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Analysis of Big Data Challenges and Different Analytical Methods

Gurram Bhaskar, Motati Dinesh Reddy
2021 International Journal of Engineering Research and Advanced Technology  
The paper will shed light on the different challenges related to big data and different methods of data analysis.  ...  Further, it will talk about the method used for the research process, analysis of the data, and at last conclusion.  ...  Content Analysis If an individual is involved in analyzing qualitative data, then he or she must give this method a try.  ... 
doi:10.31695/ijerat.2021.3699 fatcat:cszep5yifjezfowv5kc5tdosnm

Ethical challenges of researching emergent socio-material-technological phenomena: insights from an interdisciplinary mixed-methods project using mobile eye-tracking

Katja Kaufmann, Tabea Bork-Hüffer, Niklas Gudowsky, Marjo Rauhala, Martin Rutzinger
2021 Journal of Information, Communication and Ethics in Society  
Further, this paper expounds on ethical challenges and recommendations in data processing and management and with a view to societal implications of method development and the aspirations of transdisciplinarity  ...  However, there is a significant lack of engagement with practical research ethical challenges, practices and requirements in both mixed-methods and method-development literature.  ...  The material is subjected to parallel analyses (qualitative content analysis; visual and quantitative eye-tracking analysis) and combined for method comparison.  ... 
doi:10.1108/jices-01-2021-0007 fatcat:6txxobna45dcpmawe4szeb7gqa

Data Analysis Methods for Qualitative Research: Managing the Challenges of Coding, Interrater Reliability, and Thematic Analysis

Michael Belotto
2018 The Qualitative Report  
One of the first challenges I encountered was the dearth of information regarding the details of qualitative data analysis.  ...  The purpose of this article is to provide an overview of some of the principles of data analysis used in qualitative research such as coding, interrater reliability, and thematic analysis.  ...  While computer assisted qualitative data analysis software (CAQDAS) programs have become popular for processing large amounts of qualitative data, trying to learn the principles of coding and qualitative  ... 
doi:10.46743/2160-3715/2018.3492 fatcat:bumtsnvberabjpct267afteslq

Research Design and Major Issues in Developing Dynamic Theories by Secondary Analysis of Qualitative Data

Bahadir K. Akcam, Senem Guney, Anthony M. Cresswell
2019 Systems  
The discussion employs an example of secondary analysis of qualitative data as a mixed-method research design for System Dynamics researchers.  ...  Researchers using the mixed-method should address these issues, and the present article offers solutions for them.  ...  Andersen and Deborah L. Andersen from the University at Albany for their valuable contribution during the research process. Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/systems7030040 fatcat:mp4ypkh4vbegdpb5gogkyv5gpi

Adopting a Mixed Method Needs Analysis for CALL Research

Eunjeong Park, D. Roy, G. Fragulis, H.A. Cantu Campos
2021 SHS Web of Conferences  
This would be because teachers may not be wellprepared regarding the use of technology leadership and integration, calling for needs analysis.  ...  The purpose of this paper is to examine the definition of needs, potentials and challenges of using mixed methods to develop needs analyses and concludes with the considerations of needs analysis with  ...  Vatanartiran and Karadeniz's (2015) study examined the perceived challenges and needs of integrating technology into the classes for elementary and secondary teachers, which can be used as the needs analysis  ... 
doi:10.1051/shsconf/202110201002 fatcat:b7ffrxk7l5d3jep2svuzck7jm4

Exploring youth information-seeking behaviour and mobile technologies through a secondary analysis of qualitative data

Leanne Bowler, Heidi Julien, Leslie Haddon
2018 Journal of Librarianship and Information Science  
Original citation: Bowler, Leanne and Julien, Heidi and Haddon, Leslie (2018) Exploring youth informationseeking behaviour and mobile technologies through a secondary analysis of qualitative data.  ...  Abstract This paper examines issues associated with secondary analysis of qualitative data and their implications for information behaviour scholarship.  ...  Thank you as well to the U.K. based research team at the London School of Economics, including Sonia Livingstone and Jane Vincent, for generously agreeing to share the data that they had painstakingly  ... 
doi:10.1177/0961000618769967 fatcat:xclv3q33fnchxjrpw6lubh5cvi

Human rights researchers' data analysis and management practices

Lu Xiao, Isioma Elueze, Jillian R. Kavanaugh
2014 Proceedings of the American Society for Information Science and Technology  
We also explored their expectations with respect to a qualitative data analysis (QDA) software program.  ...  and management practices, such as their experiences with data analysis software programs.  ...  This study is funded by Social Sciences and Humanities Research Council of Canada (SSHRC) through its 2011 "Digging into Data" grant.  ... 
doi:10.1002/meet.2014.14505101034 fatcat:3eb67uajm5hgrivcoirzfkk3ym

Conducting a Qualitative Document Analysis

Hani Morgan
2022 The Qualitative Report  
This paper is designed to close the gap in the literature on conducting a qualitative document analysis by focusing on the advantages and limitations of using documents as a source of data and providing  ...  Document analysis has been an underused approach to qualitative research. This approach can be valuable for various reasons.  ...  Thematic Analysis as a Qualitative Method To use thematic analysis well for analyzing documents, researchers need to realize that this method consists of a variety of approaches.  ... 
doi:10.46743/2160-3715/2022.5044 fatcat:e532ilqmvjcopdvkspiooqqfge

Analysis of Blended Learning Model Application Using Text Mining Method

Lin Wang, Yanfen Huang, Muhd Khaizer Omar
2021 International Journal of Emerging Technologies in Learning (iJET)  
The text mining method was used to analyze the blended learning practice data of 17 countries provided by the Christensen Institute.  ...  The results demonstrate that the practice of blended learning in primary and secondary schools is mature in four courses of English, Mathematics, Science, and Social Research.  ...  interaction, and data analysis.  ... 
doi:10.3991/ijet.v16i01.19823 fatcat:ggdumhpmifhfhdhuwcwuc2dsce

An iterative approach to case study analysis: insights from qualitative analysis of quantitative inconsistencies

Allain J Barnett, Jacopo A Baggio, Hoon C Shin, David J Yu, Irene Perez-Ibarra, Cathy Rubinos, Ute Brady, Elicia Ratajczyk, Nathan Rollins, Rimjhim Aggarwal, John M Anderies, Marco A Janssen
2016 International Journal of the Commons  
For the latter, we conduct a post-hoc qualitative analysis of a large-N comparative study to explore 2 types of inconsistencies: 1) cases where evidence for nearly all design principles was found, but  ...  This analysis demonstrates the value of combining quantitative An iterative approach to case study analysis 469 and qualitative analysis, and using mixed-methods approaches iteratively to build comprehensive  ...  We use a qualitative approach to explore this discrepancy and better understand these cases.  ... 
doi:10.18352/ijc.632 fatcat:ty3hlhga25eyphet7fkckznvqe

Data Collection and Analysis [chapter]

Stewart Robinson
2014 Simulation  
The analysis of interview data requires basic qualitative data analysis techniques (Adler and Adler, 1994; Patton, 2001) .  ...  Still other methods for data collection and analysis of group data are being developed as we speak (Seel, 1999) .  ... 
doi:10.1007/978-1-137-32803-8_7 fatcat:oi4dq6e265cnnl5bwfm6c2wii4

Data collection and analysis [chapter]

2015 Thematic Evaluation Reports  
The analysis of interview data requires basic qualitative data analysis techniques (Adler and Adler, 1994; Patton, 2001) .  ...  Still other methods for data collection and analysis of group data are being developed as we speak (Seel, 1999) .  ... 
doi:10.18356/829b5482-en fatcat:sq35k4pn3bai5kvbccrljxowmi

Data Collection and Analysis [chapter]

2003 Acquisition of Software Engineering Knowledge  
The analysis of interview data requires basic qualitative data analysis techniques (Adler and Adler, 1994; Patton, 2001) .  ...  Still other methods for data collection and analysis of group data are being developed as we speak (Seel, 1999) .  ... 
doi:10.1142/9789812791399_0006 fatcat:4qsm25jocbannjf3b4hc4qv62e

Analysis for radical design

Scott W. Cunningham
2009 Technological forecasting & social change  
The true challenge in using this methodology will be in anticipating new changes in --Third International Seville Seminar on Future-Oriented Technology Analysis: Impacts and implications for policy and  ...  Morphological analysis has long been practiced as a decomposition technique for recognizing component technologies. Integrative methods allow for the anticipation of converging technology.  ...  The technology designer has a similar challenge in exploring new, heretofore unforeseen, combinations of new technologies. The network data in the raw is not useful for this purpose.  ... 
doi:10.1016/j.techfore.2009.07.014 fatcat:vhki2zv2nvbjzmwp47kic6yame

Data Collection and Analysis [chapter]

2008 Lean Six Sigma for the Office  
The analysis of interview data requires basic qualitative data analysis techniques (Adler and Adler, 1994; Patton, 2001) .  ...  Still other methods for data collection and analysis of group data are being developed as we speak (Seel, 1999) .  ... 
doi:10.1201/9781420068801.ch5 fatcat:3myqsowqvjhppenprj44vghxsq
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