{"title":"“Small” analysis of Big Data: An evaluation of the effects of social distancing in the United States","authors":"Shaozeng Zhang, Dafeng Xu, Bo Zhao","doi":"10.1177/20597991221090856","DOIUrl":"https://doi.org/10.1177/20597991221090856","url":null,"abstract":"This paper proposes a “small” contextual analysis approach to big data and reports our experimental application of this approach in evaluating the effects of social distancing on focused subpopulations in U.S. society. We recognize the common and critical limitations of big data, especially the unrepresentativeness and the unpublished methodology of accessible datasets. Our proposed methodological approach is built upon recent works on data ontology, especially the recognition that big data are essentially remaining digital footprints of human life in need of additional data of contextual factors for valid and meaningful interpretation. It guides the selection and processing of big data to make big data small and structured and thus articulable with traditional social sciences data and usable to conventional social sciences methods. In our experimental case study, we apply our sampling strategy developed from traditional social science data to Google’s mobility dataset for our analysis using primarily a Difference In Difference (DID) model. The results of this case study are of timely value to policy evaluation and public decision-making in the pandemic. We call for more proactive methodological innovations that confront the critical limitations of accessible big data especially in times of urgent needs.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"142 - 151"},"PeriodicalIF":0.0,"publicationDate":"2022-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49212973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"‘Into the Unknown’: Using facet methodology to explore the Disney Princess Phenomenon","authors":"Robyn Muir","doi":"10.1177/20597991221090453","DOIUrl":"https://doi.org/10.1177/20597991221090453","url":null,"abstract":"The Disney Princesses are 18 royal characters featured in Disney and Pixar animated films, merchandise, marketing, and consumer experiences, marketed towards young consumers. Whilst much research has focussed on the representation of gender in Disney Princess films, there has been little focus on the rest of princess culture. This article argues that to understand the Disney Princess Phenomenon in its entirety, a new methodology must be introduced to the field. The article introduces Mason’s facet methodology as a methodological innovation to the fields of Disney and feminist media studies. A creative and innovative approach that allows researchers to ‘play’ with different methods to explore cultural phenomenon. Facet methodology imagines the selected phenomenon as a gemstone, where each ‘element’ or ‘part’ of the phenomenon is a facet of the overall gem. By using different methods to explore each facet, researchers can use findings to refract and reflect ‘light’ on each of the different elements of the phenomenon, demonstrating its entwined nature. The paper firstly outlines Jennifer Mason’s facet methodology. Secondly, it introduces the facets identified in the Disney Princess Phenomenon: films, merchandising and marketing, and consumer experiences. The article then focuses on how facet methodology enabled a creative and holistic approach to studying each facet of the princess phenomenon through a variety of research methods: textual analysis, interviews, content analysis, and autoethnography. The paper then reflects on the approach of facet methodology for research on the Disney Princess Phenomenon and in feminist media studies and media and communication, arguing that facet methodology provides researchers with insights to phenomena we would otherwise not uncover due to its holistic approach.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"127 - 141"},"PeriodicalIF":0.0,"publicationDate":"2022-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48649679","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Philosophical hermeneutics as an interpretive framework in the analysis of Colin Kaepernick’s NFL protest","authors":"E. Muhammad, Cynthia Thomas","doi":"10.1177/20597991221087148","DOIUrl":"https://doi.org/10.1177/20597991221087148","url":null,"abstract":"One of the more polarizing issues that captivated society in recent years was the controversy surrounding National Football League (NFL) athletes kneeling during the playing of the National Anthem. Initiated by NFL quarterback Colin Kaepernick as a display of protest against police brutality, kneeling during the anthem sparked a firestorm of controversy and a national debate. In this study the controversy and the two men behind it will be analyzed through the lens of Hans-Georg Gadamer’s philosophical hermeneutics. Specifically, this study will highlight how Colin Kaepernick and Army veteran Nate Boyer experienced a fusion of horizons that produced the kneeling protest. Additionally, the current study seeks to illuminate both the utility of philosophical hermeneutics as an interpretive framework and the potentialities of dialog between polar opposites who earnestly seek to understand the other.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"107 - 117"},"PeriodicalIF":0.0,"publicationDate":"2022-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48683328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Applied hybrid single-case experiments published between 2016 and 2020: A systematic review","authors":"R. Tanious, P. Onghena","doi":"10.1177/20597991221077910","DOIUrl":"https://doi.org/10.1177/20597991221077910","url":null,"abstract":"Single-case experimental designs (SCEDs) are frequently used research designs in psychology, (special) education, and related fields. Hybrid designs are formed by combining two or more of the basic SCED forms (i.e. phase designs, alternation designs, multiple baseline designs, and changing criterion designs). Hybrid designs have the potential to tackle complex research questions and increase internal validity, but relatively little is known about their use in actual research practice. Therefore, we systematically reviewed SCED hybrid designs published between 2016 and 2020. The systematic review of 67 studies indicates that a hybrid of phase designs and multiple baseline designs is most popular. Hybrid designs are most frequently analyzed by means of visual analysis paired with descriptive statistics. Randomization in the study design is common only for one particular kind of hybrid design. Examples of hybrid studies reveal that these designs are particularly popular in educational research. We compare some of the results of the systematic review to those obtained by Hammond and Gast, Shadish and Sullivan, and Tanious and Onghena. Finally, we discuss the results of the present systematic review in light of the need for specific guidelines for hybrid designs, including analytical methods, design specific randomization and reporting, and the need for terminological clarification.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"73 - 85"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49623053","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Multiple clocks in network evolution","authors":"Federica Bianchi, A. Stivala, A. Lomi","doi":"10.1177/20597991221077877","DOIUrl":"https://doi.org/10.1177/20597991221077877","url":null,"abstract":"Relational event models shift the analytical focus away from network ties defined in terms of transitions between mutually exclusive states of connectivity, to bonding processes emerging from observable flows linking senders and receivers of action. In this framework, the possibility to connect social mechanisms of theoretical interest to sequences of observed relational events depends on the relative speed at which these mechanisms operate. Building on established non-parametric methods in survival analysis, in this paper we introduce a new approach to the analysis of the internal time distribution of relational mechanisms of broad theoretical interest in research on the evolutionary dynamics of social and other kinds of networks. We propose general algorithms that may be adopted to study the time structure of theoretically relevant network mechanisms. We illustrate the practical value of our proposal in an analysis of a large sample of high-frequency financial transactions observed over a period of 11 years. We show how the internal time structure of the social mechanisms that control flows of market transactions is sensitive to institutional change in transaction regimes induced by successive financial crises. The results we report invite reflection on a new notion of network “structure” incorporating change as one of its constitutive elements. The study suggests a number of conjectures that provide broad conceptual bases for the development of testable hypotheses about the forces that shape the evolutionary dynamics of network structure.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"29 - 41"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46391655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"(Re)fractional narrative inquiry: A methodological adaptation for exploring stories","authors":"K. Guthrie","doi":"10.1177/20597991221077902","DOIUrl":"https://doi.org/10.1177/20597991221077902","url":null,"abstract":"Narrative inquiry is relational inquiry in which inquirers come alongside the living, telling, re-living, and re-telling of stories . In this article, I present how I adapted narrative inquiry to explore parent perspectives of their gifted adolescent daughters’ experiences of belonging. At the time, I was conducting this study as part of my doctoral dissertation work and as a novice researcher, I struggled with (1) gaining access by a school district to interview adolescent students, (2) believing I could relationally come alongside adolescents as an outsider, and (3) questioning their developmental ability to think reflectively about their stories of belonging. Ultimately, I had to rethink my narrative inquiry approach. Here in this article, I share how I re-conceptualized my methodological approach as (re)fractional narrative inquiry to better understand gifted girls’ experiences from the perspectives of those who have relationally lived alongside them. I also present the context and methods of the study, provide a sample of co-negotiated narratives, discuss justifications of my inquiry, and conclude with reflections and evaluations of my adaptations.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"3 - 15"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41879692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Sources of measurement error in pediatric intelligence testing","authors":"Vanessa Torres van Grinsven","doi":"10.1177/20597991221077919","DOIUrl":"https://doi.org/10.1177/20597991221077919","url":null,"abstract":"Pediatric intelligence tests, such as the Wechsler Intelligence Scale for Children, are commonly used diagnostic tools used in the process of diagnosing learning and behavior disabilities. Decisions concerning treatment are made based on the results of these tests and they are frequently used in educational and vocational contexts for important decisions that impact persons’ academic or professional lives. Research has however shown that important errors may occur despite the application of validation processes and adherence to quality criteria for psychometric tests. At the same time this evidence seems not to be pervasively acknowledged in psychological practice and research. In this article, I will showcase research that places attention on sources of measurement error in pediatric intelligence testing, discuss a process-performance approach to measurement in intelligence testing, and propose the “pretest methods,” methods stemming from the field of survey methodology commonly used in questionnaire construction, as a method to help address the problem of sources of measurement error in pediatric intelligence testing and improve the development of these intelligence tests.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"96 - 104"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45836774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Using the Rasch model to examine pre-service teachers approach to learning profiles","authors":"Kah Loong Chue","doi":"10.1177/20597991221077908","DOIUrl":"https://doi.org/10.1177/20597991221077908","url":null,"abstract":"Examining the manner in which learning is organized for educators is an important aspect of educational research. However, one main overarching methodological concern with previous studies was the consistent treatment of Likert scales as an interval type data, that may have resulted in slight inaccuracies in the results. This study thus aims to introduce an alternative method using a Rasch model that may be more suitable to understand the learning profiles of educators. Participants were 352 students (106 male, 246 female) enrolled in a postgraduate program in education. The theoretical framework was based on deep and surface learning approaches and was measured using the instrument RASI. The measurement tool was first validated using the Rasch Rating Scale model and the ability measures of deep learning and surface learning for each student were computed. Analysis indicated that the data was an excellent fit for the Rasch model and that the categories for all items were clearly ordered. Both of the subscales captured most of the spread of person measures. Subsequently, a person-orientated approach was used on the ability measures to categorize the pre-service teachers. The cluster analysis on these ability measures indicated that four groups of students differing in their levels of deep and surface approach to learning were obtained, namely D+/S−, D+/S+, D/S−, and D−/S. Comparisons across clusters for age and gender showed that students with a high deep and low surface approach were significantly older than others. In summary, the present study has demonstrated an alternative method of cluster analysis to identify different learning profiles, by transforming ordinal survey data to an interval level data.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"86 - 95"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44219527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Combining multiple survey sources: A reproducible workflow and toolbox for survey data harmonization","authors":"M. Kołczyńska","doi":"10.1177/20597991221077923","DOIUrl":"https://doi.org/10.1177/20597991221077923","url":null,"abstract":"Ex-post harmonization of survey data creates new opportunities for research by extending the geographical and/or time coverage of analyses. Researchers increasingly combine data from different survey projects to analyze them as a single dataset, and while teams engaged in data harmonization continue to expand the information they provide to end users, there are still no commonly agreed standards for the documentation of data processing. Existing harmonization project typically opt for recode scripts that are generally hard to read, modify, and reuse, although some projects make efforts to facilitate verification and reproduction. This paper describes an alternative procedure and a set of simple tools for the exploration, recoding, and documentation of harmonization of survey data, relying on crosswalks. The presented tools are flexible and software-agnostic. The illustrative example uses the programming language R and spreadsheets—both common software choices among social scientists. Harmonization of variables on trust in institutions from four major cross-national survey projects serves as an illustration of the proposed workflow and of opportunities harmonization creates.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"119 1","pages":"62 - 72"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65509791","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The ecology of human behavior: A network perspective","authors":"Rafael Quintana","doi":"10.1177/20597991221077911","DOIUrl":"https://doi.org/10.1177/20597991221077911","url":null,"abstract":"There is a broad agreement that some of the most relevant problems in the social and behavioral sciences are fundamentally structural, and as a consequence require structural explanations. Yet researchers disagree on what a structural explanation is, and what are the specific questions that can only be answered through a structural lens. In this study, I shed some light on the nature of structural explanations by distinguishing between three types of structural questions related to structural proximity, structural cohesion and structural importance. In addition, I show how graphical methods can be used to answer these questions. In particular, I argue that structure learning algorithms can help us gain some understanding regarding causal structures, and network science can help us understand the organization of these structures. I provide an empirical application of these methods using a nationally representative dataset with a wide range of factors related to child development.","PeriodicalId":32579,"journal":{"name":"Methodological Innovations","volume":"15 1","pages":"42 - 61"},"PeriodicalIF":0.0,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42004696","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}