents. ) /Pg 8 0 R /K [11] >> endobj 60 0 obj << /Type /StructElem /S /P /P 113 0 R /E (We can document our source data, linkage strategies, and linked data to help our audiences correctly interpret insights from the linkage. Patterns of non-response, missingness, refusal to consent to linkage, or linkage match rates can be especially informative but invisible from most analyses or linked data files unless we make it a point to report them.) /Pg 8 0 R /K [12] >> endobj 61 0 obj << /Type /StructElem /S /P /P 114 0 R /E (Protect the linked data and provide data access to minimize potential harms to respondents but maximize opportunities for equity in future research.) /Pg 8 0 R /K [13] >> endobj 62 0 obj << /Type /StructElem /S /P /P 115 0 R /E (Develop policies for communicating with respondents: is there anything to proactively communicate to them, such as data breaches or actionable health or legal risks revealed by the linked data? What information will be available if a respondent contacts the researcher with questions? Are any remedies available, such as data removal on request?) /Pg 8 0 R /K [14] >> endobj 63 0 obj << /Type /StructElem /S /H1 /T (VIGNETTES) /E (VIGNETTES) /Pg 9 0 R /K [0] >> endobj 64 0 obj << /Type /StructElem /S /P /E (Below are three vignettes intended to illustrate examples of the use of data linkages best practices in different research scenarios.) /Pg 9 0 R /K [9] >> endobj 65 0 obj << /Type /StructElem /S /H2 /T (RECONTACTING RESPONDENTS TO GET LINKAGE CONSENT) /E (RECONTACTING RESPONDENTS TO GET LINKAGE CONSENT) /Pg 9 0 R /K [1] >> endobj 66 0 obj << /Type /StructElem /S /P /E (Trina Patel and her team wish to conduct a study that examines political attitudes by linking survey responses to publicly available social media posts. They would assign users a partisanship score based on their posts and then link this score to survey data that includes information on income levels, occupation, and industry. While the social media data are technically public, Patel and her team recognize that respondents may not have anticipated such linkages when they participated in the survey. In addition, the research team realizes that there may be some disclosure risk to individuals when social media posts are paired with less common jobs. While they are exploring options for de-identifying data and assessing disclosure risk, a member of the research team realizes that the team could try to recontact survey respondents through their social media accounts. Using private outreach to respondents through their social media accounts, the team is able to gain very high rates of respondent consent to link. In addition, the team devises an analytic strategy that reports partisanship data for broad employment categories, ensuring that disclosure risk to respondents is minimized.) /Pg 9 0 R /K [2] >> endobj 67 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 9 0 R /K [10] >> endobj 68 0 obj << /Type /StructElem /S /H2 /T (INTERPRETING PRIOR CONSENT LANGUAGE IN NEW CONTEXTS) /E (INTERPRETING PRIOR CONSENT LANGUAGE IN NEW CONTEXTS) /Pg 9 0 R /K [3] >> endobj 69 0 obj << /Type /StructElem /S /P /E (Dr. Jacobs and his team conducted a survey in 1990 where they secured consent to link survey data to health insurance records. They would now like to link the survey data to electronic health records that would allow analyses of long-term outcomes. None of the original consent language addressed the breadth of content available in electronic health records. Recontact of respondents to gain new consent was not feasible. Jacobs and his team worked with their institutional review board, the data access team for the electronic health records company, and the legal team for the health insurance company originally involved to assess the ethical and legal issues. They jointly reviewed the original consent language, legal developments since then, and customary practices today. They determined that a subset of electronic health records information was consistent with the original consent language and with prevailing standards. The team successfully analyzed this subset of data in conjunction with the survey data to gain valuable insights on long-term health outcomes related to the original survey design.) /Pg 9 0 R /K [4] >> endobj 70 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 9 0 R /K [11] >> endobj 71 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 9 0 R /K [12] >> endobj 72 0 obj << /Type /StructElem /S /H2 /T (REASONABLE AWARENESS) /E (REASONABLE AWARENESS) /Pg 9 0 R /K [5] >> endobj 73 0 obj << /Type /StructElem /S /P /E <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> /Pg 9 0 R /K [6] >> endobj 74 0 obj << /Type /StructElem /S /P /E (Prepared by ϳԹ ad-hoc group on ethics of non-survey linkages: ) /Pg 9 0 R /K [7] >> endobj 75 0 obj << /Type /StructElem /S /P /E (Josiane Bechara, Trent D. 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