Nursing postgraduates' innovative behaviour, influencing factors and educational requirements: a national cross-sectional study
Open accessAbstract
Innovative behaviours are important for nursing postgraduates who are a significant reserve for future nursing career, thinking critically, utilizing technologies and solving complex problems. In nursing undergraduates’ education, innovative behaviour is closely linked with the development of professional identity. However, there are limited studies exploring innovative behaviours, influencing factors and educational requirements of nursing postgraduates. To investigate nursing postgraduates’ innovative behaviour, influencing factors, and the correlation between innovative behaviour and professional identity. Moreover, exploring nursing postgraduates’ requirements for innovational education. A national descriptive cross-sectional study was conducted among postgraduate students in Chinese nursing schools between October and November 2022. A general information questionnaire, The Nurses’ Innovative Behaviour Scale, the Professional Identity Questionnaire for Nurse Student, and a multiple-choice question about students’ innovation education requirements were collected. The independent-sample t -test, one-way analysis of variance (ANOVA), multiple linear regression, and Pearson’s correlation analyses were conducted. This study recruited 426 nursing postgraduates from 44 nursing schools across China. The mean score of innovative behaviour of nursing postgraduates was 38.96 ± 4.90 (min-max 10–50). Nursing postgraduates’ professional identity was positively correlated with innovative behaviour ( r = 0.436, P < 0.01). Participants who read scientific literature frequently, had a high level of professional identity, and grew up in urban areas had high levels of innovative behaviour (adjusted R 2 = 0.244, P < 0.001). It was determined that the level of innovative behaviour is associated with their professional identity and the frequence of reading scientific literature in nursing postgraduates. It is imperative for educators to foster an environment that encourages postgraduate nursing students to engage with a wider array of scholarly literature and elevates postgraduate nursing students’ professional identity. Furthermore, the dissemination of advanced knowledge and the adoption of diverse pedagogical approaches are likely to meet the innovative demands of nursing postgraduates.
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PI relates to individual innovative behavior.
“Although few studies have directly examined the link between PI and TIB among teachers, research in broader organizational contexts has consistently shown that PI relates to individual innovative behavior (Lin and Chang, 2022; Zhu et al., 2025).”
From AI teaching innovation behavior among college teachers: a structural equation modeling analysis based on the AI-TPACK framework, teaching self-efficacy, professional identity, and AI literacy (2026) · cites this paper as Zhu et al., 2025
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Cites
A nursing shortage – a prospect of global and local policies
Marć, M., Bartosiewicz, A., Burzyńska, J., Chmiel, Z., & Januszewicz, P. (2018) · International Nursing Review · doi:10.1111/inr.12473 · Cited by 435 · see citing works
Johnson, M., Cowin, L. S., Wilson, I. G., & Young, H. (2012) · International Nursing Review · doi:10.1111/j.1466-7657.2012.01013.x · Cited by 416 · see citing works
Artificial Intelligence -based technologies in nursing: A scoping literature review of the evidence
von Gerich, H., Moen, H., Block, L. J., Chu, C. H., DeForest, H., Hobensack, M., Michalowski, M., Mitchell, J., Nibber, R., Olalia, M. A., et al. (2022) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2021.104153 · Cited by 360 · see citing works
Effectiveness of virtual reality in nursing education: a systematic review and meta-analysis
Liu, K., Zhang, W., Li, W., Wang, T., & Zheng, Y. (2023) · BMC Medical Education · doi:10.1186/s12909-023-04662-x · Cited by 284 · see citing works
Günay, U., & Kılınç, G. (2018) · Nurse Education Today · doi:10.1016/j.nedt.2018.02.031 · Cited by 202 · see citing works
Wei, L., Zhou, S.-S., Hu, S., Zhou, Z. M., & Chen, J. (2021) · Nurse Education Today · doi:10.1016/j.nedt.2021.104781 · Cited by 154 · see citing works
Self-citationBrowne, C. A., Wall, P., Batt, S., & Bennett, R. J. (2018) · Nurse Education in Practice · doi:10.1016/j.nepr.2018.07.006 · Cited by 147 · see citing works
Wang, Y., Yang, Y., Wang, Y., Su, D., Li, S., Zhang, T., & Li, H. (2019) · Journal of Nursing Management · doi:10.1111/jonm.12754 · Cited by 144 · see citing works
The impact of professional identity on role stress in nursing students: A cross-sectional study
Sun, L., Gao, Y., Yang, J., et al. (2016) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2016.08.010 · Cited by 138 · see citing works
Global standards for professional nursing education: The time is now
Baker, C., Cary, A. H., & Bento, M. D. C. S. D. S. C. (2020) · Journal of Professional Nursing · doi:10.1016/j.profnurs.2020.10.001 · Cited by 128 · see citing works
Innovative Behavior in Nursing Context: A Concept Analysis
Asurakkody, T. A., & Shin, S. Y. (2018) · Asian Nursing Research · doi:10.1016/j.anr.2018.11.003 · Cited by 124 · see citing works
Nie, S., Sun, C., Lei, W. A. N. G., & Wang, X. (2021) · Journal of Nursing Research · doi:10.1097/jnr.0000000000000424 · Cited by 101 · see citing works
The relationship between psychological capital and innovation behaviour in Chinese nurses
Yan, D., Wen, F., Li, X., & Zhang, Y. (2019) · Journal of Nursing Management · doi:10.1111/jonm.12926 · Cited by 98 · see citing works
Yeung, M. M.-Y., Yuen, J. W. M., Chen, J. M. T., & Lam, K. K.-L. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2022.105704 · Cited by 92 · see citing works
Measurement of professional identity in Chinese nursing students
Hao, Y.-F., Niu, H.-J., Li, L.-P., et al. (2014) · International Journal of Nursing Sciences · doi:10.1016/j.ijnss.2014.05.002 · Cited by 80 · see citing works
A comparison of inquiry-oriented teaching and lecture-based approach in nursing ethics education
Zhang, F., Zhao, L., Zeng, Y., Xu, K., & Wen, X. (2019) · Nurse Education Today · doi:10.1016/j.nedt.2019.05.006 · Cited by 75 · see citing works
Self-citationLin, Y., Hu, Z., Danaee, M., Alias, H., & Wong, L. P. (2021) · Risk Management and Healthcare Policy · doi:10.2147/rmhp.s322764 · Cited by 69 · see citing works
Dan, X., Su-huan, X., Liu, J., et al. (2018) · International Journal of Nursing Sciences · doi:10.1016/j.ijnss.2018.07.003 · Cited by 67 · see citing works
Rashid, N. L. A., Leow, Y., Klainin‐Yobas, P., Itoh, S., & Wu, X. V. (2023) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2023.104530 · Cited by 64 · see citing works
Abu‐Qamar, M. Z., Vafeas, C., Ewens, B. A., Ghosh, M., & Sundin, D. (2020) · Nurse Education Today · doi:10.1016/j.nedt.2020.104489 · Cited by 63 · see citing works
Wang, Y., Zhang, X., Xie, Q., Zhou, H., & Li, C. (2022) · Nurse Education Today · doi:10.1016/j.nedt.2022.105276 · Cited by 59 · see citing works
Xiang, D., Song, G., Zhang, Z., Budu, J. T., & Mei, Y. (2022) · Nurse Education Today · doi:10.1016/j.nedt.2022.105656 · Cited by 59 · see citing works
Zhong, Z., Hu, D., Zheng, F., Ding, S., & Luo, A. (2018) · Nurse Education Today · doi:10.1016/j.nedt.2018.01.004 · Cited by 58 · see citing works
Parmar, J., Sacrey, L. A., Anderson, S., Charles, L., Dobbs, B., McGhan, G., Shapkin, K., Tian, P., & Triscott, J. (2022) · Health & Social Care in the Community · doi:10.1111/hsc.13578 · Cited by 58 · see citing works
Zhao, Z., Guo, J., Zhou, J., Qiao, J., Yue, S.-W., Ouyang, Y., Redding, S. R., Wang, R., & Cai, Z. (2023) · BMC Medical Education · doi:10.1186/s12909-022-03968-6 · Cited by 58 · see citing works
Liao, M., Xie, Z., Ou, Q., Yang, L., & Zou, L. (2024) · Nurse Education Today · doi:10.1016/j.nedt.2024.106225 · Cited by 58 · see citing works
Impact of innovative education on the professionalism of undergraduate nursing students in China
Shen, Y., Xie, W., Wang, X., Qu, J., Zhou, T., Li, Y., Mao, X., Hou, P. K., & Liu, Y. (2020) · Nurse Education Today · doi:10.1016/j.nedt.2020.104647 · Cited by 53 · see citing works
Growth and challenges of China's nursing workforce from 1998 to 2018: A retrospective data analysis
Zhang, H., Luo, D., Lu, Y., et al. (2021) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2021.104084 · Cited by 52 · see citing works
Toraman, A. U., Hamaratçılar, G., Tülü, B., et al. (2017) · International Journal of Nursing Practice · doi:10.1111/ijn.12517 · Cited by 50 · see citing works
Iranian nursing students' perspectives on transition to professional identity: a qualitative study
Neishabouri, M., Ahmadi, F., & Kazemnejad, A. (2016) · International Nursing Review · doi:10.1111/inr.12334 · Cited by 49 · see citing works
Yuan, L., Pan, B., Wang, W., Wang, L., Zhang, X., & Gao, Y. (2020) · BMC Psychiatry · doi:10.1186/s12888-020-02796-6 · Cited by 47 · see citing works
Yılmaz, A., İLÇE, A., ÇİÇEK, S. C., et al. (2016) · Nurse Education Today · doi:10.1016/j.nedt.2016.02.001 · Cited by 44 · see citing works
Knowledge development, technology and questions of nursing ethics
Peirce, A. G., Elie, S., George, A., Gold, M., O’Hara, K., & Rose-Facey, W. (2019) · Nursing Ethics · doi:10.1177/0969733019840752 · Cited by 42 · see citing works
Clinical Nurse Specialists' Approaches in Selecting and Using Evidence to Improve Practice
Profetto‐McGrath, J., Negrin, K. A., Hugo, K., & Smith, K. B. (2009) · Worldviews on Evidence-Based Nursing · doi:10.1111/j.1741-6787.2009.00164.x · Cited by 40 · see citing works
Kaldan, G., Nordentoft, S., Herling, S. F., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2019-031504 · Cited by 38 · see citing works
Wu, X., Lu, Y., Zeng, Y., Han, H., Sun, X., Zhang, J., Wei, N., & Ye, Z. (2024) · BMC Nursing · doi:10.1186/s12912-024-02007-7 · Cited by 38 · see citing works
Li, X., Cheng, M., & Xu, J. (2022) · Journal of Nursing Management · doi:10.1111/jonm.13749 · Cited by 36 · see citing works
Fu, X., You, L., Liu, X., et al. (2022) · Nurse Education Today · doi:10.1016/j.nedt.2022.105271 · Cited by 35 · see citing works
A qualitative study of facilitators and barriers to nurses' innovation at work
Yan, D., Li, M., Zhang, Y., et al. (2022) · Journal of Nursing Management · doi:10.1111/jonm.13811 · Cited by 34 · see citing works
Lv, M., Jiang, S., Chen, H., & Zhang, S. (2022) · Journal of Nursing Management · doi:10.1111/jonm.13669 · Cited by 30 · see citing works
Zhu, J., Xie, X., Pu, L., et al. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e28515 · Cited by 30 · see citing works
Self-citationGasteiger, N., van der Veer, S. N., Wilson, P. M., & Dowding, D. (2023) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocad200 · Cited by 29 · see citing works
Lin, S., Chen, S., Tu, Q., Xu, X., Xie, S., Yang, B., Zhang, Q., & Chen, L. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2023.106087 · Cited by 29 · see citing works
Prevalence of turnover intention among emergency nurses worldwide: a meta-analysis
Ren, H., Xue, Y., Li, P., Yin, X., Xin, W., & Li, H. (2024) · BMC Nursing · doi:10.1186/s12912-024-02284-2 · Cited by 29 · see citing works
Liu, M., Liu, L., Lv, Z., Ma, F., Mao, Y., & Liu, Y. (2023) · Journal of Advanced Nursing · doi:10.1111/jan.15925 · Cited by 28 · see citing works
Al‐Noumani, H., Zaabi, O. A., Arulappan, J., et al. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2023.106044 · Cited by 27 · see citing works
Liu, H. (2021) · Nurse Education Today · doi:10.1016/j.nedt.2021.105216 · Cited by 26 · see citing works
Atasoy, I., Özdemir, S. Ç., & Evli, M. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2023.105830 · Cited by 26 · see citing works
Chen, X., Yue, L., Li, B., et al. (2024) · BMC Nursing · doi:10.1186/s12912-024-01790-7 · Cited by 26 · see citing works
Wang, P., Li, Y.-R., Ge, H., Liu, J., & Li, S. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2023.105811 · Cited by 25 · see citing works
Nasrabadi, A. N., Mohammadi, N., Rooddehghan, Z., et al. (2021) · BMC Nursing · doi:10.1186/s12912-021-00647-7 · Cited by 24 · see citing works
Yi, L., Cai, J., Shuai, T., Herrera, M., Gu, L., & Tian, X. (2024) · BMC Nursing · doi:10.1186/s12912-024-02173-8 · Cited by 23 · see citing works
Nurses’ perceptions and experiences of robotic assisted surgery (RAS): An integrative review
Moloney, R., Coffey, A., Coffey, J. C., et al. (2023) · Nurse Education in Practice · doi:10.1016/j.nepr.2023.103724 · Cited by 22 · see citing works
Zhang, C., Cuiping, X., Wang, R., Han, X., Yang, G., & Liu, Y. (2024) · Nurse Education in Practice · doi:10.1016/j.nepr.2024.103996 · Cited by 22 · see citing works
Xiao, Y., Xiao-hong, W., Huang, Y., et al. (2021) · Postgraduate Medical Journal · doi:10.1136/postgradmedj-2021-139779 · Cited by 21 · see citing works
Graduate entry nursing students' development of professional nursing self: A scoping review
Patricia McClunie-Trust, Jarden, R., Marriott, P., Winnington, R., Dewar, J., Shannon, K., Jones, S., Jones, V., Turner, R., Cochrane, L., et al. (2023) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2023.104670 · Cited by 21 · see citing works
Liu, L., Liu, M., Lv, Z., Yan, F., Mao, Y., & Liu, Y. (2024) · BMC Nursing · doi:10.1186/s12912-024-02360-7 · Cited by 21 · see citing works
Blakemore, L., Meek, S. E. M., & Marks, L. (2019) · Journal of Medical Internet Research · doi:10.2196/15177 · Cited by 18 · see citing works
Ohneberg, C., Warmbein, A., Stöbich, N., Rathgeber, I., Kruppa, A., Nast-Kolb, J., Träger, M. F., Bahou, A., Stahl, O., Eberl, I., et al. (2022) · BMC Nursing · doi:10.1186/s12912-022-01088-6 · Cited by 18 · see citing works
Wang, Z., Yang, L., Zhu, Y., et al. (2024) · BMC Nursing · doi:10.1186/s12912-024-02554-z · Cited by 18 · see citing works
China's cultivation of master nursing specialist: A qualitative content analysis of the stakeholders
Shi, X., Yao, X., Liang, J., et al. (2022) · Nurse Education in Practice · doi:10.1016/j.nepr.2022.103359 · Cited by 17 · see citing works
Baş, M. T., Özpulat, F., Molu, B., & DÖNMEZ, H. (2022) · Nurse Education Today · doi:10.1016/j.nedt.2022.105584 · Cited by 17 · see citing works
Cognitive engagement of nursing undergraduates in blended learning: A parallel mixed method study
Xu, M.-M., Tian, Q., Yu, S., Liu, Y., Cao, M., & Zhang, W. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2023.105947 · Cited by 16 · see citing works
Nurse’s Achilles Heel: Using Big Data to Determine Workload Factors That Impact Near Misses
Campbell, A. A., Harlan, T., Campbell, M., Mulekar, M. S., & Wang, B. (2021) · Journal of Nursing Scholarship · doi:10.1111/jnu.12652 · Cited by 15 · see citing works
Enhancing Nurse–Robot Engagement: Two-Wave Survey Study
Liao, G., Huang, T., Wong, M., Shyu, Y. L., Ho, L., Wang, C., Cheng, T. C. E., & Teng, C. (2022) · Journal of Medical Internet Research · doi:10.2196/37731 · Cited by 15 · see citing works
Morris, N. A., Wang, Y., Felix, R. B., Rao, A., Arnold, S., Khalid, M., Armahizer, M. J., Murthi, S. B., & Colloca, L. (2023) · Pain · doi:10.1097/j.pain.0000000000002914 · Cited by 14 · see citing works
Research article Individual innovation from the perspective of nursing students: A qualitative study
Heydari, N., Rakhshan, M., Torabizadeh, C., et al. (2023) · BMC Nursing · doi:10.1186/s12912-023-01311-y · Cited by 14 · see citing works
Lin, H., Yan, M., Fang, Y., & Wang, Y. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2023.105997 · Cited by 14 · see citing works
Wang, M., Xu, J.-O., Luo, C.-F., Lv, F., & Wei, L.-Z. (2024) · Nurse Education Today · doi:10.1016/j.nedt.2024.106194 · Cited by 14 · see citing works
Self-citationJilili, A., Weng, X., Zhao, S.-Z., Wang, L., Fang, Q., & Guo, N. (2024) · International Nursing Review · doi:10.1111/inr.12972 · Cited by 14 · see citing works
Does reading ability predict student success? A scoping review
Mitchell, K. M. (2024) · Nurse Education Today · doi:10.1016/j.nedt.2024.106150 · Cited by 12 · see citing works
Marendić, M., Bokan, I., Matana, A., et al. (2022) · Nurse Education Today · doi:10.1016/j.nedt.2022.105664 · Cited by 11 · see citing works
Nazari, A. M., Borhani, F., Zare‐Kaseb, A., Yousofvand, V., & Abbaszadeh, A. (2024) · BMC Medical Education · doi:10.1186/s12909-024-05888-z · Cited by 11 · see citing works
Rationing of nursing care in Internal Medicine Departments—a cross-sectional study
Jędrzejczyk, M., Guzak, B., Czapla, M., et al. (2023) · BMC Nursing · doi:10.1186/s12912-023-01617-x · Cited by 8 · see citing works
Durant, M. A. (2021) · Nurse Education Today · doi:10.1016/j.nedt.2021.105188 · Cited by 7 · see citing works
Wang, W., Zhao, J., Cao, X., et al. (2023) · Nurse Education Today · doi:10.1016/j.nedt.2023.105888 · Cited by 6 · see citing works
Educational strategies used in master's and doctoral nursing education: A scoping review
Vinette, B., Lapierre, A., Lavoie, A., Leclerc-Loiselle, J., Charette, M., & Deschênes, M. (2023) · Journal of Professional Nursing · doi:10.1016/j.profnurs.2023.06.006 · Cited by 6 · see citing works
Expanding Nurse Practitioner Educational Boundaries: Social Media for a Journal Club
Hueckel, R. M., Tallent, S. L., Sebbens, D. K., et al. (2023) · The Journal for Nurse Practitioners · doi:10.1016/j.nurpra.2023.104548 · Cited by 5 · see citing works
Okhovat, S., Janighorban, M., & Kazemi, A. (2024) · BMC Public Health · doi:10.1186/s12889-024-20059-x · Cited by 5 · see citing works
Wang, L., Zhang, Y., Zhang, C., et al. (2024) · Nurse Education Today · doi:10.1016/j.nedt.2024.106480 · Cited by 5 · see citing works
Hsiao, Y. Y., Lai, H., Chu, T. S., et al. (2024) · Geriatric Nursing · doi:10.1016/j.gerinurse.2024.10.035 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- [42]Wang Lv AY, Chen Cancan, Fan Xiuzhen. The relationship among nursing graduates’ divergent-thinking attitudes,stress and innovative behaviours: the mediating role of creativeself-efficacy. Chin J Nurs Educ. 2020;17(06):523–8.
- [44]Tao-yun L, Jing-jing J, Gen-ya S, Tie-ying S. The flow experience of nursing simulation trainings in undergraduatestudents. Chin J Nurs Educ. 2022;19(07):621–6.
- [46]Yang L, Fang J, Ye H, Li Y, Sun Q. Effects of competence in evidence-based nursing practice and perceived organizational support on nurses’innovative behavior. Military Nurs. 2021;38(11):54–7.
- [47]Bao L, Wang L, Zhang Y. Development and analysis of reliability and validity of nurse innovative behavior scale. J Shanghai Jiaotong Univ (Medical Science). 2012;32(08):1079–82.
- [51]Yuan Y, Zhang C, Wang J, Yan F, Lv L, Li F et al. The correlation between nursing intern innovative behavior and Professional Commitment. Chongqing Med J. 2024;53(24):3837-3840+3854.
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Bai, X., & Hsieh, T.-S. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1834827
“Although few studies have directly examined the link between PI and TIB among teachers, research in broader organizational contexts has consistently shown that PI relates to individual innovative behavior (Lin and Chang, 2022; Zhu et al., 2025).”
- Authors
- Zhu, J., Yuan, S., Pu, L., Martin-Payo, R., Wei, L., Qiu, M., & Zhang, F.
- Affiliations
- Sichuan University (CN)
- Erasmus MC (NL)
- Sichuan International Studies University (CN)
- Corresponding author
- Zhang, Fengying
- Venue
- BMC Medical Education
- Published
- 2025-01-18
- Volume
- 25
- Issue
- 1
- Pages
- 89-89
- ISSN
- 1472-6920 (ISSN-L)
- PMC
- PMC11742754
- OpenAlex
- W4406578751
- Cited by
- 15
- References
- 81
- Citations by year
- 2026: 12 · 2025: 3
- FWCI
- 12.30
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Medical Education (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Griffith Research Online (submittedVersion, cc-by-nc-nd)
- Funders
- the National Steering Committee for Postgraduate Education of Medical Degrees (A_YXC2022-02-02_05)
- the Science and Technology Department of Sichuan Province Project (2024YFFK0128)
- Topics
- Health Sciences › Nursing › Leadership and Management › Healthcare Education and Workforce Issues
- Health Sciences › Nursing › Research and Theory › Nursing education and management
- Health Sciences › Nursing › Issues, ethics and legal aspects › Nursing Education, Practice, and Leadership
- Keywords
- innovative behavior, professional identity, nursing education, educational requirements, reading scientific literature, urban upbringing, influencing factors, teaching methods
- MeSH terms
- Adult, China, Cross-Sectional Studies, Education, Nursing, Graduate, Female, Humans, Male, Surveys and Questionnaires, Students, Nursing, Young Adult
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