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題名 在抽樣調查中運用追蹤樣本對無反應所產生偏誤的修正探討
作者 許石山
貢獻者 鄭宇庭
許石山
關鍵詞 無反應
追蹤調查
NON RESPONSE
follow-up
日期 2004
上傳時間 2009-09-14
摘要 抽樣調查是統計學很重要的一部份,抽樣方法恰當與否關係著調查結果的成敗,然而無反應卻是一個很棘手的問題。基於成本考量,一般都會假設其對估計結果不會造成太大的影響,然而事實證明,在很多時候無反應的確會影響到估計結果的準確度,準確度的高低必需與真實母體參數值做比較,我們較難取得真實母體的資訊,所以我們使用模擬的方式在不同情況下來證實使用二次訪問(也就是追蹤調查)其估計結果的準確度較一般訪問(不進行二次訪問)的準確度高出許多。這個結果在某些情況下是特別明顯的,當有反應者與無反應其所包含的資訊差異很大且無反應的比重較高時,一般訪問的估計結果偏誤情況會比二次訪問的估計結果偏誤嚴重。
      針對無反應問題,許多學者提出一些補救的方法,例如加權法、插補法等等,然而至今沒有一個較明確且通用的方法可以有效改善無反應的偏誤問題,造成無反應的原因很多,我們只能針對這些可知的原因加以修正調查方式或內容;我們也不能假設有反應者與無反應者所代表的資訊會很相近,進而宣稱“可以只用有反應的樣本來估計母體參數並不會造成太大的偏誤”,我們只能從反應率方面著手來降低偏誤情況,提高反應率是我們可以努力的方向,從開始設計問卷到最後實施調查,中間很多環節都會直接或間接影響到反應率,我們只要針對這些環節多加考慮、規劃,盡可能免除會造成無反應的因素,相信對最後的反應率提高是很有幫助的。另一方面,追蹤訪問也是一個提高反應率的有效方法,針對第一次無反應的有效樣本再次進行重新訪問,如此也可以使偏誤降低,本研究著重在不同情況下進行二次訪問的效率探討及比較。
參考文獻 伊慶春、蘇碩斌 (1995) 「無作答之分析」,章英華、傅仰止、瞿海源(編),社會調查與分析。 台北:中央研究民族學研究所。
林彩玉 (2000) 「敏感性問題之無反應因素探究-以收入與投票意向為例」碩士論文-國立政治大學統計學研究所
洪永泰 (1986) 「抽樣調查中訪問失敗的問題和各種補救辦法的比較」台北市 行政院國科會科資中心
翁森棋 (1981) 「無反應誤差之研究」碩士論文-國立中央大學統計研究所
廖勇柏 (1989) 「問卷調查中無反應誤差之研究」碩士論文--國立臺灣大學試驗統計組
廖彩杏 (2004) 「民意調查中項目無反應成因之探討」碩士論文-國立中正大學政治學研究所
趙民德、謝邦昌 (1999) 「抽樣理論和實務」探索真相,台北曉園
劉義周 (1985) 「調查研究中『不知道』選項問題之分析」,國立政治大學學報第五十二期:65-90。
劉義周 (1996) 調查研究中的「不知道」與中間態度選項之研究。國科會專題研究計畫成果報告。
樓永堅 (1999) 「問題次序的訪答效應之初探」,中研院調查研究第七期:5-31。
瞿海源 (1993) 「台灣社會階層研究敘介」,中央研究院民族所:兩岸三地社會學的發展與交流研討會論文。
瞿海源 (1995) 「訪員背景及人格特質對問卷訪談的影響」,章英華、傅仰止、瞿海源(編),社會調查與分析。台北:中央研究民族學研究所。
蘇儀修 (1997) 「利用多變量邏輯斯迴歸調整項目不回覆偏差 」碩士論文--東海大學統計學研究所
英文部分
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描述 碩士
國立政治大學
統計研究所
92354028
93
資料來源 http://thesis.lib.nccu.edu.tw/record/#G0092354028
資料類型 thesis
dc.contributor.advisor 鄭宇庭zh_TW
dc.contributor.author (作者) 許石山zh_TW
dc.creator (作者) 許石山zh_TW
dc.date (日期) 2004en_US
dc.date.accessioned 2009-09-14-
dc.date.available 2009-09-14-
dc.date.issued (上傳時間) 2009-09-14-
dc.identifier (其他 識別碼) G0092354028en_US
dc.identifier.uri (URI) https://nccur.lib.nccu.edu.tw/handle/140.119/30891-
dc.description (描述) 碩士zh_TW
dc.description (描述) 國立政治大學zh_TW
dc.description (描述) 統計研究所zh_TW
dc.description (描述) 92354028zh_TW
dc.description (描述) 93zh_TW
dc.description.abstract (摘要) 抽樣調查是統計學很重要的一部份,抽樣方法恰當與否關係著調查結果的成敗,然而無反應卻是一個很棘手的問題。基於成本考量,一般都會假設其對估計結果不會造成太大的影響,然而事實證明,在很多時候無反應的確會影響到估計結果的準確度,準確度的高低必需與真實母體參數值做比較,我們較難取得真實母體的資訊,所以我們使用模擬的方式在不同情況下來證實使用二次訪問(也就是追蹤調查)其估計結果的準確度較一般訪問(不進行二次訪問)的準確度高出許多。這個結果在某些情況下是特別明顯的,當有反應者與無反應其所包含的資訊差異很大且無反應的比重較高時,一般訪問的估計結果偏誤情況會比二次訪問的估計結果偏誤嚴重。
      針對無反應問題,許多學者提出一些補救的方法,例如加權法、插補法等等,然而至今沒有一個較明確且通用的方法可以有效改善無反應的偏誤問題,造成無反應的原因很多,我們只能針對這些可知的原因加以修正調查方式或內容;我們也不能假設有反應者與無反應者所代表的資訊會很相近,進而宣稱“可以只用有反應的樣本來估計母體參數並不會造成太大的偏誤”,我們只能從反應率方面著手來降低偏誤情況,提高反應率是我們可以努力的方向,從開始設計問卷到最後實施調查,中間很多環節都會直接或間接影響到反應率,我們只要針對這些環節多加考慮、規劃,盡可能免除會造成無反應的因素,相信對最後的反應率提高是很有幫助的。另一方面,追蹤訪問也是一個提高反應率的有效方法,針對第一次無反應的有效樣本再次進行重新訪問,如此也可以使偏誤降低,本研究著重在不同情況下進行二次訪問的效率探討及比較。
zh_TW
dc.description.tableofcontents 目 錄
     第一章 前言...................................................1
     1.1 研究目的..................................................1
     1.2 研究流程..................................................3
     第二章 文獻探討...............................................4
     2.1 無反應的存在是否對調查結果有影響? ........................4
     2.2 無反應的定義..............................................4
     2.3 無反應的區分..............................................6
     2.3.1 無反應依照範圍區分......................................6
     2.3.2 無反應依有無意識區分....................................6
     2.3.3 無反應依照發生時間點區分................................6
     2.4 無反應形成之原因..........................................7
     2.5 無反應問題的嚴重性及影響..................................8
     2.6 無反應的處理.............................................12
     2.7 如何提高反應率...........................................14
     2.7.1 訪員是關鍵因素.........................................14
     2.7.2 贈品或獎金的引誘.......................................15
     2.7.3 追蹤策略的採用.........................................16
     2.7.4 問卷設計的成敗.........................................16
     第三章 研究方法............................................................18
     第四章 模擬..................................................23
     4.1 第一次模擬..............................................23
     4.1.1 模擬步驟說明..........................................23
     4.1.2 模擬結果敘述..........................................24
     (1) MSE部份.................................................24
     (2) 相對偏差(Biasp )部分....................................24
     4.2 第二次模擬..............................................28
     4.2.1 模擬步驟說明..........................................28
     4.2.2 模擬結果敘述..........................................29
     (1) MSE部份.................................................29
     (2) 相對偏差(Biasp )部分....................................29
     4.3 第三次模擬........................................33
     4.3.1 模擬步驟說明..........................................33
     4.3.2 模擬結果敘述..........................................34
     4.4 第四次模擬..............................................36
     4.4.1模擬步驟說明............................................36
     4.4.2模擬結果敘述............................................37
      (1) MSE部份................................................37
      (2) 標準誤差部分...........................................38
     (3) 相對偏差(Biasp )部分....................................38
     第五章 結論與檢討...........................................50
     5.1 模擬結果分析整理........................................50
     5.2 結論....................................................51
     5.3 檢討....................................................52
     5.4 實務經驗分享............................................52
     參考文獻.....................................................54
     附錄.........................................................58
     附錄一:S及W的標準差說明.....................................58
     附錄二:第一次模擬的程式.....................................58
     附錄三:第二次模擬的程式.....................................60
     附錄四:第三次模擬的程式.....................................61
     附錄五:第四次模擬的程式.....................................63
     附錄六:模擬的統計圖程式.....................................65
zh_TW
dc.language.iso en_US-
dc.source.uri (資料來源) http://thesis.lib.nccu.edu.tw/record/#G0092354028en_US
dc.subject (關鍵詞) 無反應zh_TW
dc.subject (關鍵詞) 追蹤調查zh_TW
dc.subject (關鍵詞) NON RESPONSEen_US
dc.subject (關鍵詞) follow-upen_US
dc.title (題名) 在抽樣調查中運用追蹤樣本對無反應所產生偏誤的修正探討zh_TW
dc.type (資料類型) thesisen
dc.relation.reference (參考文獻) 伊慶春、蘇碩斌 (1995) 「無作答之分析」,章英華、傅仰止、瞿海源(編),社會調查與分析。 台北:中央研究民族學研究所。zh_TW
dc.relation.reference (參考文獻) 林彩玉 (2000) 「敏感性問題之無反應因素探究-以收入與投票意向為例」碩士論文-國立政治大學統計學研究所zh_TW
dc.relation.reference (參考文獻) 洪永泰 (1986) 「抽樣調查中訪問失敗的問題和各種補救辦法的比較」台北市 行政院國科會科資中心zh_TW
dc.relation.reference (參考文獻) 翁森棋 (1981) 「無反應誤差之研究」碩士論文-國立中央大學統計研究所zh_TW
dc.relation.reference (參考文獻) 廖勇柏 (1989) 「問卷調查中無反應誤差之研究」碩士論文--國立臺灣大學試驗統計組zh_TW
dc.relation.reference (參考文獻) 廖彩杏 (2004) 「民意調查中項目無反應成因之探討」碩士論文-國立中正大學政治學研究所zh_TW
dc.relation.reference (參考文獻) 趙民德、謝邦昌 (1999) 「抽樣理論和實務」探索真相,台北曉園zh_TW
dc.relation.reference (參考文獻) 劉義周 (1985) 「調查研究中『不知道』選項問題之分析」,國立政治大學學報第五十二期:65-90。zh_TW
dc.relation.reference (參考文獻) 劉義周 (1996) 調查研究中的「不知道」與中間態度選項之研究。國科會專題研究計畫成果報告。zh_TW
dc.relation.reference (參考文獻) 樓永堅 (1999) 「問題次序的訪答效應之初探」,中研院調查研究第七期:5-31。zh_TW
dc.relation.reference (參考文獻) 瞿海源 (1993) 「台灣社會階層研究敘介」,中央研究院民族所:兩岸三地社會學的發展與交流研討會論文。zh_TW
dc.relation.reference (參考文獻) 瞿海源 (1995) 「訪員背景及人格特質對問卷訪談的影響」,章英華、傅仰止、瞿海源(編),社會調查與分析。台北:中央研究民族學研究所。zh_TW
dc.relation.reference (參考文獻) 蘇儀修 (1997) 「利用多變量邏輯斯迴歸調整項目不回覆偏差 」碩士論文--東海大學統計學研究所zh_TW
dc.relation.reference (參考文獻) 英文部分zh_TW
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