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Directional Pattern based Clustering for Quantitative Survey Data: Method and Application 基于方向模式的定量调查数据聚类:方法与应用
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-08-10 DOI: 10.18148/SRM/2021.V15I2.7773
Roopam Sadh, Rajeev Kumar
Analysis of survey data is a matter of significant concern as it plays a key role in organizational and behavioral research. Quantitative survey data possesses several distinct characteristics i.e., fixed small range of ordinal values, importance of respondent category labels etc. Due to such reasons quantitative survey data is not appropriate for existing analysis methods involving aggregate statistics. Literature has advised to utilize pattern based analysis tools instead of aggregate statistics since patterns are more informative and efficient in reflecting respondents’ preferences. Thus, we introduce a specialized pattern based clustering technique for survey data that uses the convention of direction instead of magnitude. Further, it does not require manual setting of clustering parameters whereas it automatically identifies respondent categories and their representative features with the help of an adaptive procedure. We apply proposed method over an original academic survey dataset and compare its results with K-Means clustering method in terms of interpretability and usability. We utilize benchmark stakeholder theory to verify the results. Results suggest that proposed pattern clustering method performs far better in segregating survey responses according to the stakeholder theory and the clusters made by it are much more meaningful. Hence, results empirically validates that pattern based analysis methods are more suitable for analyzing quantitative survey data.
调查数据的分析是一个值得关注的问题,因为它在组织和行为研究中起着关键作用。定量调查数据具有序数值固定的小范围、被调查者类别标签的重要性等特点。由于这些原因,定量调查数据不适用于现有的涉及汇总统计的分析方法。文献建议使用基于模式的分析工具,而不是汇总统计,因为模式在反映受访者的偏好方面信息更丰富,更有效。因此,我们为调查数据引入了一种专门的基于模式的聚类技术,该技术使用方向而不是幅度的惯例。此外,它不需要手动设置聚类参数,而是在自适应过程的帮助下自动识别被调查者类别及其代表性特征。我们将该方法应用于原始学术调查数据集,并将其结果与K-Means聚类方法在可解释性和可用性方面进行了比较。我们利用基准利益相关者理论来验证结果。结果表明,本文提出的模式聚类方法在基于利益相关者理论的调查问卷分类中具有较好的效果,聚类结果更有意义。因此,研究结果实证验证了基于模式的分析方法更适合于定量调查数据的分析。
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引用次数: 1
More Clarification, Less Item Nonresponse in Establishment Surveys? A Split-Ballot Experiment 机构调查中更多的澄清,更少的项目没有回应?分裂选票实验
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-08-10 DOI: 10.18148/SRM/2021.V15I2.7809
Benjamin Küfner, J. Sakshaug, Stefan Zins
The IAB Job Vacancy Survey of the German Institute for Employment Research collects detailed information on job search and vacancy durations for an establishment’s last successful hiring process. The duration questions themselves are burdensome for respondents to answer as they ask for precise dates of the earliest possible hiring for the vacancy, the start of the personnel search, and the decision to hire the selected applicant. Consequently, the nonresponse rates for these items have been relatively high over the years (up to 21 percent). In an effort to reduce item nonresponse, a split-ballot experiment was conducted to test the strategy of providing additional clarifying information and examples to assist respondents in answering the date questions. The results revealed a backfiring effect. Although there was evidence that respondents read the additional clarifying information, this led to even more item nonresponse and lower data quality compared to the control group. Additionally, we observed a negative spillover effect with regard to item nonresponse on a subsequent (non-treated) question. We conclude this article by discussing possible causes of these results and suggestions for further research.
德国就业研究所的IAB职位空缺调查收集了机构最后一次成功招聘过程中的求职和空缺持续时间的详细信息。对于受访者来说,持续时间问题本身就很难回答,因为他们要求最早招聘职位的确切日期、人员搜索的开始以及雇用选定申请人的决定。因此,这些项目的无回复率多年来一直相对较高(高达21%)。为了减少项目无回复,进行了一项分票实验,以测试提供额外澄清信息和示例以帮助受访者回答日期问题的策略。结果显示出了适得其反的效果。尽管有证据表明受访者阅读了额外的澄清信息,但与对照组相比,这导致了更多的项目无回复和更低的数据质量。此外,我们观察到项目对后续(未处理)问题的无回应存在负面溢出效应。最后,我们讨论了这些结果的可能原因,并对进一步研究提出了建议。
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引用次数: 0
Evaluation of Estimated Survey Duration Equations Using a Health Risk Assessment 使用健康风险评估评估估计调查持续时间方程
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-08-10 DOI: 10.18148/SRM/2021.V15I2.7800
Brittany U Carter, James Bennett, Elric Sims
Survey duration—the time it takes to complete a survey—affects response and completion rates. Estimated survey duration equations may be used to estimate survey duration, however, there are no studies assessing their use. The objective of this study is to evaluate estimated survey duration equations using a health risk assessment. Six existing estimated survey duration equations were identified. Using health risk assessment data from January 1, 2018 to December 31, 2018, an average participant profile was built to inform the inputs into the estimated survey duration equations. Estimated survey duration of the health risk assessment ranged from 7.64 minutes to 39.6 minutes. Using the same dataset, the estimated survey duration was compared to the actual completion time of the health risk assessment. The average completion time of the health risk assessment was 11.27 minutes. The estimated survey duration equations either under- or overestimated the completion time of the health risk assessment. The equation that is based on word count, number of questions, decisions, and open text boxes is recommended for use to estimate the duration of a health risk assessment although it was an overestimate. Using estimated survey duration equations appear to be a suitable alternative to pilot testing but future studies are needed to further evaluate these equations in other types of surveys.
调查持续时间(完成调查所需的时间)会影响响应和完成率。估计调查持续时间方程可用于估计调查持续时间,然而,没有研究评估其使用情况。本研究的目的是利用健康风险评估来评估估计的调查持续时间方程。确定了六个现有的估计调查持续时间方程。利用2018年1月1日至2018年12月31日的健康风险评估数据,建立了平均参与者资料,为估计调查持续时间方程的输入提供信息。健康风险评估的估计调查时间从7.64分钟到39.6分钟不等。使用相同的数据集,将估计的调查持续时间与健康风险评估的实际完成时间进行比较。健康风险评估的平均完成时间为11.27分钟。估计的调查持续时间方程低估或高估了健康风险评估的完成时间。建议使用基于字数、问题数量、决定和打开的文本框的公式来估计健康风险评估的持续时间,尽管这是高估。使用估计调查持续时间方程似乎是替代试点测试的合适方法,但需要进一步研究在其他类型的调查中进一步评价这些方程。
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引用次数: 0
Dependent interviewing: a remedy or a curse for measurement error in surveys? 依赖访谈:调查测量误差的补救措施还是诅咒?
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-08-10 DOI: 10.18148/SRM/2021.V15I2.7640
Paulina Pankowska, B. Bakker, Daniel L. Oberski, D. Pavlopoulos
Longitudinal surveys often rely on dependent interviewing (DI) to lower thelevels of random measurement error in survey data and reduce the incidenceof spurious change. DI refers to a data collection technique that incorporatesinformation from prior interview rounds into subsequent waves. While thismethod is considered an e ective remedy for random measurement error,it can also introduce more systematic errors, in particular when respondentsare rst reminded of their previously provided answer and then askedabout their current status. The aim of this paper is to assess the impactof DI on measurement error in employment mobility. We take advantageof a unique experimental situation that was created by the roll-out of dependentinterviewing in the Dutch Labour Force Survey (LFS). We applyHidden Markov Modeling (HMM) to linked LFS and Employment Register(ER) data that cover a period before and after dependent interviewing wasabolished, which in turn enables the modeling of systematic errors in theLFS data. Our results indicate that DI lowered the probability of obtainingrandom measurement error but had no signi cant e ect on the systematiccomponent of the error. The lack of a signi cant e ect might be partiallydue to the fact that the probability of repeating the same error was extremelyhigh at baseline (i.e when using standard, independent interviewing);therefore the use of DI could not increase this probability any further.
纵向调查通常依靠依赖访谈(DI)来降低调查数据中的随机测量误差水平,减少虚假变化的发生率。DI指的是一种数据收集技术,它将前几轮面试的信息整合到随后的几轮面试中。虽然这种方法被认为是随机测量误差的有效补救措施,但它也可能引入更多的系统误差,特别是当被调查者被提醒他们以前提供的答案,然后被问及他们目前的状态时。本文的目的是评估DI对就业流动性测量误差的影响。我们利用了荷兰劳动力调查(LFS)中推出的依赖访谈所创造的独特实验情况。我们将隐马尔可夫模型(HMM)应用于关联的LFS和就业登记(ER)数据,这些数据涵盖了依赖性面试取消前后的一段时间,这反过来又使LFS数据中的系统误差建模成为可能。我们的研究结果表明,DI降低了获得随机测量误差的概率,但对误差的系统分量没有显著影响 。缺乏显著的不确定性 效应可能部分是由于在基线时(即使用标准的独立访谈时)重复相同错误的概率非常高;因此使用DI不能进一步增加这种概率。
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引用次数: 3
Establishing a Baseline: Bringing Innovation to the Evaluation of Cross-National Probability-Based Online Panels 建立基线:为跨国概率在线小组评估带来创新
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-08-10 DOI: 10.18148/SRM/2021.V15I2.7457
Gianmaria Bottoni, R. Fitzgerald
A number of countries in Europe and beyond have established online or mixed mode panels with a web component based upon probability samples. This paper aims to assess the first ever attempt to do this cross-nationally using an input harmonised approach representing a major innovation in cross-national survey methodology. The European Social Survey established a panel using the face-to-face interview as the basis for recruitment to the panel. This experiment was conducted in Estonia, Slovenia and Great Britain using an input harmonised approach to the design throughout something never done before across multiple countries simultaneously. The paper outlines how the experiment was conducted. It then moves on to compare the web panel respondents to the ESS achieved face-to-face sample in each country, as well as comparing the web panel achieved sample to external benchmarks. Most importantly, since the literature is very scarce, the differences in attitudinal and behavioural characteristics are also assessed. By comparing the answers of the total achieved sample in the ESS to the subset who also answered the CRONOS web panel we assess changes in representativeness and substantive answers without confounding the findings with other changes such as mode effects. This approach is only possible where ‘piggybacking’ recruitment has been used. This in itself is rare at the national level but this is the first time survey methodologists have employed this cross-nationally allowing such an analytical approach. Our findings suggest that the CRONOS sample is not too divergent from the target population and to the ESS with the exception of the oldest age groups. However, there are cross-national differences suggesting cross-national comparability might be different when compared to estimates from a face-to-face survey.
欧洲及其他地区的许多国家已经建立了基于概率样本的网络组件的在线或混合模式面板。本文旨在评估有史以来首次尝试使用输入协调方法进行跨国家调查,这是跨国家调查方法的一项重大创新。欧洲社会调查建立了一个小组,将面对面的面试作为小组招聘的基础。这项实验在爱沙尼亚、斯洛文尼亚和英国进行,采用了一种输入协调的设计方法,这是以前从未在多个国家同时进行过的。论文概述了实验是如何进行的。然后,它将网络小组受访者与每个国家ESS实现的面对面样本进行比较,并将网络小组实现的样本与外部基准进行比较。最重要的是,由于文献非常稀少,还评估了态度和行为特征的差异。通过将ESS中获得的总样本的答案与同样回答CRONOS网络小组的子集进行比较,我们评估了代表性和实质性答案的变化,而不会将研究结果与其他变化(如模式效应)混淆。这种方法只有在使用“背负式”招聘的情况下才有可能。这本身在国家层面上是罕见的,但这是调查方法学家首次在全国范围内采用这种分析方法。我们的研究结果表明,除了年龄最大的人群外,CRONOS样本与目标人群和ESS的差异不大。然而,存在跨国差异,这表明与面对面调查的估计相比,跨国可比性可能有所不同。
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引用次数: 3
Studying the Context Effect of Family Norms on Gender Role Attitudes: an Experimental Design 家庭规范对性别角色态度的情境效应研究——一项实验设计
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-04-10 DOI: 10.18148/SRM/2021.V15I1.7656
Angelica M. Maineri, Vera Lomazzi, R. Luijkx
The measurement of gender role attitudes has been found to be problematic in previous studies, especially in comparative perspective. The present study adopts a novel approach and investigates the position of the gender role attitudes scale in the questionnaire as a potential source of bias. In particular, the present study aims at assessing the context effect of the family norms question on the measurement of gender role attitudes by adopting the theoretical perspective of the construal model of attitudes, according to which the adjacent questions constitute the context for interpreting and answering a stimulus. The study employs data from the CROss-National Online Survey panel, which was fielded in 2017 and contained an experiment where the order of the questions under investigation varied. The reliability, validity and invariance of the measurement of gender role attitudes across experimental settings and countries (Estonia, Great Britain and Slovenia) are explored adopting several analytical techniques, such as regression models and multiple-group confirmatory factor analysis. Differences between experimental settings emerged, suggesting that the questionnaire context matters for the validity and stability of the gender role attitudes items; however, the lack of patterns hinders general conclusions on what is the order of questions yielding better measurement of the gender role attitudes scale. Clear differences among the countries indicate that the cultural context may interact with the question context. Finally, we stress that the measurement is overall poor, urging to find a better formulation of the items measuring gender role attitudes.
以往的研究发现性别角色态度的测量存在问题,特别是从比较的角度来看。本研究采用了一种新颖的方法,探讨了性别角色态度量表在问卷中作为潜在偏见来源的地位。特别是,本研究旨在通过态度解释模型的理论视角来评估家庭规范问题对性别角色态度测量的语境效应,根据态度解释模型,相邻问题构成解释和回答刺激的语境。该研究采用了跨国在线调查小组的数据,该小组于2017年投入使用,并包含了一个实验,其中调查问题的顺序各不相同。采用几种分析技术,如回归模型和多组验证性因素分析,探讨了不同实验环境和国家(爱沙尼亚、英国和斯洛文尼亚)性别角色态度测量的可靠性、有效性和不变性。实验设置之间存在差异,表明问卷情境对性别角色态度项目的有效性和稳定性有影响;然而,缺乏模式妨碍了关于问题顺序的一般性结论,从而无法更好地衡量性别角色态度量表。国家之间的明显差异表明,文化语境可能与问题语境相互作用。最后,我们强调,测量总体上是差的,敦促找到一个更好的制定项目衡量性别角色态度。
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引用次数: 1
The Relationship Between Response Probabilities and Data Quality in Grid Questions 网格问题中响应概率与数据质量的关系
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-04-10 DOI: 10.18148/SRM/2021.V15I1.7727
Tobias Gummer, Ruben L. Bach, Jessica Daikeler, S. Eckman
Response probabilities are used in adaptive and responsive survey designs to guide data collection efforts, often with the goal of diversifying the sample composition. However, if response probabilities are also correlated with measurement error, this approach could introduce bias into survey data. This study analyzes the relationship between response probabilities and data quality in grid questions. Drawing on data from the probability-based GESIS panel, we found low propensity cases to more frequently produce item nonresponse and nondifferentiated answers than high propensity cases. However, this effect was observed only among long-time respondents, not among those who joined more recently. We caution that using adaptive or responsive techniques may increase measurement error while reducing the risk of nonresponse bias.
响应概率用于自适应和响应性调查设计,以指导数据收集工作,通常目标是使样本组成多样化。然而,如果响应概率也与测量误差相关,这种方法可能会在调查数据中引入偏差。本文分析了网格问题中响应概率与数据质量之间的关系。利用基于概率的GESIS面板的数据,我们发现低倾向案例比高倾向案例更频繁地产生项目无反应和无区分答案。然而,这种影响只在长期受访者中观察到,而不是在最近加入的受访者中。我们提醒,使用自适应或反应性技术可能会增加测量误差,同时降低无反应偏倚的风险。
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引用次数: 0
Using Response Times to Enhance the Reliability of Political Knowledge Items: An Application to the 2015 Swiss Post-Election Survey 使用反应时间来提高政治知识项目的可靠性:在2015年瑞士选举后调查中的应用
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-04-10 DOI: 10.18148/SRM/2021.V15I1.7594
Lionel Marquis
In this article, I consider the problem of "cheating" in political knowledge tests. This problem has been made more pressing by the transition of many surveys to online interviewing, opening up the possibility of looking up the correct answers on the internet. Several methods have been proposed to deal with cheating ex-ante, including self-reports of cheating, control for internet browsing, or time limits. Against this background, “response times” (RTs, i.e., the time taken by respondents to answer a survey question) suggest themselves as a post-hoc, unobtrusive means of detecting cheating. In this paper, I propose a procedure for measuring individual-specific and item-specific RTs, which are then used to identify unusually long but correct answers to knowledge questions as potential cases of cheating. I apply this procedure to the post-electoral survey for the 2015 Swiss national elections. My analysis suggests that extremely slow responses to two out of four questions are definitely suspicious. Accordingly, I propose a method for “correcting” individual knowledge scores and examine its convergent and predictive validity. Based on the finding that a simple revised scale of political knowledge has greater validity than the original additive scale, I conclude that the problem of cheating can be alleviated by using the RT method, which is again summarized in the conclusion to ensure its applicability in empirical research.
在这篇文章中,我考虑了政治知识测试中的“作弊”问题。随着许多调查向在线面试的转变,这个问题变得更加紧迫,这为在互联网上查找正确答案开辟了可能性。已经提出了几种方法来处理事前作弊,包括自我报告作弊、控制互联网浏览或时间限制。在这种背景下,“响应时间”(RT,即受访者回答调查问题所花费的时间)表明自己是一种事后、不引人注目的检测作弊的手段。在本文中,我提出了一种测量个人和项目特定RT的程序,然后使用该程序将知识问题的异常长但正确的答案识别为潜在的作弊案例。我将此程序应用于2015年瑞士全国选举的选举后调查。我的分析表明,对四分之二的问题反应极其缓慢肯定是可疑的。因此,我提出了一种“校正”个人知识得分的方法,并检验其收敛性和预测有效性。基于发现简单修订的政治知识量表比原始的加性量表具有更大的有效性,我得出结论,使用RT方法可以缓解作弊问题,结论中再次总结了RT方法,以确保其在实证研究中的适用性。
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引用次数: 3
How to Reconstruct a Trend when Survey Questions Have Changed Over Time. 当调查问题随时间变化时,如何重建趋势。
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-04-10 DOI: 10.18148/SRM/2021.V15I1.7725
T. Jonge, Akiko Kamesaka, R. Veenhoven
Many trend studies draw on survey data and compare responses to questions on the same topic that has been asked over time. A problem with such studies is that the questions often do not remain identical, due to changes in phrasing and response formats. We present ways to deal with this problem using trend data on life satisfaction in Japan as an illustrative case. Life satisfaction has been measured in the Life in Nation survey in Japan since 1958 and the question used has been changed several times. We looked at three methods published by scholars who tried to reconstruct a main trend in life satisfaction from these broken time-series, coming to different conclusions. In this paper we discuss their methods and present two new techniques for dealing with changes in survey questions on the same topic.
许多趋势研究利用调查数据,并比较对同一主题的问题的回答,这些问题一直被问到。这种研究的一个问题是,由于措辞和回答格式的变化,问题往往不保持相同。我们以日本的生活满意度趋势数据为例,提出了处理这一问题的方法。自1958年以来,日本的“国民生活调查”(Life in Nation survey)就开始测量生活满意度,所使用的问题已经改变了几次。我们研究了学者们发表的三种方法,他们试图从这些破碎的时间序列中重建生活满意度的主要趋势,得出了不同的结论。在本文中,我们讨论了他们的方法,并提出了两种新的技术来处理同一主题的调查问题的变化。
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引用次数: 0
Have You Ever Seen the Rain? It Looks Like It's Going to Rain! 你见过雨吗?看起来要下雨了!
IF 4.8 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2021-04-10 DOI: 10.18148/SRM/2021.V15I1.7782
R. Becker
This empirical study examines, whether the weather situations during the different seasons in which panel surveys are carried out have an impact on the timing and extent of survey participation. Based on considerations regarding the panellists’ habits and their assessment of a participation's benefits and costs compared to alternative action, it is assumed that ‘pleasant’ weather diverts them from immediately completing the questionnaire while ‘unpleasant’ weather results in a higher degree of participation right after survey launch. The results of event history analysis based on longitudinal data from a multi-wave panel confirm these assumptions. Additionally, there seems to be an interaction between the season and the weather situation: ‘Pleasant’ weather in spring results in a lower participation rate compared to surveys in summer while, given the same weather situation, the participation rate is higher in autumn. Finally, it is evident that regardless of the season, heavy rainfall at the beginning of the field period is most beneficial for conducting an online survey in terms of both rapid response and high participation rates.
本实证研究考察了在不同季节进行小组调查的天气情况是否对调查参与的时间和程度有影响。考虑到小组成员的习惯以及他们对参与的收益和成本的评估,与其他行动相比,我们假设“宜人”的天气使他们不会立即完成问卷,而“不宜人”的天气导致调查启动后更高程度的参与。基于多波面板纵向数据的事件历史分析结果证实了这些假设。此外,季节和天气情况之间似乎存在相互作用:与夏季相比,春季“宜人”的天气导致参与率较低,而在相同的天气情况下,秋季的参与率较高。最后,很明显,无论季节如何,从快速反应和高参与率的角度来看,实地期开始时的强降雨对进行在线调查最有利。
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引用次数: 0
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