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A MODEL FOR COMPUTER-ASSISTED ANALYSIS OF OPEN-ENDED SURVEY AND QUESTIONNAIRE DATA.

机译:开放式调查和问卷数据的计算机辅助分析模型。

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摘要

Problem Statement. This study evaluated the appropriateness of text processing methods for analyzing uncoded, open-ended survey and questionnaire data using a computer. The methods evaluated were organized into a three-dimensional model, focusing on: number of variables, including univariate, bivariate and multivariate methods; classification process, including clustering and partitioning methods; and analytic method, including descriptive, associative and probabilistic methods.;Findings and Conclusions. Several of the model's cells were found to be appropriate for analyzing three open-ended survey data sets. Among them were univariate and bivariate clustering and partitioning methods. Multivariate methods were only appropriate for the data set with the longest responses. Results from the computer-assisted analysis were compared with results from a manual analysis for one of the three data sets. Themes identified with both methods were comparable. Since length of the original responses determined which analytic techniques yielded the most interpretable results, the model was reduced to two dimensions: length and number of variables used.;Methodology. A computerized text processing system was developed permitting the implementation of the analytic techniques within each of the model's cells. The system, which processed responses in their original form, included: a stop word list of high frequency words eliminated from responses; four synonym dictionaries used to equate equivalent words; procedures for normalizing the lemmatizing words; and procedures for applying the analytic techniques.
机译:问题陈述。这项研究评估了文本处理方法是否适用于使用计算机分析未编码,开放式调查和问卷数据的适当性。所评估的方法被组织成一个三维模型,重点在于:变量数量,包括单变量,双变量和多变量方法;分类过程,包括聚类和划分方法;分析方法,包括描述性,联想性和概率性方法。发现该模型的几个单元格适合分析三个开放式调查数据集。其中包括单变量和双变量聚类和分区方法。多元方法仅适用于响应时间最长的数据集。对于三个数据集之一,将计算机辅助分析的结果与手动分析的结果进行了比较。用这两种方法确定的主题是可比的。由于原始响应的长度决定了哪种分析技术可获得最可解释的结果,因此将模型缩减为两个维度:长度和使用的变量数。开发了一个计算机化的文本处理系统,允许在每个模型单元中实施分析技术。该系统以原始形式处理响应,包括:从响应中消除的高频词的停用词列表;四个同义词词典,用于将等同词等同;归一化词的程序;以及应用分析技术的程序。

著录项

  • 作者

    O'BRIEN, MARGARET EILEEN.;

  • 作者单位

    Indiana University.;

  • 授予单位 Indiana University.;
  • 学科 Educational tests measurements.;Information science.;Statistics.
  • 学位 Ph.D.
  • 年度 1984
  • 页码 244 p.
  • 总页数 244
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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