A Systematic Literature Review of the Applications of Q-Technique and Its Methodology
Abstract
Q-methodology is a technique incorporating the benefits of both qualitative and quantitative research. Q-method involves Q-sorting, a method of data collection and factor analysis, to assess subjective (qualitative) information. The use of Q-sorting and factor analysis has often resulted in the misconception that Q-methodology involves psychometric or quantitative assessment, although Q as a methodology actually enables the systematic assessment of qualitative data. Misconceptions regarding Q have resulted in a heterogeneous collection of Q-applications in the extant literature, which has obscured the fundamental principles of Q-methodology. The purpose of this paper is to present a systematic review of Q-based research to investigate the criteria researchers have used to develop Q-studies. Published research studies between January 2008 and December 2008 that employed Q-techniques and methodology were assessed. Data were extracted and synthesized through the development and use of the Assessment and Review Instrument for Q-methodology (ARIQ). Fourteen research studies met the inclusion criteria for the review. The Q-methodological studies were disparate in their application of terminology, instrument development, and factor analysis, although data extraction and synthesis processes revealed two types of studies: those which aimed to apply conventional Q-methodology and those which applied variations of Q-techniques. It is concluded that variations of Q-technique and its methodology are unavoidable. However, this does not obviate the need for researchers to explicitly state their rationale for decisions to deviate from conventional Q-methodology if they are to produce demonstrably valid research. The review instrument (ARIQ) developed for this review will facilitate this end.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Q-methodology allows construing generalization while maintaining a high level of phenomenology and acknowledging and considering the subjectivity of respondents.
“Yet, it allows to construe generalization while at the same time maintaining a high level of phenomenology as well as acknowledging and considering the subjectivity of respondents (Dziopa and Ahern 2011;Wingreen et al. 2009).”
From How affordances of chatbots cross the chasm between social and traditional enterprise systems (2020) · cites this paper as Dziopa and Ahern 2011
Cites
Stockton, R. A., & Kerlinger, F. N. (1974) · American Educational Research Journal · doi:10.2307/1162206 · Cited by 7,356 · see citing works
Foundations of Behavioral Research
Buttram, J. B. (1967) · Journal of Music Therapy · doi:10.1093/jmt/4.4.144-a · Cited by 2,977 · see citing works
Political Subjectivity: Applications of Q Methodology in Political Science
Balch, G. I., & Brown, S. R. (1982) · Journal of Marketing Research · doi:10.2307/3151542 · Cited by 1,978 · see citing works
Rethinking Methods in Psychology
Smith, J. P., Harré, R., & Langenhove, L. V. (1995) · SAGE Publications Ltd eBooks · doi:10.4135/9781446221792 · Cited by 1,933 · see citing works
BİLGEN, M. S., Bilgen, Ö. F., ahmed, Ç. I., Kara, H., mutlu, M., & Yaray, O. (2022) · Singapore Medical Journal · doi:10.11622/smedj · Cited by 1,730 · see citing works
The Q-sort method in personality assessment and psychiatric research.
Block, J. (1961) · Charles C Thomas Publisher eBooks · doi:10.1037/13141-000 · Cited by 1,395 · see citing works
Doing Q ethodology: theory, method and interpretation
Watts, S., & Stenner, P. H. D. (2005) · Qualitative Research in Psychology · doi:10.1191/1478088705qp022oa · Cited by 1,256 · see citing works
The Study of Behavior: Q-Technique and Its Methodology.
Solomon, H., & Stephenson, W. (1955) · Journal of the American Statistical Association · doi:10.2307/2281274 · Cited by 887 · see citing works
Brown, S. R. (1993) · Universiteitsbibliotheek EUR · doi:10.15133/j.os.1993.002 · Cited by 733 · see citing works
The Study of Behavior. Q Technique and Its Methodology
Glueck, B. (1954) · American Journal of Psychiatry · doi:10.1176/ajp.111.6.479 · Cited by 644 · see citing works
McKeown, B., & Thomas, D. (1988) · Sage eBooks · doi:10.4135/9781412985512 · Cited by 587 · see citing works
Brown, S. R. (1993) · Operant Subjectivity · doi:10.22488/okstate.93.100504 · Cited by 520 · see citing works
Stephenson, W. (1935) · Nature · doi:10.1038/136297b0 · Cited by 492 · see citing works
Exploring attitudes: the case for Q methodology
Cross, R. (2004) · Health Education Research · doi:10.1093/her/cyg121 · Cited by 476 · see citing works
Whiting, S. W., Podsakoff, P. M., & Pierce, J. R. (2008) · Journal of Applied Psychology · doi:10.1037/0021-9010.93.1.125 · Cited by 386 · see citing works
Career success: Constructing a multidimensional model
Dries, N., Pepermans, R., & Carlier, O. (2008) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2008.05.005 · Cited by 294 · see citing works
Q-Methodology in Nursing Research
Akhtar‐Danesh, N., Baumann, A. O., & Cordingley, L. (2008) · Western Journal of Nursing Research · doi:10.1177/0193945907312979 · Cited by 291 · see citing works
Development of the Serious Leisure Inventory and Measure
Gould, J. M., Moore, D. D., McGuire, F. A., & Stebbins, R. A. (2008) · Journal of Leisure Research · doi:10.1080/00222216.2008.11950132 · Cited by 260 · see citing works
(2004) · Psychology Press eBooks · doi:10.4324/9780203645727 · Cited by 202 · see citing works
Rogers, R. S. (1995) · SAGE Publications Ltd eBooks · doi:10.4135/9781446221792.n12 · Cited by 187 · see citing works
Westen, D., & Shedler, J. (2007) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.116.4.810 · Cited by 135 · see citing works
Q methodology and qualiquantology: the example of discriminating between emotions
Stenner, P. H. D., & Rogers, R. S. (2004) · University of Brighton Repository (University of Brighton) · Cited by 111 · see citing works
The Issue of Generalization in Q Methodology: "Reliable Schematics" Revisited
Thomas, D. B., & Baas, L. R. (1992) · Universiteitsbibliotheek EUR · doi:10.15133/j.os.1992.014 · Cited by 98 · see citing works
Ockwell, D. (2008) · Policy Sciences · doi:10.1007/s11077-008-9066-y · Cited by 94 · see citing works
Q methodology--a journey into the subjectivity of human mind.
Amin, Z. (2000) · PubMed · Cited by 86 · see citing works
Robinson, T., GUSTAFSON, B., & Popovich, M. N. (2008) · Ageing and Society · doi:10.1017/s0144686x07006605 · Cited by 80 · see citing works
The Issue of Generalization in Q Methodology: "Reliable Schematics" Revisited
Thomas, D. B., & Baas, L. R. (1992) · Operant Subjectivity · doi:10.22488/okstate.92.100599 · Cited by 78 · see citing works
Weber, R., Schnier, J., & Jacobsen, T. (2008) · Perceptual and Motor Skills · doi:10.2466/pms.106.1.128-146 · Cited by 72 · see citing works
Four Views of the Professional School Counselor—Principal Relationship:A Q-Methodology Study
Janson, C., Militello, M., & Kosine, N. R. (2008) · Professional School Counseling · doi:10.5330/psc.n.2010-11.353 · Cited by 69 · see citing works
Assessing Q-Assessor: A Validation Study of Computer-Based Q Sorts versus Paper Sorts
Reber, B. H., Kaufman, S. E., & Cropp, F. (2000) · Operant Subjectivity · doi:10.22488/okstate.00.100570 · Cited by 65 · see citing works
Illuminating Patterns of Perception: An Overview of Q Methodology
Brown, M. (2004) · doi:10.21236/ada443484 · Cited by 64 · see citing works
Brown, R. D., & Pirtle, T. (2008) · Sex Education · doi:10.1080/14681810701811829 · Cited by 63 · see citing works
Q-Methodology to Identify Young Adult Renal Transplant Recipients at Risk for Nonadherence
Tielen, M., van Staa, A. L., Jedeloo, S., van Exel, J. N. A., & Weimar, W. W. (2008) · Transplantation · doi:10.1097/tp.0b013e318166163e · Cited by 55 · see citing works
Three Different Ways Mental Health Nurses Develop Quality Therapeutic Relationships
Dziopa, F., & Ahern, K. (2009) · Issues in Mental Health Nursing · doi:10.1080/01612840802500691 · Cited by 55 · see citing works
Self-citationAssessing Q-Assessor: A Validation Study of Computer-Based Q Sorts versus Paper Sorts
Reber, B. H., Kaufman, S. E., & Cropp, F. (2000) · Universiteitsbibliotheek EUR · doi:10.15133/j.os.2000.009 · Cited by 52 · see citing works
Understandings of children's influence in parent—child relationships: A Q-methodological study
Mol, J. D., & Buysse, A. (2008) · Journal of Social and Personal Relationships · doi:10.1177/0265407507087963 · Cited by 49 · see citing works
The Importance of Factors in Q Methodology: Statistical and Theoretical Considerations
Brown, S. R. (1978) · Operant Subjectivity · doi:10.22488/okstate.78.100516 · Cited by 46 · see citing works
Development of the HIV/AIDS Q-sort instrument to measure physician attitudes.
Prasad, R. S. (2002) · PubMed · Cited by 28 · see citing works
The Relationship between Posttreatment Smile Esthetics and the ABO Objective Grading System
Schabel, B. J., McNamara, J. A., Baccetti, T., Franchi, L., & Jamieson, S. A. (2008) · The Angle Orthodontist · doi:10.2319/0003-3219(2008)078[0579:trbpse]2.0.co;2 · Cited by 27 · see citing works
The Importance of Factors in Q Methodology: Statistical and Theoretical Considerations
Brown, S. R. (1978) · Universiteitsbibliotheek EUR · doi:10.15133/j.os.1977.013 · Cited by 26 · see citing works
Exploring ego-integrity in old adults: A Q-methodology study
Chang, S. O., Kim, J. H., Kong, E. S., Kim, C. G., Ahn, S. Y., & Cho, N. O. (2006) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2006.07.020 · Cited by 25 · see citing works
Reliability and Validity of Q-Method Results: Some Empirical Evidence
Fairweather, J. R. (1981) · Operant Subjectivity · doi:10.22488/okstate.81.100588 · Cited by 24 · see citing works
Lee, H. J., Jo, K., Chee, K. H., & Lee, Y. J. (2008) · Death Studies · doi:10.1080/07481180802359797 · Cited by 22 · see citing works
McKeown, M., Stowell‐Smith, M., & Foley, B. (1999) · Journal of Advanced Nursing · doi:10.1046/j.1365-2648.1999.01058.x · Cited by 20 · see citing works
Goto, K., Tiffany, J. S., Pelto, G. H., & Pelletier, D. L. (2008) · AIDS Education and Prevention · doi:10.1521/aeap.2008.20.4.301 · Cited by 16 · see citing works
American Academy of Advertising
(1977) · Journal of Advertising · doi:10.1080/00913367.1977.10672717 · Cited by 16 · see citing works
Occlusal indexes as judged by subjective opinions
Arruda, A. O. (2008) · American Journal of Orthodontics and Dentofacial Orthopedics · doi:10.1016/j.ajodo.2006.09.058 · Cited by 15 · see citing works
Counselors'-in-Training Perceptions of Gendered Behavior
Trepal, H., Wester, K. L., & Shuler, M. K. (2008) · The Family Journal · doi:10.1177/1066480708314256 · Cited by 14 · see citing works
The Future of the Q Methodology Movement
Hurd, R. C., & Brown, S. R. (2004) · Operant Subjectivity · doi:10.22488/okstate.04.100535 · Cited by 13 · see citing works
The Future of the Q Methodology Movement
Hurd, R. C., & Brown, S. R. (2004) · Universiteitsbibliotheek EUR · doi:10.15133/j.os.2004.011 · Cited by 11 · see citing works
Cross-Technique Validation of Attitude Measures
Thompson, B., Frankiewicz, R. G., & Ward, G. (1983) · Universiteitsbibliotheek EUR · doi:10.15133/j.os.1983.001 · Cited by 8 · see citing works
Enhancing Cattle Handling Safety with the Work Crew Performance Model
Isaacs, S. G., Powers, L. A., Lineberry, G. T., & Scharf, T. (2008) · Journal of Agricultural Safety and Health · doi:10.13031/2013.24562 · Cited by 7 · see citing works
Cross-Technique Validation of Attitude Measures
Thompson, B., Frankiewicz, R. G., & Ward, G. R. (1983) · Operant Subjectivity · doi:10.22488/okstate.83.100515 · Cited by 7 · see citing works
An Original In-Depth Segmentation Study of the Market Research Industry
Danbury, T. (1985) · Operant Subjectivity · doi:10.22488/okstate.85.100565 · Cited by 6 · see citing works
A Segmentation Study of Attitudes About Advertising
Mauldin, C. R. (1990) · Operant Subjectivity · doi:10.22488/okstate.90.100564 · Cited by 6 · see citing works
Discovery of Socialist Opinion
Barchak, L. J. (1979) · Operant Subjectivity · doi:10.22488/okstate.79.100534 · Cited by 5 · see citing works
Brown, S. R. (1978) · Operant Subjectivity · doi:10.22488/okstate.77.100503 · Cited by 3 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Mixed Method Lessons Learned From 80 Years of Q Methodology
Ramlo, S. (2015) · Journal of Mixed Methods Research · doi:10.1177/1558689815610998 · Cited by 217 · see citing works
Bootstrapping Q Methodology to Improve the Understanding of Human Perspectives
Zabala, A., & Pascual, U. (2016) · PLoS ONE · doi:10.1371/journal.pone.0148087 · Cited by 184 · see citing works
Mettler, T., & Wulf, J. (2019) · Information Systems Journal · doi:10.1111/isj.12205 · Cited by 155 · see citing works
Technological frames in public administration: What do public managers think of big data?
Guenduez, A. A., Mettler, T., & Schedler, K. (2019) · Government Information Quarterly · doi:10.1016/j.giq.2019.101406 · Cited by 105 · see citing works
Methodological choices in applications of Q methodology: A systematic literature review
Dieteren, C., Patty, N. J. S., Reckers‐Droog, V., & van Exel, J. N. A. (2023) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2023.100404 · Cited by 99 · see citing works
Perz, J., Ussher, J. M., & Gilbert, E. (2013) · BMC Cancer · doi:10.1186/1471-2407-13-270 · Cited by 92 · see citing works
Overly ambitious: contributions and current status of Q methodology
Kampen, J. K., & Tamás, P. A. (2013) · Quality & Quantity · doi:10.1007/s11135-013-9944-z · Cited by 86 · see citing works
Narratives of biorefinery innovation for the bioeconomy: Conflict, consensus or confusion?
Bauer, F. (2018) · Environmental Innovation and Societal Transitions · doi:10.1016/j.eist.2018.01.005 · Cited by 85 · see citing works
Exploring variety in factors that stimulate project managers to address sustainability issues
Silvius, G., & Schipper, R. (2020) · International Journal of Project Management · doi:10.1016/j.ijproman.2020.08.003 · Cited by 86 · see citing works
Ha, E. (2014) · Nurse Education Today · doi:10.1016/j.nedt.2014.01.003 · Cited by 74 · see citing works
Simpson, S., Brown, G., Peterson, A. E., & Johnstone, R. W. (2016) · Ocean & Coastal Management · doi:10.1016/j.ocecoaman.2016.03.009 · Cited by 72 · see citing works
The public's perception of run-of-the-river hydropower across Europe
Venus, T. E., Hinzmann, M., Bakken, T. H., Gerdes, H., Godinho, F. N., Hansen, B., Pinheiro, A. N., & Sauer, J. (2020) · Energy Policy · doi:10.1016/j.enpol.2020.111422 · Cited by 71 · see citing works
First year nursing students' viewpoints about compromised clinical safety
Killam, L. A., Mossey, S., Montgomery, P., & Timmermans, K. E. (2012) · Nurse Education Today · doi:10.1016/j.nedt.2012.05.010 · Cited by 61 · see citing works
Farrimond, H. R. (2017) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2017.07.011 · Cited by 62 · see citing works
How affordances of chatbots cross the chasm between social and traditional enterprise systems
Stoeckli, E., Dremel, C., Uebernickel, F., & Brenner, W. (2020) · Electronic Markets · doi:10.1007/s12525-019-00359-6 · Cited by 55 · see citing works
Urban low-carbon transitions: cognitive barriers and opportunities
Olazabal, M., & Pascual, U. (2015) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2015.08.047 · Cited by 52 · see citing works
Redlinger‐Grosse, K., Veach, P. M., LeRoy, B. S., & Zierhut, H. A. (2017) · Journal of Genetic Counseling · doi:10.1007/s10897-017-0114-7 · Cited by 51 · see citing works
Ha, E. (2018) · Nurse Education Today · doi:10.1016/j.nedt.2018.04.023 · Cited by 49 · see citing works
Iofrıda, N., Luca, A. I. D., Gulısano, G., & Strano, A. (2018) · Agricultural Systems · doi:10.1016/j.agsy.2018.01.020 · Cited by 46 · see citing works
Internet of Things: Aspiration, implementation and contribution
Cranmer, E. E., Papalexi, M., Dieck, M. C. T., & Bamford, D. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.09.025 · Cited by 44 · see citing works
Q-methodology as a research and design tool for HCI
O'Leary, K., Wobbrock, J. O., & Riskin, E. A. (2013) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2466256 · Cited by 40 · see citing works
Isyaku, U. (2021) · Forest Policy and Economics · doi:10.1016/j.forpol.2021.102598 · Cited by 38 · see citing works
Bachkirova, T., Sibley, J., & Myers, A. C. (2015) · Human Resource Development Quarterly · doi:10.1002/hrdq.21215 · Cited by 38 · see citing works
Nordhagen, S., Pascual, U., & Drucker, A. G. (2017) · Ecological Economics · doi:10.1016/j.ecolecon.2017.02.025 · Cited by 37 · see citing works
Attems, M., Schlögl, M., Thaler, T., Rauter, M., & Fuchs, S. (2020) · PLoS ONE · doi:10.1371/journal.pone.0233551 · Cited by 35 · see citing works
A scoping review of Q methodology nursing education studies
Hensel, D., Toronto, C. E., Lawless, J., & Burgess, J. (2021) · Nurse Education Today · doi:10.1016/j.nedt.2021.105220 · Cited by 33 · see citing works
Understanding conservation conflicts associated with rodent outbreaks in farmland areas
Lauret, V., Delibes‐Mateos, M., Mougeot, F., & Arroyo, B. (2019) · AMBIO · doi:10.1007/s13280-019-01256-0 · Cited by 31 · see citing works
Certainty pays off: The public's value of environmental monitoring
Venus, T. E., & Sauer, J. (2021) · Ecological Economics · doi:10.1016/j.ecolecon.2021.107220 · Cited by 31 · see citing works
Attitudes toward clinical practice in undergraduate nursing students: A Q methodology study
Ha, E. (2015) · Nurse Education Today · doi:10.1016/j.nedt.2015.01.013 · Cited by 29 · see citing works
Shkedi‐Rafid, S., Fenwick, A., Dheensa, S., Wellesley, D. G., & Lucassen, A. (2016) · Prenatal Diagnosis · doi:10.1002/pd.4772 · Cited by 29 · see citing works
Mitigating bureaucratic inefficiencies through blockchain technology in Africa
Shava, E., & Mhlanga, D. (2023) · Frontiers in Blockchain · doi:10.3389/fbloc.2023.1053555 · Cited by 35 · see citing works
Ha, E. (2015) · Nurse Education Today · doi:10.1016/j.nedt.2015.05.018 · Cited by 27 · see citing works
Belief patterns of entrepreneurship: exploring cross-cultural logics
Valliere, D. (2017) · International Journal of Entrepreneurial Behaviour & Research · doi:10.1108/ijebr-12-2015-0297 · Cited by 27 · see citing works
Buckwell, A. J., Fleming, C. M., Muurmans, M., Smart, J. C. R., Ware, D. M., & Mackey, B. (2020) · Ecological Economics · doi:10.1016/j.ecolecon.2020.106781 · Cited by 26 · see citing works
Advanced Security Framework for Internet of Things (IoT)
Ali, A., Mateen, A., Hanan, A., & Amin, F. (2022) · Technologies · doi:10.3390/technologies10030060 · Cited by 26 · see citing works
Exploring perceptions of the impacts of resource development: A Q-methodology study
Chapman, R., Tonts, M., & Plummer, P. S. (2015) · The Extractive Industries and Society · doi:10.1016/j.exis.2015.04.008 · Cited by 26 · see citing works
Applying Q methodology to teacher evaluation research
Rodl, J. E., Cruz, R. A., & Knollman, G. A. (2020) · Studies In Educational Evaluation · doi:10.1016/j.stueduc.2020.100844 · Cited by 25 · see citing works
Chinoracký, R., Stalmašeková, N., & Čorejová, T. (2022) · Energies · doi:10.3390/en15176144 · Cited by 26 · see citing works
Refining national culture and entrepreneurship: the role of subcultural variation
Valliere, D. (2019) · Journal of global entrepreneurship research · doi:10.1186/s40497-019-0172-4 · Cited by 25 · see citing works
Exploring subjective constructions of health in China: a Q-methodological investigation
Mao, Z., Ahmed, S., Graham, C. D., & Kind, P. (2020) · Health and Quality of Life Outcomes · doi:10.1186/s12955-020-01414-z · Cited by 24 · see citing works
Gendered differences in crop diversity choices: A case study from Papua New Guinea
Nordhagen, S., Pascual, U., & Drucker, A. (2021) · World Development · doi:10.1016/j.worlddev.2020.105134 · Cited by 21 · see citing works
Novel Developments for Sustainable Hydropower
Rutschmann, P., Kampa, E., Wolter, C., Albayrak, I., David, L., Stoltz, U., & Schletterer, M. (2022) · Springer eBooks · doi:10.1007/978-3-030-99138-8 · Cited by 24 · see citing works
Kivits, R. A., & Charles, M. B. (2015) · Journal of Air Transport Management · doi:10.1016/j.jairtraman.2015.05.005 · Cited by 24 · see citing works
Hengeveld, B., Maaskant, J. M., Lindeboom, R., Marshall, A. P., Vermeulen, H., & Eskes, A. M. (2020) · Journal of Advanced Nursing · doi:10.1111/jan.14719 · Cited by 22 · see citing works
Exploring Barriers for Circularity in the EU Furniture Industry
Silvius, G., Ismayilova, A., Sales-Vivó, V., & Costi, M. (2021) · Sustainability · doi:10.3390/su131911072 · Cited by 22 · see citing works
A proposed methodology for mapping and ranking competencies that HRM graduates need
Bogdány, E., Cserháti, G., & Raffay-Danyi, Á. N. (2023) · The International Journal of Management Education · doi:10.1016/j.ijme.2023.100789 · Cited by 22 · see citing works
Montgomery, P., Killam, L. A., Mossey, S., & Heerschap, C. (2013) · Nurse Education Today · doi:10.1016/j.nedt.2013.09.019 · Cited by 22 · see citing works
Psychological Mechanisms of Deliberative Transformation: The Role of Group Identity
Dryzek, J. S., Gastil, J., Batalha, L., & Niemeyer, S. (2020) · Journal of Deliberative Democracy · doi:10.16997/jdd.313 · Cited by 21 · see citing works
Is Q for you?: using Q methodology within geographical and pedagogical research
Wright, P. N. (2012) · Journal of Geography in Higher Education · doi:10.1080/03098265.2012.729814 · Cited by 21 · see citing works
Palomo-Campesino, S., Ravera, F., González, J. A., & García‐Llorente, M. (2018) · Rangeland Ecology & Management · doi:10.1016/j.rama.2017.12.013 · Cited by 21 · see citing works
Typology of Undergraduate Nursing Students’ Unsafe Clinical Practices: Q-Methodology
Mossey, S., Montgomery, P., Raymond, J. M., & Killam, L. A. (2012) · Journal of Nursing Education · doi:10.3928/01484834-20120309-01 · Cited by 20 · see citing works
Use of herd management programmes to improve the reproductive performance of dairy cattle
McDougall, S., Heuer, C., Morton, J. M., & Brownlie, T. S. (2014) · animal · doi:10.1017/s1751731114000457 · Cited by 20 · see citing works
Students’ Perception of Using Digital Badges in Blended Learning Classrooms
Zhou, L., Chen, L., Fan, Q., & Ji, Y. (2019) · Sustainability · doi:10.3390/su11072151 · Cited by 19 · see citing works
The benefits of Q + PPGIS for coupled human-natural systems research: A systematic review
Johnson, M. S., Adams, V. M., Byrne, J., & Harris, R. M. B. (2022) · AMBIO · doi:10.1007/s13280-022-01709-z · Cited by 18 · see citing works
Perceptions about cancer-related fatigue among cancer patients using Q methodology
Bang, H. Y., Yeun, E. J., Ham, E., Jeon, M., & An, J. H. (2015) · European Journal of Oncology Nursing · doi:10.1016/j.ejon.2015.03.013 · Cited by 17 · see citing works
Realising the potential of Q methodology in nursing research
Lim, E., Wynaden, D., Baughman, F. D., & Heslop, K. (2020) · Collegian Journal of the Royal College of Nursing Australia · doi:10.1016/j.colegn.2020.08.004 · Cited by 16 · see citing works
Trend Strategy to Prevent Bullying in Islamic Boarding Schools (Pesantren)
Arif, M., Aziz, M. K. N. A., & Abdurakhmonovich, Y. A. (2024) · Jurnal Ilmiah Peuradeun · doi:10.26811/peuradeun.v12i2.1087 · Cited by 91 · see citing works
Using Q-sort method to explore autistic students’ views of the impacts of their anxiety at school
Ambrose, K., Simpson, K., & Adams, D. (2024) · Autism · doi:10.1177/13623613241231607 · Cited by 15 · see citing works
The development of a work‐life fit model: a demands and resources approach
Turner, M. (2013) · International Journal of Managing Projects in Business · doi:10.1108/ijmpb-04-2013-0016 · Cited by 15 · see citing works
What Makes a Hero? Exploring Characteristic Profiles of Heroes Using Q-Method
Riches, B. R. (2017) · Journal of Humanistic Psychology · doi:10.1177/0022167817716305 · Cited by 15 · see citing works
Kerkhoff, A. D., Muiruri, C., Geng, E. H., & Hickey, M. D. (2022) · Current Opinion in HIV and AIDS · doi:10.1097/coh.0000000000000776 · Cited by 13 · see citing works
Islamic Religious Education Learning Media in the Technology Era: A Systematic Literature Review
Huda, M., Arif, M., Rahim, M. M. A., & Anshari, M. (2024) · At-tadzkir Islamic Education Journal · doi:10.59373/attadzkir.v3i2.62 · Cited by 14 · see citing works
Clinical decision‐making and intuition: A task analysis of 44 experienced counsellors
Fox, J., Hagedorn, W. B., & Sivo, S. A. (2016) · Counselling and Psychotherapy Research · doi:10.1002/capr.12084 · Cited by 14 · see citing works
Lim, E., Wynaden, D., & Heslop, K. (2020) · International Journal of Mental Health Nursing · doi:10.1111/inm.12802 · Cited by 14 · see citing works
Leong, W. S. (2014) · Music Education Research · doi:10.1080/14613808.2013.878325 · Cited by 14 · see citing works
A Q Analysis on the Impact of Shadow Education on the Academic Life of High School Students
Cayubit, R. F. O., Castor, J. Y. S., Divina, E. J. S., Francia, R. M. S., Nolasco, R. T. P., Villamiel, A. J. E., Viloria, A. I. S., & Zarraga, M. T. G. (2014) · Psychological Studies · doi:10.1007/s12646-014-0260-z · Cited by 14 · see citing works
The Possibilities of Reducing Food Choice to Improve the Performance of College Foodservices
Mirosa, M., Loh, J., & Spence, H. K. (2016) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2015.12.019 · Cited by 14 · see citing works
Practical Issues of Conducting a Q Methodology Study
Stone, T. E., Maguire, J. M., Kang, S. J., & Cha, C. (2016) · Advances in Nursing Science · doi:10.1097/ans.0000000000000164 · Cited by 13 · see citing works
Socialization goals of first-generation immigrant Indian parents: A Q-methodological study.
John, A., & Montgomery, D. M. (2011) · Asian American Journal of Psychology · doi:10.1037/a0025556 · Cited by 12 · see citing works
Eijsink, A. M., Schipper, G., & Vermaire, J. H. (2018) · Journal of Applied Research in Intellectual Disabilities · doi:10.1111/jar.12451 · Cited by 12 · see citing works
Jaligot, R., & Chenal, J. (2019) · Environments · doi:10.3390/environments6080088 · Cited by 12 · see citing works
Zagata, L., Uhnak, T., & Hrabák, J. (2021) · Ecological Economics · doi:10.1016/j.ecolecon.2021.107208 · Cited by 12 · see citing works
Multi-dimensional stakeholder analysis : a methodology applied to Australian capital city airports
Kivits, R. A. (2013) · Cross Connect (Southern Cross University) · Cited by 12 · see citing works
Montgomery, P., Mossey, S., & Killam, L. A. (2013) · Journal of Nursing Education and Practice · doi:10.5430/jnep.v3n8p1 · Cited by 11 · see citing works
Unpacking the application of Q methodology for use in occupational therapy research
Garbellini, S., Randall, M., Steele, M. C., Elliott, C. M., & Imms, C. (2020) · Scandinavian Journal of Occupational Therapy · doi:10.1080/11038128.2019.1709542 · Cited by 11 · see citing works
Perceived risk of lock-in in the front-end phase of major transportation projects
Cantarelli, C. C., Oglethorpe, D. R., & van Wee, B. (2021) · Transportation · doi:10.1007/s11116-021-10191-7 · Cited by 11 · see citing works
Khirfan, L., & Peck, M. L. (2021) · MethodsX · doi:10.1016/j.mex.2021.101547 · Cited by 10 · see citing works
Weber, M. J., Remus, U., Geiger, M., & Cram, W. A. (2025) · European Journal of Information Systems · doi:10.1080/0960085x.2025.2558598 · Cited by 12 · see citing works
Kohn, V., Frank, M., & Holten, R. (2023) · Business & Information Systems Engineering · doi:10.1007/s12599-023-00798-8 · Cited by 11 · see citing works
Attitudes towards rotating shift work in clinical nurses: a Q‐methodology study
Ha, E. (2015) · Journal of Clinical Nursing · doi:10.1111/jocn.12833 · Cited by 10 · see citing works
A Cyber Phenomenon: A Q-Analysis on the Motivation of Computer Hackers
Cayubit, R. F. O., Rebolledo, K. M., Kintanar, R. G. A., Pastores, A. G., Santiago, A. J., & Valles, P. B. V. (2017) · Psychological Studies · doi:10.1007/s12646-017-0423-9 · Cited by 10 · see citing works
Reiss, D. M., Curbow, B. A., & Wang, M. Q. (2021) · Sexuality & Culture · doi:10.1007/s12119-021-09885-y · Cited by 10 · see citing works
Promoting Conceptual Understanding of Q Methodology using Insights from Science Education
Ramlo, S. (2020) · International Journal of Multiple Research Approaches · doi:10.29034/ijmra.v12n3a3 · Cited by 10 · see citing works
Extension Agents and Conflict Narratives: A Case of Laikipia County, Kenya
Bond, J. (2015) · The Journal of Agricultural Education and Extension · doi:10.1080/1389224x.2014.997256 · Cited by 10 · see citing works
Uyheng, J., & Montiel, C. J. (2020) · Journal of Social and Political Psychology · doi:10.5964/jspp.v8i1.1119 · Cited by 10 · see citing works
Mączka, K., Lis, A., & Iwińska, K. (2023) · Energy Research & Social Science · doi:10.1016/j.erss.2023.103154 · Cited by 9 · see citing works
Grønvik, C. K. ., & Hauge, K. W. (2020) · Journal of Advanced Nursing · doi:10.1111/jan.14447 · Cited by 9 · see citing works
Ha, E. (2017) · International Journal of Nursing Practice · doi:10.1111/ijn.12516 · Cited by 9 · see citing works
Upadhaya, S., & Dwivedi, P. (2019) · Human Ecology · doi:10.1007/s10745-019-00095-7 · Cited by 9 · see citing works
Garbellini, S., Randall, M., Steele, M. C., Elliott, C. M., & Imms, C. (2019) · Disability and Rehabilitation · doi:10.1080/09638288.2019.1573931 · Cited by 8 · see citing works
Klein, B. A. (2021) · Simulation in Healthcare The Journal of the Society for Simulation in Healthcare · doi:10.1097/sih.0000000000000571 · Cited by 8 · see citing works
Supplementing Q-method with narratives: Contextualizing CEOs’ values for family firms
Pötschke, I. (2018) · Journal of Management & Organization · doi:10.1017/jmo.2018.46 · Cited by 8 · see citing works
Trust and Distrust Scale Development: Operationalization and Instrument Validation
Rusk, J.-D. (2018) · DigitalCommons - Kennesaw State University (Kennesaw State University) · Cited by 8 · see citing works
Daycare Staff Emotions and Coping Related to Children of Divorce: A Q Methodological Study
Øverland, K., Størksen, I., Bru, E., & Thorsen, A. A. (2012) · Scandinavian Journal of Educational Research · doi:10.1080/00313831.2012.732606 · Cited by 8 · see citing works
A Q-Methodology Evaluation of an EMDR Europe HAP Facilitators Training in Pakistan
Farrell, D. P., Keenan, P., Knibbs, L., & Hicks, C. (2013) · Journal of EMDR Practice and Research · doi:10.1891/1933-3196.7.4.174 · Cited by 8 · see citing works
Brown, S. R., & Montgomery, D. F. (2025) · Methodology of educational measurement and assessment · doi:10.1007/978-3-031-87140-5_2 · Cited by 7 · see citing works
Landscape and opportunity of rural entrepreneurship: systematic literature review
Putra, I. K., Sukoco, B. M., & Wu, W. (2025) · Journal of Innovation and Entrepreneurship · doi:10.1186/s13731-025-00580-y · Cited by 7 · see citing works
University foodservices’ potential for providing environmental education to students
Slobbé, C., Mirosa, M., & Thomson, C. (2017) · Nutrition & Dietetics · doi:10.1111/1747-0080.12334 · Cited by 7 · see citing works
Muslims and the Mainstream in Australia: Polarisation or Engagement?
Dryzek, J. S., & Kanra, B. (2013) · Journal of Ethnic and Migration Studies · doi:10.1080/1369183x.2013.849568 · Cited by 7 · see citing works
Attitudes toward child rearing in female clinical nurses working in three shifts
Ha, E. (2016) · Nursing and Health Sciences · doi:10.1111/nhs.12284 · Cited by 7 · see citing works
- Authors
- Dziopa, F., & Ahern, K.
- Affiliations
- The University of Queensland (AU)
- Venue
- Methodology
- Publisher
- Hogrefe Publishing Group
- Published
- 2011-01
- Volume
- 7
- Issue
- 2
- Pages
- 39-55
- ISSN
- 1614-1881 (ISSN-L)
- 1614-2241
- OpenAlex
- W2111875134
- Cited by
- 233
- References
- 52
- Citations by year
- 2026: 13 · 2025: 28 · 2024: 13 · 2023: 17 · 2022: 16 · 2021: 16 · 2020: 26 · 2019: 19 · 2018: 13 · 2017: 15 · 2016: 12 · 2015: 14 · 2014: 9 · 2013: 14 · 2012: 7
- FWCI
- 2.20
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Methodology (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Q Methodology Applications
- Social Sciences › Education › Qualitative Research Methods and Applications
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Keywords
- Q methodology, Q-technique, Q-sorting, factor analysis, research validity
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review