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    가구방문조사에서 무응답 보정을 위한 파라데이터 활용국제성인역량조사 사례분석을 중심으로 = Using Paradata in Nonresponse Adjustment for a Household Interview Survey Case Study of Survey on Program for the International Assessment of Adult Competencies

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    https://www.riss.kr/link?id=A100325528

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    다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

    We consider the use of level-of-effort(LOE) paradata to model the nonresponse mechanism in survey and to adjust for non-ignorable nonresponse bias. Also we review the call-back model for household interview surveys and unconditional maximum likelihood estimation procedure that was proposed by Biemer et al.(2013). The nonresponse adjust method are then applied and evaluated for a large scale field survey-The Survey on Program for the International Assessment of Adult Competencies(PIAAC). We found that the call-back model based on LOE paradata was effective to reduce the nonresponse bias.
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    We consider the use of level-of-effort(LOE) paradata to model the nonresponse mechanism in survey and to adjust for non-ignorable nonresponse bias. Also we review the call-back model for household interview surveys and unconditional maximum likelihood...

    We consider the use of level-of-effort(LOE) paradata to model the nonresponse mechanism in survey and to adjust for non-ignorable nonresponse bias. Also we review the call-back model for household interview surveys and unconditional maximum likelihood estimation procedure that was proposed by Biemer et al.(2013). The nonresponse adjust method are then applied and evaluated for a large scale field survey-The Survey on Program for the International Assessment of Adult Competencies(PIAAC). We found that the call-back model based on LOE paradata was effective to reduce the nonresponse bias.

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    참고문헌 (Reference)

    1 Wood, A.M, "Using Number of Failed Contact Attempts to Adjust for Nonignorable Non-response" Journal of Royal Statistical Society A 169 : 525 ~ 542, 2006

    2 Biemer, P, "Using Level-of-effort Paradata in Non-response Adjustments with Application to Filed Surveys" Journal of Royal Statistical Society A 176 (Part 1) : 147 ~ 168, 2013

    3 Organisation for Economic Co-operation and Development, "Technical Report of the Survey of Adult Skills(PIAAC)" OECD PIAAC,

    4 Groves, R.M, "Surveys by Telephone: A National Comparison with Personal Interviews" Academic Press, 1979

    5 Little, R.J.A, "Statistical Analysis with Missing Data" Wiley, 2002

    6 Kim, J.K, "Propensity Score Weighting Adjustment with Several Follow-ups" Biometrika 101 : 439 ~ 448, 2014

    7 Groves, R.M, "Nonresponse in Household Interview Surveys" Wiley, 1998

    8 Göksel, H, "Nonresponse Adjustments for a Telephone Follow-up to a National In-person Survey" Journal of Official Statistics 8 : 417 ~ 431, 1992

    9 Drew, J.H, "Modeling Nonresponse in Surveys with Callbacks" Proceedings of the Survey Research Section in American Statistical Association : 639 ~ 642, 1980

    10 Couper, M.P, "Measuring Survey Quality in a CASIC Environment" Proceedings of the Survey Research Section in American Statistical Association : 42 ~ 49, 1998

    1 Wood, A.M, "Using Number of Failed Contact Attempts to Adjust for Nonignorable Non-response" Journal of Royal Statistical Society A 169 : 525 ~ 542, 2006

    2 Biemer, P, "Using Level-of-effort Paradata in Non-response Adjustments with Application to Filed Surveys" Journal of Royal Statistical Society A 176 (Part 1) : 147 ~ 168, 2013

    3 Organisation for Economic Co-operation and Development, "Technical Report of the Survey of Adult Skills(PIAAC)" OECD PIAAC,

    4 Groves, R.M, "Surveys by Telephone: A National Comparison with Personal Interviews" Academic Press, 1979

    5 Little, R.J.A, "Statistical Analysis with Missing Data" Wiley, 2002

    6 Kim, J.K, "Propensity Score Weighting Adjustment with Several Follow-ups" Biometrika 101 : 439 ~ 448, 2014

    7 Groves, R.M, "Nonresponse in Household Interview Surveys" Wiley, 1998

    8 Göksel, H, "Nonresponse Adjustments for a Telephone Follow-up to a National In-person Survey" Journal of Official Statistics 8 : 417 ~ 431, 1992

    9 Drew, J.H, "Modeling Nonresponse in Surveys with Callbacks" Proceedings of the Survey Research Section in American Statistical Association : 639 ~ 642, 1980

    10 Couper, M.P, "Measuring Survey Quality in a CASIC Environment" Proceedings of the Survey Research Section in American Statistical Association : 42 ~ 49, 1998

    11 Dempster, A.P, "Maximum Likelihood from Incomplete Data via the EM Algorithm" Journal of Royal Statistical Society B 39 (Part 1) : 1 ~ 38, 1977

    12 Wagner, J, "Level-of-Effort Paradata and Nonresponse Adjustment Models" Journal of Survey Statistics and Methodology 2 (4) : 410 ~ 432, 2014

    13 Rubin, D.B, "Inference and Missing Data" Biometrika 63 : 581 ~ 592, 1976

    14 Wang, K, "Are Two Feet in the Door Better Than One?: Using Process Data to Examine Interviewer Effort and Nonresponse Bias" Proceeding of Federal Committee on Statistical Methodology Conference,

    15 Politz, A, "An Attempt to Get the ‘Not at Homes’ into the Sample without Callbacks" Journal of American Statistical Association 44 : 9 ~ 16, 1949

    16 Biemer, P, "Advances in Telephone Survey Methodology" Wiley : 587 ~ 617, 2007

    17 Alho, J, "Adjusting for Nonresponse Bias Using Logistic Regression" Biometrika 77 : 617 ~ 624, 1990

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