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Integrative Analysis Strategies for Mixed Data Sources

Bibliographic Data

ID3757068
AuthorsPat Bazeley (0000-0002-4047-5962, Research Support P/L, Bowral, Australia, corresponding author)
Year2012
Volume56
Issue6
Pages814-828
Publication date2012-06-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueAmerican Behavioral Scientist (JOURNAL)
Journal identifiersISSN: 0002-7642 • E-ISSN: 1552-3381
PublisherSAGE Publications Inc (PUBLISHER)
DOI10.1177/0002764211426330
OpenAlexW1994955734
LanguageEN
Citations received61
References cited39

The approach taken to integration of diverse data sources and analytical approaches in mixed methods studies is a crucial feature of those studies. Models of integration in analysis range from discussing separately generated results from different components or phases of a study together as part of the conclusion, through synthesis of data from these different components, to combination of data sources or conversion of data types to build a blended set of results. Although different models of integration are appropriate for different research settings and purposes, an overcautious approach to integration can generate invalid or weakened conclusions through a failure to consider all available information together. Strategies for making the most of opportunities to integrate process and variable data in analysis to build strong and useful conclusions are identified and illustrated through reference to a variety of mixed methods studies, including several with a focus on transition to school

Data integration · Data mining · Data science · Data type · Feature (linguistics) · Focus (optics) · Information integration · Process (computing) · Range (aeronautics) · Variable (mathematics) · Variety (cybernetics) · Artificial Intelligence · Computer Science · Engineering · Mathematics · Statistical Methods and Applications

  • Cartooning and Mind Mapping in the Doctoral Journey

    Open Access•Fiona King, F J King•Video Journal of Education and…•2020

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    Open Access•Timothy Lynam, Chris Fletcher•Conservation Ecology•2015

  • Collaborative stewardship in multifunctional landscapes

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  • Investigating the effects of speech rate and accent on simultaneous interpretation

    Chao Han, A Mehdi Riazi•Across Languages and Cultures•2017

  • Wikis for group work

    Open Access•Amir Abdekhodaee, Anne-Marie Chase et al.•Australasian Journal of…•2016

  • Describing and Illustrating Data in Mixed Methods Research

    Open Access•Pamela M Wesely•Encyclopedia of Applied Linguistics•2025

  • Integrating Quantitative and Qualitative Results in Health Science Mixed Methods Research Through Joint Displays

    Open Access•Timothy C Guetterman, Michael D Fetters et al.•The Annals of Family Medicine•2015

  • Methodological guidance for the conduct of mixed methods systematic reviews

    Cindy Stern, Lucylynn Lizarondo et al.•JBI Evidence Synthesis•2020

  • Mixed or merged? Integration as the real challenge for mixed methods

    Open Access•Pat Bazeley•Qualitative Research in…•2016

  • Paradigm of dialectical pluralism for in-depth understanding

    Open Access•Prakash C Bhattarai•Frontiers in Education•2025

  • Explaining Secondary Students’ Career Intentions for Technology and Engineering Jobs Using an Expectancy-Value Model

    Open Access•Rik Smit, Noé Robin et al.•Frontiers in Education•2020

  • Integrating Social Network and Reflexive Thematic Analysis in Educational Research

    Open Access•Yi Sun, Xuesong Gao et al.•SAGE Open•2026

  • Exploring the Landscape of Published Mixed Methods Research in Special Education

    Open Access•Catherine Corr, Melinda R Snodgrass et al.•Remedial and Special Education•2021

  • Essential concepts for effective mixed methods research in the health professions

    Alexis Battista, Dario Torre et al.•Medical Teacher•2025

  • Integration in Qualitatively Oriented Mixed Methods Data Analysis

    Open Access•Yi Sun, Xuesong Gao•TESOL Quarterly•2026

  • Quantifying local community voices in the decision-making process

    Nvenakeng Suzanne Awung, Rob Marchant•Environmental Sociology•2017

  • The Journal of Mixed Methods Research Starts a New Decade

    Open Access•Michael D Fetters, José F Molina‐Azorín•Journal of Mixed Methods Research•2017

  • It’s Always Good to Ask”

    Open Access•Loraine J Bacchus, Ana Maria Buller et al.•Journal of Mixed Methods Research•2016

  • Integrating Without Quantitizing

    Open Access•Hailey R Love, Catherine Corr•Journal of Mixed Methods Research•2021

  • Do Athletes Imagine Being the Best, or Crossing the Finish Line First? A Mixed Methods Analysis of Construal Levels in Elite Athletes’ Spontaneous Imagery

    Open Access•Celina Kacperski, Roberto Ulloa et al.•Journal of Mixed Methods Research•2016

  • A Mixed Methods Study of Public Perception of Social Distancing

    Open Access•Pauline Ho, Kaiping Chen et al.•Journal of Mixed Methods Research•2021

  • The Benefits and Complexities of Integrating Mixed Method Findings Using the Pillar Integration Process

    Open Access•Jennifer Hall, Louise Mansfield•Journal of Mixed Methods Research•2023

  • Using a Narrative Approach to Analyze Longitudinal Mixed Methods Data

    Open Access•Maureen R Waller, Lenna Nepomnyaschy et al.•Journal of Mixed Methods Research•2020

  • Integrating and Consolidating Data in Mixed Methods Data Analysis

    Open Access•Susanne Vogl•Journal of Mixed Methods Research•2018

  • Mixed Methods Designs for Making Cross-Cultural Comparisons

    Open Access•Robert W Schrauf•Journal of Mixed Methods Research•2017

  • Social Network Analysis

    Open Access•Reza Yousefi Nooraie, Joanna E M Sale et al.•Journal of Mixed Methods Research•2018

  • Integrative Strategies in Mixed Methods Research

    Open Access•Leena Åkerblad, Riitta Seppänen‐Järvelä et al.•Journal of Mixed Methods Research•2020

  • Pillar Integration Process

    Open Access•Rebecca Johnson, Amy Grove et al.•Journal of Mixed Methods Research•2017

  • Publishing a Methodological Mixed Methods Research Article

    Open Access•Michael D Fetters, Dawn Freshwater•Journal of Mixed Methods Research•2015

  • A Performative Paradigm for Mixed Methods Research

    Open Access•Judith Schoonenboom•Journal of Mixed Methods Research•2017

  • Integrating and Visualizing Heterogeneous Data

    Open Access•Anders Bonde, Rasmus Døj et al.•Journal of Mixed Methods Research•2025

  • Conceptualizing Integration in Mixed Methods Research

    Open Access•Pat Bazeley•Journal of Mixed Methods Research•2024

  • Creating social value by empowering people

    Open Access•Nadia Von Jacobi, Enrica Chiappero-Martinetti et al.•Annals of Public and Cooperative…•2023

  • Youth and insecurity from an intersectional perspective

    Open Access•Míriam Acebillo‐baqué, Lara Maestripieri et al.•Journal of Youth Studies•2024

  • The Caqdas Postgraduate Learning Model

    Christina Silver, Christine Rivers•International Journal of Social…•2015

  • Rethinking integration in mixed methods research using data from different eras

    Judith Sligo, J L Sligo et al.•International Journal of Social…•2017

  • The Mechanistic Rewards of Data and Theory Integration for Theory-Based Evaluation

    Open Access•Corrado Matta, Jannika Lindvall et al.•American Journal of Evaluation•2023

  • Transformative Social Responses to Domestic, Family, and Sexualized Violence

    Open Access•Leticia Funston, Ghena Krayem et al.•Violence Against Women•2023

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    Open Access•Kevin Proudfoot•Journal of Mixed Methods Research•2022

  • How can health professionals enhance interpersonal communication with adolescents and young adults to improve health care outcomes

    Open Access•Bora Kim, Kate White•International Journal of…•2017

  • Non-communicable disease policy implementation in Libya

    Open Access•Luke N Allen, Cervantée E K Wild et al.•PLOS Global Public Health•2022

  • Transparency in benefit sharing and the influence of community expectations on participation in Redd+ Projects

    Open Access•Nvenakeng Suzanne Awung, Rob Marchant•Ecosystems and People•2020

  • ‘The ghost of environmental history’

    Open Access•Menelisi Falayi, James Gambiza et al.•People and Nature•2022

  • Readiness Toward the Implementation of Open Science Initiatives In the Republic of Moldova

    Open Access•Nelly Țurcan, Gheorghe Cuciureanu et al.•Central European Journal of…•2023

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    Open Access•Pamela Ogbozor, Eleanor Hutchinson et al.•Health Policy and Planning•2023

  • Emotions and politics of sensibilities in Latin America

    Open Access•Adrian Scribano•International Sociology•2021

  • On the pitfalls and promises of using mixed methods in literacy research

    Ian A G Wilkinson, Bea Staley•Research Papers in Education•2019

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    Open Access•Sandy Watson, Kath Thorburn et al.•Australian Journal of Social Issues•2014

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    Open Access•Bruce L Reynolds, Xiaoke Bai et al.•TESOL Quarterly•2026

  • Quantifizierung

    Open Access•Susanne Vogl•KZfSS Kölner Zeitschrift für…•2017

  • Mixed Methods – Stand der Debatte und aktuelle Problemlagen

    Open Access•Nina Baur, Udo Kelle et al.•KZfSS Kölner Zeitschrift für…•2017

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    Open Access•Udo Kuckartz•KZfSS Kölner Zeitschrift für…•2017

  • Developing a culturally-specific mixed methods approach to global research

    Open Access•John W Creswell, Rachel C Sinley•KZfSS Kölner Zeitschrift für…•2017

  • The effect of strategies of personal resilience on depression recovery in an Australian cohort

    Open Access•Frances Griffiths, Frances E Griffiths et al.•Health An Interdisciplinary…•2015

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  • It Takes a Village

    Open Access•Meagan Cloutier•Canadian Journal of Political…•2025

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    Open Access•Clare M Carolan, Clare Carolan et al.•Qualitative Health Research•2016

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    Open Access•Ellen Moseholm, Michael D Fetters•Methodological Innovations•2017

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    Open Access•Yi Sun, Jasper Hsieh et al.•International Journal of…•2025

  • Social network analysis

    John Scott•Social network analysis•1991

  • Event History Analysis With Stata

    Hans-Peter Blossfeld, Katrin Golsch et al.•Event History Analysis with Stata•2007

  • Concept Mapping for Planning and Evaluation

    Mary Kane, William M K Trochim et al.•Concept Mapping for Planning and…•2007

  • Using Narrative in Social Research

    Jane Elliott•Using Narrative in Social Research•2005

  • Sage Handbook of Mixed Methods in Social & Behavioral Research

    Abbas Tashakkori, Charles Teddlie•Sage Handbook Of Mixed Methods In…•2010

  • Data Analysis Strategies for Mixed-Method Evaluation Designs

    Open Access•Valerie J Caracelli, Jennifer C Greene•Educational Evaluation and Policy…•1993

  • Toward a Conceptual Framework for Mixed-Method Evaluation Designs

    Open Access•Jennifer C Greene, Valerie J Caracelli et al.•Educational Evaluation and Policy…•1989

  • Foundations of Multimethod Research

    John Brewer, Albert Hunter et al.•Foundations of Multimethod Research•2006

  • Miller Early Childhood Sustained Home-visiting (MECSH) trial

    Open Access•Lynn Kemp, Elizabeth Harris et al.•BMC Public Health•2008

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    Open Access•Alicia O’cathain, Elizabeth Murphy et al.•Journal of Mixed Methods Research•2007

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    Open Access•Hilary Arksey•Health & Social Care in the…•2003

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    Open Access•Sandra Mathison•Educational Researcher•1988

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    Open Access•Madhabi Chatterji•Educational Researcher•2004

  • Linking Social Capital to Small-Worlds

    Open Access•C Prell•Methodological Innovations Online•2009

  • On Quantitizing

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  • Designing and Conducting Mixed Methods Research

    John W Creswell, Vicki L Plano Clark•Designing and Conducting Mixed…•2017

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    Open Access•Joseph A Maxwell•Educational Researcher•2004

  • Mixed Methods Research

    Open Access•R Burke Johnson, Anthony J Onwuegbuzie•Educational Researcher•2004

  • Qualitative Data Analysis

    Open Access•Matthew B Miles, A Michael Huberman•Journal of Environmental Psychology•1994

  • Conceptualising research performance

    Pat Bazeley•Studies in Higher Education•2010

  • Grounded Visualization

    Open Access•Ladona Knigge, Meghan Cope•Environment and Planning A…•2006

  • Multisite/Multimethod Studies

    Open Access•Karen Seashore Louis•American Behavioral Scientist•1982

  • Merging Quantitative and Qualitative Research Techniques

    Open Access•Gerald Fry, Gerald W Fry et al.•Anthropology & Education Quarterly•1981

Unique citing works61
Citations per year5,08
Citation span2014 - 2026 (13)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 56

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