Wonders

Key research papers on self-efficacy

Bandura's founding papers, the most-cited work on academic, teacher and computer self-efficacy, and recent reviews, with search strings for a literature review.

Data from OpenAlex, retrieved September 21, 2026

In short

Self-efficacy is a person's belief that they can carry out the actions a task requires. The theory is Albert Bandura's, and his 1977 Psychological Review paper carries 43,665 citations in the snapshot behind this page, more than five times any other work on it. Because the construct is task-specific — Pajares (1996) found that measures matching the task outperform global ones — the literature is really many literatures: academic, teacher, computer, entrepreneurial, parenting and health self-efficacy each have their own scales and reviews. Decide which one you are in before you search.

How the literature is organised

Everything in this literature traces back to Albert Bandura. Start with the 1977 Psychological Review paper for the original statement. Bandura (1982) describes self-percepts of efficacy influencing thought patterns, actions and emotional arousal, and reports that in causal tests higher induced self-efficacy produced higher performance and lower emotional arousal. Bandura (1993) sets out the four processes through which perceived self-efficacy works — cognitive, motivational, affective and selection — and applies them at three levels in education: students' beliefs about regulating their own learning, teachers' beliefs about motivating students, and a faculty's collective sense of instructional efficacy. Bandura (1986) and the 1995 edited volume extend the scope further.

Because self-efficacy is defined against a task, the research that followed is organised by domain. In education, Pajares (1996) reviewed the construct in academic settings and showed that particularised measures matching the criterial task outperform global ones in explaining outcomes; Zimmerman (2000) treats it as an essential motive to learn. In information systems, Compeau and Higgins (1995) surveyed Canadian managers and professionals to build and validate a computer self-efficacy measure, and found it influencing outcome expectations, affect and anxiety, and actual computer use. In health, Tan et al. (2021) review self-efficacy and self-care in hypertension and Wong, Mou and Chien (2021) review interventions for breastfeeding self-efficacy.

Main debates

Three arguments recur. First, measurement. Sherer et al. (1982) built a deliberately general scale, with General and Social Self-efficacy subscales, on the argument that past experiences produce differing levels of generalised expectancy; Pajares (1996) found that task-matched measures surpass global ones in explanation and prediction. Both positions are defensible, so say which you have taken.

Second, conceptual overlap. Ajzen (2002) worked through the relationship between self-efficacy, controllability and perceived behavioural control, concluding that perceived behavioural control is a superordinate construct comprising the first two, and that measures of it should contain items for both. If your framework is the theory of planned behaviour, this is the paper that settles what to measure.

Third, direction. Sherer et al. (1982) treat past experience and the attribution of success as sources of self-efficacy, which is the difficulty: performance both predicts and is predicted by it. The reviews are frank about what that does to the evidence. Fang et al. (2021) note that most of the 89 factors they identified for parenting self-efficacy come from one or two cross-sectional studies, and Tan et al. (2021) rate the hypertension evidence low to medium quality, limited by heterogeneity and self-reported behaviour.

Where recent work is heading

The most-cited papers since 2021 apply the construct to new technology. Yilmaz and Karaoglan Yilmaz (2023) randomised 45 undergraduates on a programming course to use ChatGPT or not, and report higher computational thinking, programming self-efficacy and motivation in the experimental group. Zhang et al. (2024) turn the question round, finding with 300 university students that academic self-efficacy relates to AI dependency through academic stress and performance expectations, and listing laziness, misinformation and reduced critical thinking among the consequences students report. Wang and Chuang (2024) develop and validate an artificial intelligence self-efficacy scale, and Wang et al. (2022) study online learning self-efficacy as a mediator of engagement.

Recent reviews are domain-specific: parenting (Fang et al., 2021), teacher self-efficacy for inclusive education (Wray et al., 2022; Yada et al., 2022), communication skills training for health professionals (Mata et al., 2021), hypertension self-care (Tan et al., 2021) and breastfeeding (Wong, Mou and Chien, 2021). If you are writing a thesis, that is the pattern to follow: a known construct, a validated domain scale, and a population or setting that has not been studied with it.

Most-cited foundational papers

Published before 2021 and ranked by how often later work cites them. Read the abstract of each and the full text of the three or four closest to your question. Citation count measures attention, not quality, so treat this as a map of what the field has argued about rather than a ranking of what is true.

  1. 1
    Self-efficacy: Toward a unifying theory of behavioral change

    Albert Bandura (1977). Psychological Review.

    Cited by 43,665Open accessdoi:10.1037/0033-295x.84.2.191

  2. 2
    Self-efficacy mechanism in human agency

    Albert Bandura (1982). American Psychologist.

    Cited by 15,400doi:10.1037/0003-066x.37.2.122

  3. 3
    Perceived Self-Efficacy in Cognitive Development and Functioning

    Albert Bandura (1993). Educational Psychologist.

    Cited by 7,650doi:10.1207/s15326985ep2802_3

  4. 4
    Perceived Behavioral Control, Self‐Efficacy, Locus of Control, and the Theory of Planned Behavior 1

    Icek Ajzen (2002). Journal of Applied Social Psychology.

    Cited by 7,608doi:10.1111/j.1559-1816.2002.tb00236.x

  5. 5
    Computer Self-Efficacy: Development of a Measure and Initial Test

    Deborah R. Compeau, Christopher A. Higgins (1995). MIS Quarterly.

    Cited by 6,388doi:10.2307/249688

  6. 6
    Self-Efficacy: An Essential Motive to Learn

    Barry J. Zimmerman (2000). Contemporary Educational Psychology.

    Cited by 4,231doi:10.1006/ceps.1999.1016

  7. 7
    Self-Efficacy Beliefs in Academic Settings

    Frank Pajares (1996). Review of Educational Research.

    Cited by 4,123doi:10.3102/00346543066004543

  8. 8
    The Self-Efficacy Scale: Construction and Validation

    Mark Sherer and 5 others (1982). Psychological Reports.

    Cited by 4,036doi:10.2466/pr0.1982.51.2.663

  9. 9
    Self-Efficacy in Changing Societies

    Albert Bandura (Ed.) (1995).

    Cited by 3,986doi:10.1017/cbo9780511527692

  10. 10
    The Explanatory and Predictive Scope of Self-Efficacy Theory

    Albert Bandura (1986). Journal of Social and Clinical Psychology.

    Cited by 3,804doi:10.1521/jscp.1986.4.3.359

Most-cited papers since 2021

Primary studies and conceptual papers from 2021 onwards. A paper published in 2024 has had a few years to accumulate citations where the works in the section above have had decades, so compare these counts with each other rather than with the ones above.

  1. 1
    The effect of generative artificial intelligence (AI)-based tool use on students' computational thinking skills, programming self-efficacy and motivation

    Ramazan Yilmaz, Fatma Gizem Karaoglan Yilmaz (2023). Computers and Education: Artificial Intelligence.

    Cited by 725Open accessdoi:10.1016/j.caeai.2023.100147

  2. 2
    Social benefits of living in the metaverse: The relationships among social presence, supportive interaction, social self-efficacy, and feelings of loneliness

    Hyun Jung Oh and 4 others (2023). Computers in Human Behavior.

    Cited by 393doi:10.1016/j.chb.2022.107498

  3. 3
    Do you have AI dependency? The roles of academic self-efficacy, academic stress, and performance expectations on problematic AI usage behavior

    Shunan Zhang and 3 others (2024). International Journal of Educational Technology in Higher Education.

    Cited by 368Open accessdoi:10.1186/s41239-024-00467-0

  4. 4
    Entrepreneurial ecosystem, entrepreneurial self-efficacy, and entrepreneurial intention in higher education: Evidence from Saudi Arabia

    Moustafa Elnadi, Mohamed Hani Gheith (2021). The International Journal of Management Education.

    Cited by 330doi:10.1016/j.ijme.2021.100458

  5. 5
    Artificial intelligence self-efficacy: Scale development and validation

    Yu-Yin Wang, Yu-Wei Chuang (2024). Education and Information Technologies.

    Cited by 317doi:10.1007/s10639-023-12015-w

  6. 6
    Interaction and learning engagement in online learning: The mediating roles of online learning self-efficacy and academic emotions

    Yanqing Wang and 5 others (2022). Learning and Individual Differences.

    Cited by 307doi:10.1016/j.lindif.2022.102128

  7. 7
    Do green human resource management and self-efficacy facilitate green creativity? A study of luxury hotels and resorts

    Ramsha Farooq and 3 others (2022). Journal of Sustainable Tourism.

    Cited by 300doi:10.1080/09669582.2021.1891239

  8. 8
    Effects of higher education institutes’ artificial intelligence capability on students' self-efficacy, creativity and learning performance

    Shaofeng Wang, Zhuo Sun, Ying Chen (2023). Education and Information Technologies.

    Cited by 296doi:10.1007/s10639-022-11338-4

Recent reviews and meta-analyses

The fastest way into a literature. A good review gives you the structure of the field, a reference list to mine and, in its limitations section, the gaps other researchers have already spotted.

  1. 1
    Factors associated with parenting self‐efficacy: A systematic review

    Yuan Fang and 4 others (2021). Journal of Advanced Nursing.

    Cited by 276Open accessdoi:10.1111/jan.14767

  2. 2
    Factors influencing teacher self-efficacy for inclusive education: A systematic literature review

    Emma Wray, Umesh Sharma, Pearl Subban (2022). Teaching and Teacher Education.

    Cited by 242doi:10.1016/j.tate.2022.103800

  3. 3
    Training in communication skills for self-efficacy of health professionals: a systematic review

    Ádala Nayana de Sousa Mata and 8 others (2021). Human Resources for Health.

    Cited by 220Open accessdoi:10.1186/s12960-021-00574-3

  4. 4
    Meta-analysis of the relationship between teachers’ self-efficacy and attitudes toward inclusive education

    Akie Yada and 3 others (2022). Teaching and Teacher Education.

    Cited by 183Open accessdoi:10.1016/j.tate.2021.103521

  5. 5
    The association between self-efficacy and self-care in essential hypertension: a systematic review

    Felicia Clara Jun Hui Tan and 3 others (2021). BMC Family Practice.

    Cited by 174Open accessdoi:10.1186/s12875-021-01391-2

  6. 6
    Effectiveness of educational and supportive intervention for primiparous women on breastfeeding related outcomes and breastfeeding self-efficacy: A systematic review and meta-analysis

    Mei Sze Wong, Huanyu Mou, Wai Tong Chien (2021). International Journal of Nursing Studies.

    Cited by 139doi:10.1016/j.ijnurstu.2021.103874

How big the literature is, and where it is published

OpenAlex indexes 97,320 works whose title matches this topic. The chart shows how many were published each year from 2000 to 2025; the current year is left out because it is incomplete.

2000: 366 works36620002001: 443 works2002: 523 works2003: 581 works2004: 623 works2005: 758 works2006: 976 works2007: 1,091 works2008: 1,338 works2009: 1,520 works2010: 1,835 works2011: 2,230 works2012: 2,578 works2013: 2,917 works2014: 3,267 works2015: 3,643 works2016: 4,011 works2017: 4,375 works2018: 4,788 works2019: 5,348 works2020: 6,024 works2021: 5,529 works2022: 5,755 works2023: 6,403 works2024: 7,723 works2025: 10,045 works10,0452025
Show the numbers as a table
YearWorks
2000366
2001443
2002523
2003581
2004623
2005758
2006976
20071,091
20081,338
20091,520
20101,835
20112,230
20122,578
20132,917
20143,267
20153,643
20164,011
20174,375
20184,788
20195,348
20206,024
20215,529
20225,755
20236,403
20247,723
202510,045

Journals behind the most-cited work

Counted across the 379 most-cited works on the topic, not across everything published. Browsing recent issues of the first two or three is a reliable way to find current work that has not yet been cited much.

Sub-topics to narrow into

A thesis-sized question usually sits inside one of these, combined with a population or a setting.

How to cite these papers

Every paper above has a DOI, a part of the reference that is easy to leave out. Here is one of them, “Self-efficacy: Toward a unifying theory of behavioral change” (1977), in the two styles students ask about most:

APA 7th edition

Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. https://doi.org/10.1037/0033-295x.84.2.191

MLA 9th edition

Bandura, Albert. “Self-Efficacy: Toward a Unifying Theory of Behavioral Change.” Psychological Review, vol. 84, no. 2, 1977, pp. 191–215, https://doi.org/10.1037/0033-295x.84.2.191.

Check the details against the article itself before you submit: databases, including the one behind this page, sometimes carry the online-first year rather than the volume year. Full rules and more examples are in our guides to APA, MLA, Chicago, Harvard, Vancouver and ABNT, with the rest in the citation guides. You can also format a reference from its DOI with our free citation tools.

Frequently asked questions

Which Bandura paper should I cite for self-efficacy theory?

Cite Bandura (1977) in Psychological Review for the original statement of the theory. Bandura (1982) in American Psychologist develops the mechanism in human agency, and Bandura (1993) in Educational Psychologist applies it to cognitive development and schooling — that is the one to cite in an education thesis. Bandura (1995), the edited volume Self-Efficacy in Changing Societies, is on this page too. His book-length treatments are not, because this list is built from works with a DOI.

Is self-efficacy the same as self-esteem or confidence?

No. Self-efficacy is a judgement about capability for a specific task, such as solving algebra problems or giving an injection; Pajares (1996) opens his review by separating it from other expectancy constructs, and reports that measures matching the task explain outcomes better than global ones. Sherer et al. (1982) tested their general scale against self-esteem, locus of control and related measures precisely to show it was not the same thing. Ajzen (2002) works out the relationship to perceived behavioural control and controllability, which is what you need if your framework is the theory of planned behaviour.

Which self-efficacy scale should I use?

Use one written for your domain where a validated one exists: Compeau and Higgins (1995) for computing, Wang and Chuang (2024) for AI tools, and the domain scales the health and education reviews on this page name. Sherer et al. (1982) is the general alternative, with its General and Social Self-efficacy subscales. Pajares (1996) is the paper to cite for why a task-matched measure usually does better, and reviewers will expect you to have read it before choosing a general scale.

How this page was made

The lists come from OpenAlex, an open index of scholarly works whose data are published under a CC0 licence, queried on September 21, 2026 for works whose title matches "self-efficacy". Only works with a DOI are listed. Each one was checked against the publisher’s own record at Crossref or DataCite (title, year, first author, journal, volume and pages), and in three cases, where the publisher deposited no byline, against PubMed; anything OpenAlex or Crossref flags as retracted was left out, and an editor took out results that matched the words but not the subject. Citation counts are OpenAlex’s on that date and are usually lower than Google Scholar’s, which counts more kinds of document. Ranking by citations tells you what a field has relied on, not what is correct; several heavily cited papers on any topic are cited because later work disputes them. Books without a DOI are missing, which matters in fields where the founding text is a book.

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