Academic literature on the topic 'Likert's scale'

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Journal articles on the topic "Likert's scale"

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Aravind, A. S., and D. S. Urmila. "Effect of Behavioural Intervention on Anxiety and Tolerance among Patients undergoing Oesophagogastroduodenoscopy in a Tertiary Care Hospital." Journal of Applied Nursing Research and Education 3, no. 2 (2025): 1–14. https://doi.org/10.5281/zenodo.15260777.

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<em>The esophagogastroduodenoscopy or the endoscopy is one of the innovative development that had contributed enormously in the field of Gastro medicine. The patients who are subjected for endoscopy will pass through a stage of emotional disturbance during the pre-procedure stage. The present study was intended to assess the effect of behavioural intervention among patients undergoing esophagogastroduodenoscopy in a tertiary care hospital, Thiruvananthapuram. The main objective of the study was to assess the level of anxiety among patients undergoing oesophagogastroduodenoscopy, effect of beha
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Drasgow, Fritz, Oleksandr S. Chernyshenko, and Stephen Stark. "75 Years After Likert: Thurstone Was Right!" Industrial and Organizational Psychology 3, no. 4 (2010): 465–76. http://dx.doi.org/10.1111/j.1754-9434.2010.01273.x.

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For over three-quarters of a century researchers and practitioners have analyzed rating scale data using methods that assume a dominance response process wherein an individual high on the trait assessed is assumed to answer positively with high probability. This approach derives from Likert's famous 1932 approach to the development and analysis of rating scales. In this paper, we argue that Likert scaling and related methods are misguided. Instead, we propose that methods that have evolved from Thurstone (1927, 1928, 1929) scaling provide a better representation of the choice process underlyin
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Sangada, B. J., R. D. Pandya, and R. M. Bhuva. "DEVELOPMENT OF A SCALE ON EMOTIONAL INTELLIGENCE OF SARPANCHES." Gujarat Journal of Extension Education 37, no. 2 (2024): 132–38. http://dx.doi.org/10.56572/gjoee.2024.37.2.0022.

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This study presents the development of an Emotional Intelligence (EI) scale using the Scale Product Method, integrating Thurston's equal appearing interval scale and Likert's summated rating scale. Methodologically, indicators were selected, items collected, and judgments obtained from experts to construct the scale. The final 18-item scale demonstrated high reliability and content validity, categorized Sarpanches into low, moderate, and high EI levels, and was administered using a five-point continuum. Results indicate significant correlations with independent variables. The study concludes b
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Ahmed, Naseer, and Saba Faruqui. "Factors affecting dental prosthesis satisfaction in Pakistani population." International Journal of Dental Research 3, no. 2 (2015): 24. http://dx.doi.org/10.14419/ijdr.v3i2.5439.

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&lt;p&gt;The purpose of this clinical study was to determine the level of patients satisfaction after prosthodontic treatment.&lt;/p&gt;&lt;p&gt;This cross sectional study was conducted in Altamash Institute of Dental Medicine, a total of 200 partially edentulous patients already restored with removable or fixed prosthesis participated in this study. Patient satisfaction was evaluated by Likert's scale. The Patients were given options of unsatisfied, not very satisfied, neutral, somewhat satisfied and satisfied to evaluate patients level of satisfaction for factors such as phonetics, pain, mas
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Abulude, Olawale, and Abdulrasheed Yusuf. "ATTITUDES OF NIGERIANS TOWARDS MUSHROOMS." Continental J. Microbiology 8, no. 1 (2014): 20–25. https://doi.org/10.5281/zenodo.824071.

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This study was carried out to investigate the attitudes of Nigerians towards the consumption of mushrooms. This study was undertaken at the Southwest area of the country. Two hundred respondents were administered with questionnaires. The technique of analysing was by Likert’s scale. In the analysis of data, all responses of strongly agree and agree were grouped under agreement, while strongly disagree and disagree were grouped under disagreement. From the results, the respondents showed positive attitudes towards mushrooms. On this note, we recommended that government and private individuals s
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Rakhman, Basri, Indra Wijaya, Imam Adrian Rakhman, and Sintia Yulianti. "Analysis of Occupational Health and Safety Firefighters in Makassar City." Jurnal Ilmiah Ilmu Administrasi Publik 11, no. 1 (2021): 161. http://dx.doi.org/10.26858/jiap.v11i1.21340.

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The problems discussed in this study relate to the number of employee work accidents that tend to increase each year significantly due to aspects of the work environment, work equipment and materials, and how to do work. Therefore, this study's purpose of identifying and analyzing employees' occupational health and safety at the Makassar City Fire Department. The research method used is descriptive-quantitative. The population in this study were all firefighters in the Makassar City Fire Department, with a total sample of 214 people. Data collection techniques used in this study were questionn
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Maheswaran, Meenu, and R. D. Pandya. "DEVELOPMENT OF SCALE ON ATTITUDE OF WOMAN FACULTIES TOWARDS PROFESSIONALISM." Gujarat Journal of Extension Education 33, no. 2 (2022): 1–4. http://dx.doi.org/10.56572/gjoee.2022.33.2.0001.

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Professionalism is pertinent in all service-providing professions. Considerable number of women are pursuing their professional careers in agriculture and allied sectors in teaching, research and extension fields. Women aspires for adequate attention, honour and recognition in their professional life. Behaviour of their working, acquisition of habits, interest are all affected by the nature of attitudes. Appropriate scale was not developed so far to measure the attitude of woman faculties towards professionalism. Hence, an attempt was made to develop a scale for this purpose. The scale was dev
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J., Jayasudha, R. M. Naik, and K. L. Chaudhary. "ATTITUDE OF AGRICULTURE STUDENTS TOWARDS AGRIPRENEURSHIP: DEVELOPMENT AND VALIDATION OF A SCALE." Gujarat Journal of Extension Education 37, no. 1 (2024): 115–19. http://dx.doi.org/10.56572/gjoee.2024.37.1.0019.

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Agripreneurship is doing business in agriculture or taking entrepreneurship in agriculture. Attitude is defined as the degree of positive or negative affect associated with some psychological object. The main objective of the study was to develop a scale on Attitude of agricultural students towards agripreneurship. In present study 'Scale Product Method' was used which is combination of Thurston's technique of equal appearing interval scale for selection of the items and Likert's technique of summated rating for ascertaining the response on the scale as proposed by Eysenck and Crown (1949). Th
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Kumbhani, S. R., C. K. Timbadia, and R. M. Bhuva. "SCALE TO MEASURE THE PERCEPTION OF FARMERS AND RESEARCHERS ABOUT CROP CRISIS AND ITS MANAGEMENT IN CROPS." Gujarat Journal of Extension Education 37, no. 2 (2024): 38–42. http://dx.doi.org/10.56572/gjoee.2024.37.2.0007.

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Perception is the organization, identification, and interpretation of sensory information to represent and understand the presented information. Perception also includes how we respond to the information. Keeping this in view a standardized scale has been developed to measure the perception of crop crisis and its management. A 'Scale Product method' technique was chosen to construct the perception scale which is a combination of the Thurstone's technique of equal appearing interval scale and Likert's technique of summated rating for ascertaining the response on the scale. The process started w
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Ariyoga, Budi, Leila Ariyani Sofia, and Achmad Syamsu Hidayat. "Compliance Analysis of Indonesian Field Standard Classification (KBLI 10293) in the Freezing Shrimp Industry in Banjarmasin City." Asian Journal of Fisheries and Aquatic Research 23, no. 5 (2023): 1–8. http://dx.doi.org/10.9734/ajfar/2023/v23i5610.

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The current compliance condition of the Fish Processing Unit in the City of Banjarmasin was reviewed for 3 shrimp freezing companies based on the Indonesian Business Field Standard Classification standard (KBLI 10293). The aim of the study was to analyze the compliance level of the frozen shrimp industry in Banjarmasin City, South Kalimantan compared with the Indonesian field standard classification (KBLI 10293). This research was conducted in three shrimp freezing industries in the City of Banjarmasin, South Kalimantan, namely: PT. Kalimantan Fisheries, PT. Wirontono Baru and PT. Yubel Utama
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Dissertations / Theses on the topic "Likert's scale"

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Zhang, Xijuan. "Improving the factor structure of psychological scales : the Expanded format as the alternative to the Likert scale format." Thesis, University of British Columbia, 2015. http://hdl.handle.net/2429/54043.

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Many psychological scales written in the Likert format include reverse worded (RW) items in order to control acquiescence bias. However, studies have shown that RW items often contaminate the factor structure of the scale by creating one or more method factors. The present study examines an alternative scale format, called the Expanded format, which replaces each response option in the Likert scale with a full sentence. We hypothesized that this format would result in a cleaner factor structure as compared to the Likert format. We tested this hypothesis on three popular psychological scales: t
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Nchoe, Katlego Elaine. "Exploring the suitability of rating scales for measuring bullying among Grade 4 learners." Diss., University of Pretoria, 2017. http://hdl.handle.net/2263/65450.

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The purpose of this quantitative study was to investigate which bullying rating scale, between the Likert Scale (LS) and the Visual Analogue Scale (VAS), is more appropriate for Grade 4 learners. Although literature verifies the reliability of these two rating scales used to measure bullying in young children, the validity and the suitability of these instruments for young learners has not been extensively explored in the South African context. The concern with bullying in this study has to do with the need for the accurate assessment/measurement of bullying, since a proper understanding of bu
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Lu, Lee-Hsing. "The readiness and willingness in China for OD change a mixed method study of Chinese management /." online access from Digital Dissertation Consortium access full-text, 2005. http://libweb.cityu.edu.hk/cgi-bin/er/db/ddcdiss.pl?3180740.

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Saho, Muhammed. "A Visualization Technique for Course Evaluations and Other Likert Scale Data." Thesis, North Dakota State University, 2018. https://hdl.handle.net/10365/28729.

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Course evaluation is one of the primary ways of collecting feedback from students at NDSU. Since almost every student in every course submits one at the end of the semester, it generates a lot of data. The data is summarized into text based reports with emphasis on average rating of each question. At one page per course, analyzing these reports can be overwhelming. Furthermore, it is very difficult to identify patterns in the text reports. We combine heat maps and small multiples to introduce a visualization of the data that allows for easier comparison between courses, departments, etc. We de
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Javaras, Kristin Nicole. "Statistical analysis of Likert data on attitudes." Thesis, University of Oxford, 2004. http://ora.ox.ac.uk/objects/uuid:50754d97-86c2-433d-96b0-319787ece3e5.

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Researchers interested in measuring people's underlying attitudes towards an object (e.g., abortion) often collect Likert data by administering a survey. Likert data consist of surveyees' responses to statements about the object, where responses fall into ordered categories running from `Strongly agree' to `Strongly disagree' or into a `Don't Know / Can't Choose' category. Two examples of Likert data are used for illustrative purposes. The first dataset was collected by the author from American and British graduate students at Oxford University and contains items measuring underlying abortion
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Tucker-Seeley, Kevon R. "The Effects of Using Likert vs. Visual Analogue Scale Response Options on the Outcome of a Web-based Survey of 4th Through 12th Grade Students: Data from a Randomized Experiment." Thesis, Boston College, 2008. http://hdl.handle.net/2345/2624.

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Thesis advisor: Michael Russell<br>For more than a half century surveys and questionnaires with Likert-scaled items have been used extensively by researchers in schools to draw inferences about students; however, to date there has not been a single study that has examined whether alternative item response types on a survey might lead to different results than those obtained with Likert scales in a K-12 setting. This lack of direct comparisons leaves the best method of framing response options in educational survey research unclear. In this study, 4th through 12th grade public school students w
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Dittrich, Regina, Brian Francis, Reinhold Hatzinger, and Walter Katzenbeisser. "A Paired Comparison Approach for the Analysis of Sets of Likert Scale Responses." Department of Statistics and Mathematics, WU Vienna University of Economics and Business, 2005. http://epub.wu.ac.at/654/1/document.pdf.

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This paper provides an alternative methodology for the analysis of a set of Likert responses measured on a common attitudinal scale when the primary focus of interest is on the relative importance of items in the set. The method makes fewer assumptions about the distribution of the responses than the more usual approaches such as comparisons of means, MANOVA or ordinal data methods. The approach transforms the Likert responses into paired comparison responses between the items. The complete multivariate pattern of responses thus produced can be analysed by an appropriately reformulated paired
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Classen, Elizabeth Maria. "Investigation of the optimal response scale for personality measurement : computer–based testing / Elizabeth Maria Classen." Thesis, North-West University, 2011. http://hdl.handle.net/10394/6918.

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return and payback period. All these above techniques will be analysed in three different scenarios, namely: 1. Mine X will stay with its current operations without any new projects. 2. The development project will begin immediately. 3. A six–month delay in development of the project. The study found that the net present value was positive, the internal rate of return was more than the discount rate and the payback period was shorter than the project’s life–time regarding to all three above–mentioned scenarios. The highest net present value is calculated in case the project starts immediately.
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Lane, Loraine Deforia. "The effect of a single music therapy session on hospitalized children as measured by salivary immunoglobulin A, speech pause time, and a Patient Opinion Likert Scale." Case Western Reserve University School of Graduate Studies / OhioLINK, 1991. http://rave.ohiolink.edu/etdc/view?acc_num=case1055429377.

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Shulruf, Boaz. "The influence of individualist and collectivist attributes on responses to Likert-type scales." Thesis, University of Auckland, 2005. http://wwwlib.umi.com/dissertations/fullcit/3175087.

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Collectivism and individualism are culturally-related psychological structures which have been used to distinguish people within and across various societies. From a review of the literature, it is argued that the most salient feature of individualism is valuing personal independence, which includes self-knowledge, uniqueness, privacy, clear communication, and competitiveness. Collectivism is associated with a strong sense of duty to group, relatedness to others, seeking others' advice, harmony, and working with the group. The purpose of the thesis is to explore how collectivist and individual
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Books on the topic "Likert's scale"

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Gasperoni, Giancarlo, and Marradi Alberto. Costruire il dato. F. Angeli, 2002.

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Ḥasan, ʻAbd al-Munʻim Aḥmad. Iʻdād miqyās ʻalá ṭarīqat Līkirt li-ittijāh muʻallimī al-ʻulūm al-bayūlūjīyah qabla al-khidmah naḥwa tadrīs al-taṭawwur al-ʻuḍwī. Kullīyat al-Tarbiyah, Jāmiʻat Ṭanṭā, 1985.

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Schulz, E. Matthew. Controlling for rater effects when comparing survey items with incomplete Likert data. ACT, Inc., 2001.

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Davies, Bethan. THE ATTITUDES OF ADOLESCENT GIRLS AS MEASURED BY THE LIKERT SCALE TOWARDS PHYSICAL EDUCATION IN A BI-LINGUAL COMPREHENSIVE SCHOOL. S.G.I.H.E., 1986.

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Kolic, Mary C. An empirical investigation of factors affecting Likert-type rating scale responses. 2004.

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Attitüden und "Pseudoattitüden": Konsistenztheoretische Analysen des Attitüdenkonzepts und ein empirischer Beitrag zur Konstruktion eines individuellen Konsistenzkoeffizienten für Likert-Skalen mit einer Anwendung auf die Hypothese der Elaboration von Attitüden aus Anlass ihrer Messung. P. Lang, 1986.

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Streiner, David L., Geoffrey R. Norman, and John Cairney. Scaling responses. Oxford University Press, 2015. http://dx.doi.org/10.1093/med/9780199685219.003.0004.

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This chapter presents various ways of presenting the response options to the respondent. It begins by discussing why dichotomous responses (e.g. yes/no, true/false) are often inadequate. Different alternatives are discussed, including direct estimation methods (e.g. visual analogue scales, adjectival scales, Likert scales), comparative methods (e.g. paired comparisons, Guttman scaling), and econometric methods. It reviews some of the issues that need to be considered in writing the response options, such as whether one should use a unipolar or bipolar scale, how many steps there should be, and
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Wright, Anne. A comparison of Likert and Dichotomous item format using the Surrey Anger Scale. 1996.

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Safrudiannur. Measuring Teachers’ Beliefs Quantitatively: Criticizing the Use of Likert Scale and Offering a New Approach. Springer Spektrum, 2020.

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Martínez González, Agustín E., José A. Piqueras, and James W. Bodfish. Adaptación española de la Escala de Conductas Repetitivas Revisada (Repetitive Behavior Scale-Revised, RBS-R). Edited by Javier Virues-Ortega. ABA España, 2021. http://dx.doi.org/10.26741/978-84-09-28002-5.

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El RBS-R es una escala que evalúa las conductas repetitivas mediante 43 ítems mediante seis dimensiones distintas de comportamiento repetitivo en los individuos con trastornos del espectro autista y discapacidad: conductas estereotipadas, autolesivas, compulsivas, perseverantes, rituales y restrictivas. Los ítems se clasifican en una escala likert de cuatro puntos, desde 0 que hace referencia a un comportamiento repetitivo que no se produce hasta la puntuación de 3, equiparable a un comportamiento repetitivo muy grave. La valoración de la conducta repetitiva se realiza en base a las observacio
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Book chapters on the topic "Likert's scale"

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Nahler, Gerhard. "Likert scale." In Dictionary of Pharmaceutical Medicine. Springer Vienna, 2009. http://dx.doi.org/10.1007/978-3-211-89836-9_787.

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Robinson, John. "Likert Scale." In Encyclopedia of Quality of Life and Well-Being Research. Springer Netherlands, 2014. http://dx.doi.org/10.1007/978-94-007-0753-5_1654.

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Yamashita, Takashi, and Roberto J. Millar. "Likert Scale." In Encyclopedia of Gerontology and Population Aging. Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-319-69892-2_559-1.

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Robinson, John. "Likert Scale." In Encyclopedia of Quality of Life and Well-Being Research. Springer International Publishing, 2023. http://dx.doi.org/10.1007/978-3-031-17299-1_1654.

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Dasgupta, Nairanjana, and Jillian Morrison. "Likert Scale." In Ordinal Data Analysis. Chapman and Hall/CRC, 2024. http://dx.doi.org/10.1201/9781003020615-4.

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Rothman, Alexander J. "Likert scale." In Encyclopedia of psychology, Vol. 5. American Psychological Association, 2000. http://dx.doi.org/10.1037/10520-022.

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Yamashita, Takashi, and Roberto J. Millar. "Likert Scale." In Encyclopedia of Gerontology and Population Aging. Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-22009-9_559.

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Phakiti, Aek. "Likert-Type Scale Construction." In The Routledge Handbook of Second Language Acquisition and Language Testing. Routledge, 2020. http://dx.doi.org/10.4324/9781351034784-12.

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Nishisato, Shizuhiko. "Data Analysis and Likert Scale." In Measurement, Mathematics and New Quantification Theory. Springer Nature Singapore, 2023. http://dx.doi.org/10.1007/978-981-99-2295-6_2.

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Bond, Trevor G., Zi Yan, and Moritz Heene. "Measurement Using Likert Scales." In Applying the Rasch Model. Routledge, 2020. http://dx.doi.org/10.4324/9780429030499-6.

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Conference papers on the topic "Likert's scale"

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Watanabe, Satoshi, Naofumi Nakaya, Yuji Matsumoto, and Naruki Shirahama. "A Study of the Distribution Between Visual Analog Scale and Likert Scale for Subjective Evaluation of “Like-Dislike“." In 2024 IEEE/ACIS 22nd International Conference on Software Engineering Research, Management and Applications (SERA). IEEE, 2024. http://dx.doi.org/10.1109/sera61261.2024.10685597.

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Lehmann, René, and Bodo Vogt. "Robustness of the Compositional Data Approach in Bipolar Psychometric Likert Scales Big Bimodal Data Analysis." In 2024 International Conference on Engineering and Emerging Technologies (ICEET). IEEE, 2024. https://doi.org/10.1109/iceet65156.2024.10913870.

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Lehmann, René, and Bodo Vogt. "Robustness of the Compositional Data Approach in Bipolar Psychometric Likert Scales Big Skewed Data Analysis." In 2024 IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT). IEEE, 2024. https://doi.org/10.1109/wi-iat62293.2024.00053.

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Wenas, Patricia Yora, Angela Oktavia Suryani, and Laura Francisca Sudarnoto. "Item development and psychometric assessment of a pilots' well-being scale: A study on Indonesian commercial pilots." In International Conference on Assessment and Learning. ACER Indonesia, 2022. http://dx.doi.org/10.37517/978-1-74286-697-0-09.

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Flight success and accidents rely on the pilot's condition. To date, there is no psychometrically tested instrument to measure the psychological well-being of pilots. This study aims to develop items for measuring the well-being of commercial pilots in Indonesia. The constructs, dimensions, and indicators were formulated through literature reviews and interviews with pilots about their well-being. We develop well-being as a state in which a person feels positive, healthy, prosperous, comfortable, and valued in their work, able to control and contribute to the social environment. The instrument
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XIAO, Leifeng. "Using Coefficient Alpha in Large-Scale Surveys With Likert Scales and Non-Normal Distributions." In AERA 2023. AERA, 2023. http://dx.doi.org/10.3102/ip.23.2011658.

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Harrell-Williams, Leigh. "Validity Evidence for Likert/Rating Scale Instruments." In 2021 AERA Annual Meeting. AERA, 2021. http://dx.doi.org/10.3102/1687760.

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Watanabe, Satoshi, Naofumi Nakaya, Naruki Shirahama, and Yuji Matsumoto. "A Consideration of the Distribution Bias Between Visual Analog Scale and Two Types of Likert Scale (5 and 7-Step Likert Scale)." In The 10th International Conference on Intelligent Systems and Image Processing 2023. The Institute of Industrial Applications Engineers, 2023. http://dx.doi.org/10.12792/icisip2023.041.

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Xiao, Leifeng. "Using Coefficient Alpha in Large-Scale Surveys With Likert Scales and Non-Normal Distributions (Poster 28)." In 2023 AERA Annual Meeting. AERA, 2023. http://dx.doi.org/10.3102/2011658.

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Hsu, C. F., B. Chang, and H. F. Hung. "Applying SVM to build supplier evaluation model - comparing likert scale and fuzzy scale." In 2007 IEEE International Conference on Industrial Engineering and Engineering Management. IEEE, 2007. http://dx.doi.org/10.1109/ieem.2007.4419140.

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Shirahama, Naruki, Naofumi Nakaya, and Satoshi Watanabe. "Comparative Study of Visual Analogue Scale and Likert Scale Using Chat Generation AI." In The 11th International Conference on Intelligent Systems and Image Processing 2024. The Institute of Industrial Applications Engineers, 2024. http://dx.doi.org/10.12792/icisip2024.038.

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Reports on the topic "Likert's scale"

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สุกมลสันต์, สุพัฒน์. การประเมินผลความต่อเนื่องและความเหมาะสมของหลักสูตรภาษาอังกฤษที่ใช้ในคณะต่าง ๆ ในจุฬาลงกรณ์มหาวิทยาลัย : รายงานการวิจัย. จุฬาลงกรณ์มหาวิทยาลัย, 2004. https://doi.org/10.58837/chula.res.2004.102.

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วัตถุประสงค์หลักของการวิจัยครั้งนี้ เพื่อประเมินผลหลักสูตรรายวิชาภาษาอังกฤษต่าง ๆ ของสถาบันภาษาจำนวน 39 รายวิชาในระดับมหภาคใน 9 มิติ และ 34 ด้าน และเพื่อประเมินความสอดคล้องของแต่ละหลักสูตรรายวิชาด้านสภาวะแวดล้อม ปัจจัยนำเข้า กระบวนการ และผลลัพธ์ว่ามีมากน้อยเพียงใด พลวิจัยในการประเมินประกอบด้วยนิสิตที่ลงทะเบียนเรียนภาษาอังกฤษรายวิชาต่าง ๆ ของสถาบันภาษาในปีการศึกษาในปีการศึกษา พ.ศ. 2545 จำนวนตั้งแต่ 7 ถึง 1,929 คน ซึ่งได้จากการสุ่มอย่างง่ายเมื่อกำหนดให้ความเชื่อมั่นร้อยละ 95 และความคลาดเคลื่อนในการสุ่มไม่มากกว่าร้อยละ 5 เครื่องมือในการวิจัยได้แก่แบบสอบถามแบบ Likert Scale ชนิดมาตรวัด 7 ระดับที่มี
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Bairstow, Alexander, and Thomas Broom. Hepp Multiple Intervention Programme Pilot Year – Impact and Learning. Sheffield Hallam University, 2024. http://dx.doi.org/10.7190/steer/hepp_mip.

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In 2022/23 Higher Education Progression Partnership (Hepp) piloted a multiple intervention programme (MIP) for learners in Years 8 to 10. Three interventions were delivered, aiming to provide participants with the knowledge, skills, and confidence to make informed decisions about progression to higher education. Evidence suggests that such sustained interventions are more impactful on increasing HE access, as well as enabling Hepp to conduct more robust evaluation. As a pilot study, we were aiming to test any measurable change in outcomes. We aimed for a wide variation in programme configurati
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Sanz, E., P. Alonso, B. Haidar, H. Ghaemi, and L. García. Key performance indicators (KPIs). Scipedia, 2021. http://dx.doi.org/10.23967/prodphd.2021.9.002.

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The project “Social network tools and procedures for developing entrepreneurial skills in PhD programmes” (prodPhD) aims to implement innovative social network-based methodologies for teaching and learning entrepreneurship in PhD programmes. The multidisciplinary teaching and learning methodologies to be developed will enable entrepreneurship education to be introduced into any PhD programme, providing students with the knowledge, skills, and motivation to engage in entrepreneurial activities. However, the use of the output of the project will depend on the nature and profile of the research o
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