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Psychometric evaluation of a nursing competence assessment tool among nursing students: a development and validation study
BMC Medical Education volume 22, Article number: 372 (2022)
Nursing competence refers to the core abilities that are required for fulfilling one’s role as a nurse. A specific instrument comprehensively measuring competence among nursing students has not yet been developed. The purpose of the study was to develop and validate a nursing competence instrument for nursing students in bachelor training.
A descriptive and explorative study design was used. Data were collected from students at one medical college in Taiwan in 2020 and 2021. A total of 241 nursing students participated in this study. We developed the initial instrument through systematic review, expert evaluations, and pilot versions. Its validity was then tested using confirmatory factor analysis (CFA) and criterion-related validity, while its reliability was tested using Cronbach’s alpha and test–retest analysis.
The final fit indexes of CFA were as follows: chi-square = 860.1 (p < 0.01), normed chi-square = 2.24, SRMR = 0.04, RMSEA = 0.07, CFI = 0.94, and TLI = 0.94. Cronbach’s alpha values for the subscales observed ranged from 0.91 to 0.98. The test–retest reliability coefficient for the Nurse Competence Scale was 0.515 (n = 30, p < 0.01).
The instrument exhibited acceptable psychometric properties, thereby proving itself a valuable tool for evaluating nursing students’ competence at bachelor training. Further assessments of its reliability, validity, and generality from mentors’ and scholars’ views in different contexts and cultures are recommended.
The concept of core competence was first defined as a harmonised combination of multiple resources and skills that distinguish a firm in the marketplace and therefore are the foundation of companies’ competitiveness in management theory . Health care providers’ core competence is viewed as a combination of attributes, such as applied knowledge, skills, and attitudes that enable them to carry out care tasks efficiently and effectively . The concept of core competency offers a common language for all health professions, defining expectations for optimal work . Also, it is a promising way to reform and manage health-related education and ultimately improve quality of care [4, 5] and, in nursing, competency-based education provides a framework for nursing programs to train nursing students . Fulfilment of competency-based education in nursing involves the recognition of core competencies, drawing plans of curricula and teaching programs that clearly express the attributes underpinning each core competency, and developing evaluation tools that offer a valid and reliable instrument to assess these core competencies .
Both generic and specific instruments have been developed to measure nursing competence during education among students and newly graduated nurses [8, 9]. The Nurse Competence Scale is the most widely used instrument measuring nursing competence , is rooted in Benner’s domains of clinical expertise . Based on best-evidence synthesis, Hisar’s instrument for nursing students was recommended to assess nursing competence . In Asia, Holistic Nursing Competence Scale was developed to measure general aptitude, staff education and management, ethical practice, the provision of nursing care, and professional development . The competency inventory, a generic instrument for nursing students based on a learning perspective and developed by Taiwan’s researchers in 2013, measures five competency concepts: ethics and responsibility, general clinical skills, lifelong learning, clinical biomedical science, and caring and critical thinking reasoning . Kao et al.  also developed Competence Scale for Clinical Nurses to measure three competency concepts: basic care skills, being dedicated to work, and patient-centered and ethical considerations. Specific instruments have been also developed for particular fields (e.g., mental health nursing; Moskoei et al. ) or for measuring certain competencies (e.g., cultural competence; Lin et al. ).
There is little consensus among educators on which core competencies to evaluate during nursing education programs or on the validated tools to use. There are significant problems associated with the language used to describe competencies when assessing nursing students . Moreover, even though different nursing education programs have been established, little data is available about the evaluation processes and tools used for nursing students who experience classroom learning and clinical practice. The development of a holistic clinical assessment tool with a reasonable level of validity and reliability is needed . Therefore, this study’s main aim is to develop and validate a nursing competence instrument for nursing students at a college/university in Taiwan.
Nursing students can acquire abilities through experience and learning and, subsequently, can develop competences (behavioural characteristics) . Until now, there have been over 11,000 competence assessments . In nursing, competence evaluation should be based on reliable and valid processes to capture the multi-dimensional nature of nursing competences . Because there is no consensus regarding nursing competencies among nursing professionals, our literature review seeks to understand the initial concepts of nursing competency.
Both Matsutani et al.  and Fukada  identify the ability to understand individual situations as a main nursing competency. Hence, the clinical judgments toward health examination and many diseases and treatments was identified as medical-related knowledge and a basic ability to understand and assess the competence of individuals for nursing education in our study.
The nursing process including assessment, diagnosis, planning, implementation, and evaluation to deliver holistic, patient-focused care still guides nursing care today [22, 23]. In our study, we define basic nursing skill as the ability to apply nursing process in clinical practice. Here, caring, responsibility, and ethical concerns are involved in the nursing process [18, 24,25,26]. Additionally, critical thinking includes the processes of seeking, obtaining, evaluating, analysing, synthesising, and conceptualising information [27, 28] and is helpful in keeping nursing diagnostic processes accurate and reliable . The ability to think critically among training nursing undergraduates has been described in several studies [18, 29]. We outline critical thinking as the ability to apply logical reasoning and speculation to respond appropriately to complex situations and problems nursing students face.
Poor communication and poor interpersonal relationships could be a central cause of bad patient outcomes and errors in clinical care [18, 30, 31]. Worldwide, leading healthcare organisations have recognised that interprofessional collaboration is indispensable to improve healthcare delivery . So, it is expected that nursing students will appropriately express ideas and respond effectively to the patient when working in a medical care team. The growing diversity of cultures globally has intensified; thus, to deliver safe, effective, and culturally appropriate care, collaboration with global partners for the development of cultural competence in nursing students is one possible pedagogy . Here, nursing students with global visions might have the necessary capabilities to face the challenges of emerging global conditions with an awareness of shared values and belonging to a common social and cultural space . Life-long learning, recognised as a necessity for the development of the nursing profession [35, 36], is an important attitude of competency for newly graduated registered nurses . With the advancement of health-related science and technology and the discovery of new diseases, we expect students to actively search for knowledge and understanding and to use these to meet their professional lifetime needs. This is consistent with the concepts regarding continuous learning or professional development in previous studies [11, 35, 36].
Although many core competencies have been studied in the past, the core competencies of nursing need to be revised in time to provide appropriate care as world health issues continue to change. Based on the above context of core abilities that are required for fulfilling one’s role as a nurse, nursing competence in our study was addressed specifically as medical related knowledge, basic nursing skills, communication and cooperation, life-long learning, global vision, and critical thinking.
The aim of this study was to develop and validate a nursing competence instrument for nursing students in bachelor training.
Study design and settings
A descriptive and explorative study design was used to develop the new Nursing Student Competence Scale (NSCS), conceived to measure the ability of nursing students. Scale development and validation were conducted through a two-stage process at one medical college in Taiwan from August 2020 to July 2021.
The participants were nursing students at MacKay medical college in Taiwan. The college enrolls 40 nursing students per year and has switched to 80 students per year beginning in 2018. Students who majored in nursing, who had finished at least one semester, and who could communicate in Chinese were invited for the study. Since previous temporary leave or drop out could influence the development process of nursing competence, we excluded students with these characteristics from the study. After the researcher explained the study purpose to all eligible students, those students would receive a paper copy of the questionnaire. Those students interested in participating in the study could complete and return the questionnaire in a stationary envelope.
Instrument and procedure
Stage I: scale development
Item generation and reduction were conducted at this stage. Relevant concepts were first established via a literature review through which we identified core competencies among nurses or nursing students. Based on our literature findings, core competencies specifically refer to medical-related knowledge, basic nursing skills, communication and cooperation, life-long learning, global vision, and critical thinking. An exploratory qualitative study was then conducted using these concepts to collect data from 5 nursing professionals. Thus, nursing competence was addressed in the context of core abilities that are required for fulfilling one’s role as a nurse.
Initially, a pool of 30 potential items was generated through the aforementioned methods. The responses to each item were based on a 5-point Likert scale. A higher scale score meant a greater nursing ability. In our study, an expert’s rating and a pilot test were conducted to delete unnecessary items and refine the useful items. We recruited 5 experts from medical, surgical, obstetric, pediatric, or community nursing fields and asked them to rate the original 30 items of the new NSCS and discuss whether each item was relevant and important. Then, they listed the reasons why they revised certain items and gave specific suggestions. Each item was rated on two domains: relevance and importance. This rating was based on a 5-point scale. The higher the scale score, the more relevant or important it was. Finally, a 30-item NSCS was generated.
Stage II: scale validation
We used descriptive statistics (mean, standard deviation, frequency, and percentage) to describe the socio-demographic characteristics of the sample (age, gender, grade, private/ public high school, and family location) as well as to analyse item scores. The independent t-test was used to examine whether the difference between the highest (top 27) and lowest percentile (lowest 27) groups differed statistically (p < 0.05). Both the critical ratio (CR) of more than 3.5 and item total correlations of less than 0.30 were applied to reduce the number of items and discriminate the adequacy of each item from the subject response .
We assessed construct validity through confirmatory factor analysis (CFA). CFA analyses were performed using IBM SPSS Amos 21.0. CFA was performed using the robust maximum likelihood estimator method (MLR). Based on Hoyle’s  recommendations and a multifaceted approach to the assessment of model fit [40,41,42,43], chi-square (χ2), normed chi-square (CMIN/DF ≈2), comparative fit index (CFI; values ≥ 0.90), the Tuker and Lewis Index (TLI; values ≥ 0.90), the standardized root mean square residual (SRMR; values < 0.08), and the root mean square error of approximation (RMSEA; 0.05 ≤ values ≤ 0.08 indicate a good fit) are typically considered to indicate goodness of the model fit. The criterion-related validity was assessed by investigating its difference between junior (first and second year) and senior (third and fourth year) students. A 6-item measurement was used to assess each competence. Those six questions rated on a 0–100 scale (0 = “no competence” to 10 = “strongly competence”) were the criterion items in our study. A higher scale score meant a stronger competence (to be a competent nurse). We expected that a higher NSCS score would be associated with higher scores on the criterion questions.
The reliability of the nursing competence scale was evaluated using Cronbach’s alpha to assess the internal consistency of each factor and the overall scale. A coefficient greater than 0.70 was considered to indicate acceptable internal consistency, and coefficients greater than 0.80 were considered to indicate good internal consistency . A test–retest analysis was carried out with 30 participants in their fourth year. Additionally, they were asked to complete the NSCS a second time within one month of the initial survey.
During the study period, 246 students met the inclusion criteria. Of these, 5 refused to participate. The recovery rate was 98%. The 241 respondents ranged in age from 18 to 22 years (19.28 ± 1.01 years), and 82.99% were female. Table 1 shows their demographic details.
According to the item-level analyses, all items were kept and further analysed in the confirmatory factor analysis (Table 2). Table 2 shows the mean scores and the standard deviations of the six dimensions and the individual items. Further, we conducted CFA to verify 2 models. First, we performed a six-factor CFA without considering modification index (Table 3, model 1). Then, we checked the model 1 using modification indices when the value of the modification index was more than 10. Model fit indices are summarised in Table 3. Out of the 2 models, model 2 had the best model fit (model 1: SRMR = 0.04; RMSEA = 0.08; CFI = 0.93; TLI = 0.92; model 2: SRMR = 0.04; RMSEA = 0.07; CFI = 0.94; TLI = 0.94; Table 3). The model 2 results suggest that the six-dimensional model was the best model to be cross validated via CFA (Fig. 1).
For the known-groups validity, our results showed that junior (first and second year) nursing students had lower NSCS scores than senior (third and fourth year) students (94.19 vs. 118.89; p < 0.01). The Pearson correlation coefficient between the total NSCS and the level of total criterion questions was 0.70 (p < 0.01). Modest and moderate correlations between each NSCS factor and each criterion question are shown in Table 4 (r = 0.270 to 0.705, p < 0.05).
The content validity index (CVI) of the NSCS across expert scores was 0.97 for relevance and 0.98 for importance. None of the final NSCS items was scored as irrelevant, unimportant, or inappropriate by the 5 experts. The CVI results were higher than the standard reported by Davis-a minimum CVI of 0.80 . The findings indicate acceptance of the NSCS.
Reliability assessments included internal consistency and test–retest reliability. The Cronbach’s α coefficient for the 30-item NSCS was 0.98. Among the six factors, the Cronbach’s α coefficients ranged from 0.91 to 0.98. The factor-total correlations ranged from 0.75 to 0.92 (p < 0.01). The test–retest reliability coefficient for the NSCS was 0.515 (n = 30, p < 0.01).
This newly developed scale is a generic instrument designed to measure nursing students’ ability to meet various aspects of competence regarding nursing in Taiwan. The strength of this study is that the initial items were developed using a literature review and in-depth interviews with nursing professionals in Taiwan. The exploratory qualitative study pools 30 items for the six main concepts. Thus, we highlight the clinical practice backgrounds and competence needs among these nursing students in Taiwan. Compared to previous nursing competence instruments established by exploratory factor analysis in Taiwan [13, 14], we performed the validation study through confirmatory factor analysis, known-groups validity, and criterion validity based on our theoretical framework. Our results show that all six factors are representative and, hence, the newly designed Nurse Competence Scale has a good construct and criterion validity, indicating that it can be used to evaluate nursing students’ core competence. Internal consistency and test–retest reliability were used to assess reliability. The findings show the new NSCS demonstrated good consistency of results across items and measures from one time to another. Therefore, results from our study indicate that the NSCS possesses a substantial reliability and validity for assessing the core competence of nursing students.
Based on our results, the 30-item NSCS scale comprised six factors: (1) medical related knowledge, (2) basic nursing skills, (3) communication and cooperation (4) life-long learning, (5) global vision, and (6) critical thinking. Previous studies have reported that the main nursing competences may be divided into ability to understand people and situations, ability to provide people-centred care, and ability to improve nursing quality [19, 21]. Compared to these studies, the six nursing competences in our study correspond to the above three categories and, additionally, show the hierarchy among them (Additional file 1: Appendix 1). Our study shows that medical related knowledge is reflected in nurses’ ability to understand people and situations at the most basic level of nursing competences. Both basic nursing skills and communication and cooperation are classified as the ability to provide people-centred care, which is the middle level of nursing competence and provides foundational nursing care. Critical thinking, global vision, and life-long learning are categorised as the ability to improve nursing quality, which pertained to the highest level of nursing competence. As approximately half of the nursing competences in our study belonged to the highest level of nursing ability, our results reflect the nursing educators’ expectations of high levels of ability for the students in Taiwan. Issues around developing the nursing profession involve medical patriarchy in the health care system. When nurses demonstrate sufficient ability to improve the quality of care they provide, the nursing profession can be recognised by other health teams. Designing and arranging education courses tailored to different years in accordance with the development of nursing competencies are recommended for the future in Taiwan.
This study has some limitations which must be considered. All participants were enrolled from one university in Taipei. We did not survey nursing students at other facilities. This sampling bias might undermine the external validity of the results and cause selection bias. Whether or not the identified nursing competence in Taiwan are consistent with those of other colleges/universities merits further studies. Furthermore, nursing students who transferred from other colleges/universities were included in this study; we believe that some information from this group was meaningful. Because nursing competence is a linguistically and culturally sensitive measure, the applicability of the NSCS should be reappraised when used in different countries. Lastly, only thirty nursing students joined the test–retest measure. Further research is needed to assess this NSCS.
This study contributes to a body of evidence about the psychometric properties of nursing competence. This validated study shows that the NSCS is an appropriate tool for measuring and assessing nursing competence among nursing students in Taiwan. Valid and reliable questionnaires can accurately measure the degree of development of each nursing competence. Misunderstanding the core competencies regarding nursing could cause nursing teachers to miss opportunities to assist students. Our results suggest that this NSCS scale should be integrated into bachelor nursing education in Taiwan to effectively assess the development of core competences among nursing students. The NSCS scale is useful for developing specific and effective strategies regarding the care dilemma in the teaching and learning environment and, here, a complete understanding of nursing competence will enlighten nursing professionals, especially nursing educators. More precise and specific teaching strategies are needed to overcome poor nursing competence in the future.
Availability of data and materials
The data that support the findings of this study are available from the corresponding author upon reasonable request.
Confirmatory factor analysis
Comparative fit index
Degree of freedom
Root mean square error of approximation
Maximum likelihood estimator method
Nursing Student Competence Scale
Standardized root mean square residual
Tuker and Lewis Index
Prahalad CK, Hamel G. The core competence of the corporation. Harvard Business Review. 1990. https://hbr.org/1990/05/the-core-competence-of-the-corporation. Accessed 21 May 2021.
Weeks KW, Pontin D. Modelling the landscape of professional nursing competence - A global perspective. Nurse Educ Pract. 2020;44:102738. https://doi.org/10.1016/j.nepr.2020.102738.
Albarqouni L, Hoffmann T, Straus S, Olsen NR, Young T, Ilic D, et al. Core Competencies in Evidence-Based Practice for Health Professionals: Consensus Statement Based on a Systematic Review and Delphi Survey. JAMA Netw Open. 2018;1(2):e180281. https://doi.org/10.1001/jamanetworkopen.2018.0281.
Ruczynski LI, van de Pol MH, Schouwenberg BJ, Laan RF, Fluit CR. Learning clinical reasoning in the workplace: a student perspective. BMC Med Educ. 2022;22(1):19. https://doi.org/10.1186/s12909-021-03083-y.
Ring M, Brodsky M, Low Dog T, Sierpina V, Bailey M, Locke A, Kogan M, Rindfleisch JA, Saper R. Developing and implementing core competencies for integrative medicine fellowships. Acad Med. 2014;89(3):421–8. https://doi.org/10.1097/ACM.0000000000000148.
Hodges AL, Konicki AJ, Talley MH, Bordelon CJ, Holland AC, Galin FS. Competency-based education in transitioning nurse practitioner students from education into practice. J Am Assoc Nurse Pract. 2019;31(11):675–82. https://doi.org/10.1097/JXX.0000000000000327.
Carraccio C, Englander R, Van Melle E, Ten Cate O, Lockyer J, Chan MK, et al. Advancing Competency-Based Medical Education: A Charter for Clinician-Educators. Acad Med. 2016;91(5):645–9. https://doi.org/10.1097/ACM.0000000000001048.
Flinkman M, Leino-Kilpi H, Numminen O, Jeon Y, Kuokkanen L, Meretoja R. Nurse Competence Scale: a systematic and psychometric review. J Adv Nurs. 2017;73(5):1035–50. https://doi.org/10.1111/jan.13183.
Ličen S, Plazar N. Identification of nursing competency assessment tools as possibility of their use in nursing education in Slovenia–-a systematic literature review. Nurse Educ Today. 2015;35(4):602–8. https://doi.org/10.1016/j.nedt.2014.12.023.
Wangensteen S, Johansson IS, Nordström G. Nurse Competence Scale–psychometric testing in a Norwegian context. Nurse Educ Pract. 2015;15(1):22–9. https://doi.org/10.1016/j.nepr.2014.11.007.
Li H, Ding N, Zhang Y, Liu Y, Wen D. Assessing medical professionalism: A systematic review of instruments and their measurement properties. PLoS ONE. 2017;12(5):e0177321. https://doi.org/10.1371/journal.pone.0177321.
Aydin A, Hiçdurmaz D. Holistic nursing competence scale: Turkish translation and psychometric testing. Int Nurs Rev. 2019;66(3):425–33. https://doi.org/10.1111/inr.12514.
Hsu LL, Hsieh SI. Development and psychometric evaluation of the competency inventory for nursing students: a learning outcome perspective. Nurse Educ Today. 2013;33(5):492–7. https://doi.org/10.1016/j.nedt.2012.05.028.
Kao CC, Chao HL, Liu YH, Pan IJ, Yang LH, Chen WI. Psychometric testing of the newly developed competence scale for clinical nurses. J Nurs Res. 2022;30(2):e198. https://doi.org/10.1097/jnr.0000000000000472.
Moskoei S, Mohtashami J, Ghalenoeei M, Nasiri M, Tafreshi MZ. Development and psychometric properties rating scale of “clinical competency evaluation in mental health nurses”: Exploratory factor analysis. Electron Physician. 2017;9(4):4155–61. https://doi.org/10.19082/4155.
Lin MH, Chang TH, Lee YH, Wang PY, Lin LH, Hsu HC. Developing and validating the Nursing Cultural Competence Scale in Taiwan. PLoS ONE. 2019;14(8):e0220944. https://doi.org/10.1371/journal.pone.0220944.
Almalkawi I, Jester R, Terry L. Exploring mentors’ interpretation of terminology and levels of competence when assessing nursing students: An integrative review. Nurse Educ Today. 2018;69:95–103. https://doi.org/10.1016/j.nedt.2018.07.003.
Immonen K, Oikarainen A, Tomietto M, Kääriäinen M, Tuomikoski AM, Kaučič BM, et al. Assessment of nursing students’ competence in clinical practice: A systematic review of reviews. Int J Nurs Stud. 2019;100:103414. https://doi.org/10.1016/j.ijnurstu.2019.103414.
Fukada M. Nursing competency: Definition, structure and development. Yonago Acta Med. 2018;61(1):1–7.
Wu XV, Enskär K, Lee CC, Wang W. A systematic review of clinical assessment for undergraduate nursing students. Nurse Educ Today. 2015;35(2):347–59. https://doi.org/10.1016/j.nedt.2014.11.016.
Matsutani M, Miura Y, Hirabayashi Y, et al. Nursing competency: Concept, structure of dimensions, and assessment. Seiroka Kango Gakkaishi. 2010;14:18–28.
American Nurses Association., 2021. The Nursing Process. https://www.nursingworld.org/practice-policy/workforce/what-is-nursing/the-nursing-process/ (Accessed on 21 May 2021).
Toney-Butler TJ, Thayer JM. Nursing process. StatPearls, 2020. https://www.ncbi.nlm.nih.gov/books/NBK499937/. Accessed 21 May 2021.
Locsin RC. The Co-Existence of Technology and Caring in the Theory of Technological Competency as Caring in Nursing. J Med Invest. 2017;64(1.2):160–4. https://doi.org/10.2152/jmi.64.160.
Turkel MC, Watson J, Giovannoni J. Caring Science or Science of Caring. Nurs Sci Q. 2018;31(1):66–71. https://doi.org/10.1177/0894318417741116.
Taylor I, Bing-Jonsson P, Wangensteen S, Finnbakk E, Sandvik L, McCormack B, et al. The self-assessment of clinical competence and the need for further training: A cross-sectional survey of advanced practice nursing students. J Clin Nurs. 2020;29(3–4):545–55. https://doi.org/10.1111/jocn.15095.
Jiménez-Gómez MA, Cárdenas-Becerril L, Velásquez-Oyola MB, Carrillo-Pineda M, Barón-Díaz LY. Reflective and critical thinking in nursing curriculum. Rev Lat Am Enfermagem. 2019;27:e3173. https://doi.org/10.1590/1518-8345.2861.3173.
Zarifsanaiey N, Amini M, Saadat F. A comparison of educational strategies for the acquisition of nursing student’s performance and critical thinking: simulation-based training vs. integrated training (simulation and critical thinking strategies). BMC Med Educ. 2016;16(1):294. https://doi.org/10.1186/s12909-016-0812-0.
Riegel F, Crossetti MDGO. Theoretical frameworks and instruments for evaluation of critical thinking in nursing and education. Referenciais teóricos e instrumentos para avaliação do pensamento crítico na enfermagem e na educação. Rev Gaucha Enferm. 2018;39:e20170097. https://doi.org/10.1590/1983-1447.2018.2017-0097.
Carmack HJ, Harville KL. Including Communication in the Nursing Classroom: A Content Analysis of Communication Competence and Interprofessional Communication in Nursing Fundamentals Textbooks. Health Commun. 2020;35(13):1656–65. https://doi.org/10.1080/10410236.2019.1654179.
Scotten M, Manos EL, Malicoat A, Paolo AM. Minding the gap: Interprofessional communication during inpatient and post discharge chasm care. Patient Educ Couns. 2015;98(7):895–900. https://doi.org/10.1016/j.pec.2015.03.009.
Goldsberry JW. Advanced practice nurses leading the way: Interprofessional collaboration. Nurse Educ Today. 2018;65:1–3. https://doi.org/10.1016/j.nedt.2018.02.024.
Brisbois MD, Pereira HR. Bridging the Atlantic: Optimizing the health of vulnerable community aggregates through international student exchange. Educ Health (Abingdon). 2019;32(3):136–40. https://doi.org/10.4103/efh.EfH_268_19.
Allam E, Riner ME. The global perspective of nursing students in relation to college peers. Glob J Health Sci. 2014;7(2):235–42. https://doi.org/10.5539/gjhs.v7n2p235.
Mlambo M, Silén C, McGrath C. Lifelong learning and nurses’ continuing professional development, a metasynthesis of the literature. BMC Nurs. 2021;20(1):62. https://doi.org/10.1186/s12912-021-00579-2.
Qalehsari MQ, Khaghanizadeh M, Ebadi A. Lifelong learning strategies in nursing: A systematic review. Electron Physician. 2017;9(10):5541–50. https://doi.org/10.19082/5541.
Rabie GH, Rabie T, Dinkelmann M. Developing a competency profile for newly graduated registered nurses in South Africa. BMC Nurs. 2020;19:68. https://doi.org/10.1186/s12912-020-00453-7.
Kelley TL. The selection of upper and lower groups for the validation of test items. J Educ Psych. 1939;30:17–24. https://doi.org/10.1037/h0057123.
Hoyle RH. Structural Equation Modeling: Concepts, issues, and applications. Newbury Park: Sage Publications; 1995.
Kang H, Ahn JW. Model setting and interpretation of results in research using structural equation modeling: A checklist with guiding questions for reporting. Asian Nurs Res. 2021;15(3):157–62. https://doi.org/10.1016/j.anr.2021.06.001.
Moshagen M, Auerswald M. On congruence and incongruence of measures of fit in structural equation modeling. Psychol Methods. 2018;23(2):318–36. https://doi.org/10.1037/met0000122.
West SG, Taylor AB, Wu W. Model fit and model selection in structural equation modeling. In Hoyle RH editor. Handbook of structural equation modelling. New York: Guilford; 2012.
Katerina MM, Ke-Hai Y. New ways to evaluate goodness of fit: A note on using equivalence testing to assess structural equation models. Struct Equ Modeling. 2017;24(1):148–53. https://doi.org/10.1080/10705511.2016.1225260.
Hajjar SE. Statistical analysis: Internal-consistency reliability and construct validity. Int J Quantitative Qualitative Res Methods. 2018;6(1):27–38.
Davis LL. Instrument review: Getting the most from a panel of experts. Appl Nurs Res. 1992;5(4):194–7. https://doi.org/10.1016/S0897-1897(05)80008-4.
The authors would like to thank all participants from MacKay Medical College.
This study was supported by grants from MacKay Medical College, Taiwan (grant no. MMC-RD-110-2B-P001). We sincerely thank all the participants in the study.
Ethics approval and consent to participate
This study was approved by the ethics review committee of MacKay Memorial Hospital (21MMHIS113e). We confirmed that all methods were performed in accordance with the relevant guidelines and regulations. Informed consent was obtained from study subjects. The results of all analyses will be forwarded to all students after publication.
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Huang, SM., Fang, SC., Hung, CT. et al. Psychometric evaluation of a nursing competence assessment tool among nursing students: a development and validation study. BMC Med Educ 22, 372 (2022). https://doi.org/10.1186/s12909-022-03439-y
- Nursing students
- Instrument development