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Measures of response agreement for qualitative data: Some generalizations and alternatives.
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“The kappa was .78, which reflects a moderate agreement between the reviewers [25,26].”
From Barriers to the Use of Mobile Health in Improving Health Outcomes in Developing Countries: Systematic Review (2019) · cites this paper as [25]
Citations
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“…two experts include the intra-class correlation coefficient defined by Bloch and Kraemer [17], and modified Cohen’s kappa-like statistics by Light [18] and Conger [19]; however, in practice, these measures are vulnerable to the same issuesasCohen’skappaandsimilarlyareunabletoaccommodate patient…”
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“A variant of the Cohen’s kappa statistic, Light’s kappa [46] has been computed for the data collected, since the experiment has been designed to be fully-crossed [47].”
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“To assess annotation quality as well as the revised datasets, we used Cohen’s κ [114] for exactly two annotators and Light’s κ [115] for more than two annotators, the latter being the mean of all pairwise Cohen’s κ values.”
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“Fleiss et al. [13, p. 618] suggest different solutions to the problem, such as Light’s G statistic [19], which compares the rating of several raters with a “standard”.”
BackgroundAdaptação Transcultural da The Stigma Scale para o Português Brasileiro: Estudo Piloto
Cardoso, N. D. O., Sanvicente‐Vieira, B., Machado, W. D. L., & Argimon, I. I. D. L. (2020) · Revista Avaliação Psicológica · doi:10.15689/ap.2020.1903.17467.04 · Cited by 1
A simulation study on the association of HRO communication patterns and surgical team performance
Baty, A., Matis, T. I., & Griswold, J. (2022) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzac028 · Cited by 1
Ranaweera, J., Weaving, D., Zanin, M., & Roe, G. A. B. (2023) · International Journal of Sports Science & Coaching · doi:10.1177/17479541231188065 · Cited by 1
“Since there were more than two raters and as the study was fully crossed, we used Light ’ s Kappa ( κ ) 21 to evaluate the inter-rater agreement among the fi ve members tasked with rating the events at each of the four time points ( ˆ κ ).”
MethodSymbolic reality bites 2: contemporary representations of women and people of color in top 100 films
Marr, E., & Luchies, L. B. (2023) · Sociological Spectrum · doi:10.1080/02732173.2023.2254431 · Cited by 1
“Cohen’s (1960) kappa was computed for each coder pair, then averaged to provide a single index of IRR for each variable (Hallgren 2012; Light 1971).”
MethodFeatures of Сohen’s kappa coefficient as a measure of expert opinion agreement
Ybytayeva, G., Mamyrbayev, O. J., Khairova, N., Mukhsina, K., & Жумажанов, Б. (2023) · Bulletin of the National Engineering Academy of the Republic of Kazakhstan · doi:10.47533/2023.1606-146x.26 · Cited by 1
Peoples, C. E., Knudsen, P., & Fuentes, M. (2024) · Socius Sociological Research for a Dynamic World · doi:10.1177/23780231241259659 · Cited by 1
“To find the interrater reliability of our coding scheme, we computed Cohen’s kappa for each coder-pair and report the average score for each (Light 1971).”
Ammitzbøll‐Danielsen, M., Østergaard, M., Tamm, L., & Terslev, L. (2025) · RMD Open · doi:10.1136/rmdopen-2025-006099 · Cited by 1
Randomized Designs: Nominal Data
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An Objective Method of Identifying Teachworthy Multi-word Units for Second Language Learners
Rogers, J. (2017) · Conference of the European Society of Phraseology (EUROPHRAS) · doi:10.26615/978-2-9701095-2-5_020 · Cited by 1
“For each of these indices, IRR was computed separately for the three coder pairs then averaged to provide a single IRR index (Light, 1971).”
MethodReliability in twelve ergonomists’ three-category risk ratings in ten video recorded work tasks.
Forsman, M., Eliasson, K., Rhén, I.-M., Balliu, N., Nyman, T., Lindberg, P., Kjellberg, K., & Palm, P. (2015) · Cited by 1
Measurement of Rater Consistency by Chance-Corrected Agreement Coefficients
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“An alternative generalisation by Light [8] is also identical for two raters but slightly different for more.”
BackgroundEmotions in Computer Vision Service Q&A
Cummaudo, A., Graetsch, U. M., Curumsing, M. K., Vasa, R., Barnett, S., & Grundy, J. (2021) · IEEE/ACM International Workshop on Emotion Awareness in Software Engineering (SEmotion) · doi:10.1109/semotion52567.2021.00011 · Cited by 1
“Based on suggestions in [14], we calculated Cohen’s Kappa ( C κ ) [15] to measure the average inter-rater agreement between pairs of raters, and then Light’s Kappa ( L κ ) [16] to measure the overall agreement amongst the three raters.”
MethodHow to use adjusted degree of distinguishability and inter-rater reliability simultaneously?
Yılmaz, A. E. (2021) · Cumhuriyet Science Journal · doi:10.17776/csj.898192 · Cited by 1
“As the overall agreement coefficient, Light's weighted kappa [16] is used.”
MethodPopping, R. (2005) · Encyclopedia of Statistical Sciences · doi:10.1002/0471667196.ess1793.pub2 · Cited by 1
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Kappa Coefficient of Agreement
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Improving precision through modelling: an illustration with hierarchical kappa
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Application of Bayesian Methods for Assessing Detection Accuracy in Remote Sensing
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Shafii, B., & Price, W. J. (2001) · Conference on Applied Statistics in Agriculture · doi:10.4148/2475-7772.1217 · Cited by 1
“Some of the common measures include conditional kappa, a general index of agreement (Light, 1971) : the omissional error rate, measuring the proportion of pixels incorrectly omitted from a classification: o.”
BackgroundPsychologie Ergonomique de l'Optimisation des Processus Décisionnels
Raufaste, É. (2003) · HAL · Cited by 1
Identifying Coaching Abuses in Youth Sport: A Human Rights Approach for Policy Development
Cook, E. (2013) · doi:10.82465/5775 · Cited by 1
Reliability and validity of a four-level severity score based triage scalePreprint
Josse, C., Brodeur, S., & Callahan, J.-C. (2019) · doi:10.21203/rs.2.16729/v1 · Cited by 1
“For inter-rater reliability we used the methodology described by Light (9): a quadratic weighted Cohen’s Kappa was calculated between each possible pair of assessors (resulting in fifteen weighted Kappas), then an arithmetic mean of these fifteen Kappas was calculated.”
MethodInfluentialKruse, C. S., & Ehrbar, N. (2019) · doi:10.21203/rs.2.16890/v1 · Cited by 1
“The kappa score produced was .98 showing almost complete agreement on all reviewed articles(13,14).”
MethodStigma towards Wuhan people during the COVID-19 epidemic: An exploratory study based on social mediaPreprint
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MATRIX KAPPA: A PROPOSAL FOR A CARD SORT STATISTIC FOR IS SURVEY INSTRUMENT DEVELOPMENT
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Reprodutibilidade de medidas antropometricas
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Methodology for establishing a 'gold standard' (for a medical expert system)
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Three Indexes for Measuring Interanalyst Agreement in Content Analyses
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Reducing medication errors: perceived information needs of healthcare practitioners
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A matrix approach to data base exploration: Analysis of classifier results
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“La concordance des jugements portés par des juges ou le degré d'accord entre plusieurs juges a fait l'objet de nombreux écrits, dont les principaux sont ceux de Cohen (1960), Maxwell et Pilliner (1968), Fleiss (1971), Light (1971), Fleiss et Cohen (1973), Conger (1980) et Rae (1984).”
BackgroundThe Consistency Degree in the Use of Translation Procedures: A Pilot Study
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A Generalized Anova Model for Estimating the Reliability of Categorical Judgments.
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Supporting Elementary Education In-Service Teachers' Proficiency in Planning STEM-Centric Lessons
Bowers, S. W. (2015) · VTechWorks (Virginia Tech)
FACIAL REACTIONS IN A DESCRIPTIVE STUDY
Unzner, L., & Schneider, K. (1990)
Pinelli, C., de Castro, L., Loffredo, M., & Serra, C. (2000)
Assessment of agreement in measuring orthodontic treatment need with the modified DHC
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Randomized Block Designs: Interval Data
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Permutation P-values for Inter-rater Agreement Measures
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Demystification of commonly used measurements in paediatrics
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Randomized Block Designs: Ordinal Data
Berry, K., Mielke, P., & Johnston, J. (2016) · Springer eBooks · doi:10.1007/978-3-319-28770-6_10
Regression Analysis of Interval Data
Berry, K., Mielke, P., & Johnston, J. (2016) · Springer eBooks · doi:10.1007/978-3-319-28770-6_4
Randomized Designs: Interval Data
Berry, K., Mielke, P., & Johnston, J. (2016) · Springer eBooks · doi:10.1007/978-3-319-28770-6_3
Berry, K., Mielke, P., & Johnston, J. (2016) · Springer eBooks · doi:10.1007/978-3-319-28770-6_8
Randomized Designs: Ordinal Data, II
Berry, K., Mielke, P., & Johnston, J. (2016) · Springer eBooks · doi:10.1007/978-3-319-28770-6_6
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Evaluating retinal blood vessels' abnormal tortuosity in digital image fundus
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A sequential test for assessing observed agreement between raters
Bersimis, S., Sachlas, A., & Chakraborti, S. (2017) · Biometrical Journal · doi:10.1002/bimj.201600239
“Extensions to the case of more than two raters were proposed in Fleiss (1971), Light (1971), Landis and Koch (1977a, 1977b), Davies and Fleiss (1982), and Kraemer (1980).”
BackgroundModeling Association plus Agreement among Multi-Raters for Ordered Categories
Yılmaz, A. E. (2017) · Statistica · doi:10.6092/issn.1973-2201/7241
“For the multi-rater studies, Light (1971), Hubert (1977), and Berry et al. (2007) weighted kappa coefficients can be used.”
MethodPotter, L. M. (2018) · University of Minnesota Digital Conservancy (University of Minnesota)
Visual Emphasis of Lip Protrusion for Pronunciation Learning
Yu, S., Kondo, K., Nakamura, Y., Nakajima, T., Nanjo, H., & Dantsuji, M. (2018) · IEICE Transactions on Information and Systems · doi:10.1587/transinf.2017edp7411
“Arithmetic mean of Cohen’s kappa [17], [18] of every pairwise native evaluators on rounded vowel, unrounded vowel, consonant and tone were calculated to evaluate inter-rater reliability (Table 2).”
MethodFrew, J. W. (2019) · British Journal of Dermatology · doi:10.1111/bjd.17934
Examining Interviewer Effects on the Agricultural Labor Survey: A Mixed-Methods Approach
Biagas, D., Abayomi, E., Rodhouse, J., & Ridolfo, H. E. (2019) · Lincoln (University of Nebraska)
Development of Measurement tools for Leadership Derailment
Lee, J. H. (2017) · THE KOREAN JOURNAL OF COOPERATIVE STUDIES · doi:10.35412/kjcs.2017.35.1.005
PROTOCOL: Stress Management Training and Development Programs for Police Officers and Recruits
Patterson, G. T., & Chung, I. W. (2010) · Campbell Systematic Reviews · doi:10.1002/cl2.67
Baty, A. (2017) · ThinkTech (Texas Tech University)
McCusker, M. E. (2018) · VTechWorks (Virginia Tech)
Metadata
- Authors
- Light, R. J.
- Affiliations
- Howard University (US)
- Corresponding author
- Light, Richard J.
- Venue
- Psychological Bulletin
- Published
- 1971-11
- Volume
- 76
- Issue
- 5
- Pages
- 365-377
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W1989492805
- Cited by
- 747
- References
- 17
- Citations by year
- 2026: 22 · 2025: 26 · 2024: 19 · 2023: 43 · 2022: 24 · 2021: 46 · 2020: 43 · 2019: 38 · 2018: 39 · 2017: 36 · 2016: 46 · 2015: 31 · 2014: 23 · 2013: 15 · 2012: 11
- FWCI
- 8.62
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Reliability and Agreement in Measurement
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Sociology and Political Science › Survey Methodology and Nonresponse
- Keywords
- interobserver agreement, qualitative data, categorical data, agreement measures, inter-rater reliability
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