學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis

在潛在類別模型中加入共變項時,如果沒有經過偏差校正,共變項與潛在類別之間的估計參數將產生偏誤。基於此,本研究在探討學生層次變項對學生評鑑教師教學影響時,除了加入與學生學習有關的認知歷程變項外,並進行潛在類別偏差校正與混合迴歸分析。研究對象為東部某大學大學部學生,總樣本數為 6,111 人。研究發現,學生學習的認知歷程改變可以分為五個潛在類別群組,當學生在該科目所保留或遷移的認知歷程最多時,給教師的分數最 高。此外,當學生認知歷程存在潛在異質差異時,在學生層次不同背景變項上對學生評鑑教師教學的影響不同。針對上述結果,本研究對學生評鑑教師教學的議題發展及模型建構提出相關建議。 This stu...

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Main Author: 曾明基 Ming-Chi Tseng
Format: Article
Language:English
Published: National Taiwan Normal University 2020-09-01
Series:Journal of Research in Education Sciences
Subjects:
Online Access:http://jories.ntnu.edu.tw/jres/PaperContent.aspx?cid=250&ItemId=1777&loc=tw#
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author 曾明基 Ming-Chi Tseng
author_facet 曾明基 Ming-Chi Tseng
author_sort 曾明基 Ming-Chi Tseng
collection DOAJ
description 在潛在類別模型中加入共變項時,如果沒有經過偏差校正,共變項與潛在類別之間的估計參數將產生偏誤。基於此,本研究在探討學生層次變項對學生評鑑教師教學影響時,除了加入與學生學習有關的認知歷程變項外,並進行潛在類別偏差校正與混合迴歸分析。研究對象為東部某大學大學部學生,總樣本數為 6,111 人。研究發現,學生學習的認知歷程改變可以分為五個潛在類別群組,當學生在該科目所保留或遷移的認知歷程最多時,給教師的分數最 高。此外,當學生認知歷程存在潛在異質差異時,在學生層次不同背景變項上對學生評鑑教師教學的影響不同。針對上述結果,本研究對學生評鑑教師教學的議題發展及模型建構提出相關建議。 This study used a bias-adjusted three-step mixture regression model to evaluate the influences of students’ cognitive process on their ratings of instruction. Data were collected from 6,111 students enrolled at a university in Taiwan. The results indicated that students’ gender, year in the university, course, department, and learning interest had a significant impact on student ratings, and students’ cognitive process demonstrated a moderating effect. Furthermore, the implications of these findings for student ratings policies and theirs effects on university faculty and students are discussed.
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spelling doaj.art-3d6383eed56f4dfa95a6f32e2fb7febc2022-12-22T00:11:04ZengNational Taiwan Normal UniversityJournal of Research in Education Sciences2073-753X2020-09-0165325127610.6209/JORIES.202009_65(3).0009學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis曾明基 Ming-Chi Tseng0Center for Teacher Education, National Dong Hwa University 在潛在類別模型中加入共變項時,如果沒有經過偏差校正,共變項與潛在類別之間的估計參數將產生偏誤。基於此,本研究在探討學生層次變項對學生評鑑教師教學影響時,除了加入與學生學習有關的認知歷程變項外,並進行潛在類別偏差校正與混合迴歸分析。研究對象為東部某大學大學部學生,總樣本數為 6,111 人。研究發現,學生學習的認知歷程改變可以分為五個潛在類別群組,當學生在該科目所保留或遷移的認知歷程最多時,給教師的分數最 高。此外,當學生認知歷程存在潛在異質差異時,在學生層次不同背景變項上對學生評鑑教師教學的影響不同。針對上述結果,本研究對學生評鑑教師教學的議題發展及模型建構提出相關建議。 This study used a bias-adjusted three-step mixture regression model to evaluate the influences of students’ cognitive process on their ratings of instruction. Data were collected from 6,111 students enrolled at a university in Taiwan. The results indicated that students’ gender, year in the university, course, department, and learning interest had a significant impact on student ratings, and students’ cognitive process demonstrated a moderating effect. Furthermore, the implications of these findings for student ratings policies and theirs effects on university faculty and students are discussed.http://jories.ntnu.edu.tw/jres/PaperContent.aspx?cid=250&ItemId=1777&loc=tw#學生評鑑教師教學認知歷程偏差校正三步驟混合迴歸student ratings of instructioncognitive processbias-adjusted three-step mixture regression
spellingShingle 曾明基 Ming-Chi Tseng
學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis
Journal of Research in Education Sciences
學生評鑑教師教學
認知歷程
偏差校正三步驟混合迴歸
student ratings of instruction
cognitive process
bias-adjusted three-step mixture regression
title 學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis
title_full 學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis
title_fullStr 學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis
title_full_unstemmed 學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis
title_short 學生認知歷程與背景變數對於學生評鑑教師的影響:潛在類別偏差校正與混合迴歸分析 Influences of Different Background Variables on Student Ratings of Instruction: Bias-Adjusted Three-Step Mixture Regression Analysis
title_sort 學生認知歷程與背景變數對於學生評鑑教師的影響 潛在類別偏差校正與混合迴歸分析 influences of different background variables on student ratings of instruction bias adjusted three step mixture regression analysis
topic 學生評鑑教師教學
認知歷程
偏差校正三步驟混合迴歸
student ratings of instruction
cognitive process
bias-adjusted three-step mixture regression
url http://jories.ntnu.edu.tw/jres/PaperContent.aspx?cid=250&ItemId=1777&loc=tw#
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