The DOI matches its Crossref record; 19 of the 19 references it cites were found in a registry or an index.
Initial Scale Development: Sample Size for Pilot Studies
Abstract
Pilot studies are often recommended by scholars and consultants to address a variety of issues, including preliminary scale or instrument development. Specific concerns such as item difficulty, item discrimination, internal consistency, response rates, and parameter estimation in general are all relevant. Unfortunately, there is little discussion in the extant literature of how to determine appropriate sample sizes for these types of pilot studies. This article investigates the choice of sample size for pilot studies from a perspective particularly related to instrument development. Specific recommendations are made for researchers regarding how many participants they should use in a pilot study for initial scale development.
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“Johanson & Brooks (2010) did recommend a sample size of 12 participants per arm for pilot trials.”
From A Feasibility and Pilot Randomised Dismantling Trial of the Efficacy of Self-As-Context During Acceptance and Commitment Therapy. (2021) · cites this paper as Johanson & Brooks (2010)
In the citing paper
“As the current study was below the average (Billingham etal., 2013) and below the recommended (Johanson & Brooks, 2010) sample size”
From A Feasibility and Pilot Randomised Dismantling Trial of the Efficacy of Self-As-Context During Acceptance and Commitment Therapy. (2021) · cites this paper as Johanson & Brooks, 2010
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“…construct, positive and enjoyable aspects of the caregiving experience, this study offers an initial effort to address a gap in the literature and in clinical practice (Furukawa & Greiner, 2021; Johanson & Brooks, 2010; Lawton et al., 1989; Smaling et al., 2021; Yamamoto-Mitani et al, 2003, 2004).”
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Papageorgiou, D., Sakellari, V., Koumantakis, G. Α., Gkoraki, V., & Chrysagis, N. (2025) · Applied Sciences · doi:10.3390/app15020629 · Cited by 2
“The pilot application of the questionnaire was communicated via a web link to a sample of 25 physiotherapists [27] for feasibility, readability, and face validity [28].”
Cholid, I., Setiaji, B., & Waston, W. (2025) · Journal of Lifestyle and SDGs Review · doi:10.47172/2965-730x.sdgsreview.v5.n02.pe04322 · Cited by 1
Luong, T.-T., Kim, E., & Pham, T.-H. (2025) · Journal of Hospitality & Tourism Education · doi:10.1080/10963758.2025.2490526 · Cited by 1
User evaluations of a Dementia case management information system: A cross-sectional study
Hu, Y., Chao, Y., Huang, H., Hsu, W., Shyu, Y. L., Liao, Y.-T., & Huang, H. (2025) · Geriatric Nursing · doi:10.1016/j.gerinurse.2025.04.027 · Cited by 1
PRO-ENVIRONMENTAL BEHAVIORS IN TÜRKIYE: A SCALE DEVELOPMENT STUDY
Akkaya, E. C., Sarı, E., Şahin, M., Rumeli, Y., Darıcı, E., & Sayılan, G. (2025) · Ankara Üniversitesi Dil ve Tarih-Coğrafya Fakültesi Dergisi · doi:10.33171/dtcfjournal.2025.65.1.6 · Cited by 1
Adoption of Industry 4.0 in Developing Countries: Scale Development and Empirical Validation
Düzgün, S. S., Özen, Ü., & Fındık, D. (2025) · Verimlilik dergisi · doi:10.51551/verimlilik.1647544 · Cited by 6
Smith, M. S., Dickinson, N., Sculthorpe, N. F., Ritchie, L., & Kimble, R. (2025) · Dementia · doi:10.1177/14713012251355832 · Cited by 1
“As this was an exploratory study to gather preliminary insights, 30 carers were recruited for the online survey which is in-line with the recommendations due to the pilot nature of this study (Johanson & Brooks, 2010), 10 of whom were then invited to participate in an interview.”
The Effect of Materialism on Impulsive Buying: The Mediating Role of the Diderot Effect
Doğan, R. Ş. (2025) · Behavioral Sciences · doi:10.3390/bs15101403 · Cited by 3
“This number fits the range recommended in the literature for pilot studies, which is 30–50 participants (DeVellis, 2016; Johanson & Brooks, 2010).”
Manoj, B. S., Meena, K. K., Panchal, H., Sharma, G., & Goswami, A. K. (2025) · International Journal of Sustainable Transportation · doi:10.1080/15568318.2025.2572818 · Cited by 1
“There is no fixed rule for the number of respondents in a pilot study; prior research suggests that sample sizes between 30 and 50 are typically considered adequate for pre-testing survey instruments (Hertzog, 2008; Johanson & Brooks, 2010).”
Chaudhry, Z. S., & Choudhury, A. (2025) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0000000000003609 · Cited by 1
Sacred verses screen: Can religiosity buffer digital distress and delay discounting?
Asante, E. F., Adu, B. Y., & Woode, I. (2025) · Science Mundi · doi:10.51867/scimundi.5.2.35 · Cited by 2
“A pilot test with 40 university students from the Department of Religion and Human Values at the University of Cape Coast, within the recommended range of 30 to 50, checked the reliability and validity of our measurement tools (Johanson & Brooks, 2010; Hertzog, 2008).”
Kavsara, H. K., & Kalkan, İ. (2025) · BMC Psychology · doi:10.1186/s40359-025-03634-8 · Cited by 1
“Following this review, a pilot study was conducted with the preliminary 46-item version of the scale among 30 participants to assess linguistic clarity and item compre-hensibility, in line with the recommendations of Johan-son and Brooks [20].”
Restorative Justice Approaches Scale: Scale Development and Psychometric Evaluation
DÖĞER, S. S., & Çetin, A. (2025) · Child & Youth Services · doi:10.1080/0145935x.2025.2605336 · Cited by 1
“Validity was indicated by a Tolerance value > 0.2 and a Variance Inflation Factor (VIF) 10 (Johanson & Brooks, 2010).”
InfluentialArifin, M. L., Nugroho, M. Y., Irsyad, A. Z., & Rabiha, S. G. (2025) · IEEE Information Technology International Seminar (ITIS) · doi:10.1109/itis67966.2025.11308750 · Cited by 1
“The demographic diversity across disciplines and semester levels provides a representative snapshot of the target user group [24].”
R, S. C., Murali, J., Chandran, A., & Pradan, A. (2025) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/1579/1/012011 · Cited by 1
“This number satis (cid:976) ies pilot study recommendations of 10-15 participants per stratum, facilitating variability estimation for larger future studies (74).”
Metadata
- Authors
- Johanson, G. A., & Brooks, G. P.
- Affiliations
- Ohio University (US)
- Corresponding author
- Johanson, George A.
- Venue
- Educational and Psychological Measurement
- Publisher
- SAGE Publications
- Published
- 2009-12-18
- Volume
- 70
- Issue
- 3
- Pages
- 394-400
- ISSN
- 0013-1644 (ISSN-L)
- 1552-3888
- OpenAlex
- W1984294110
- Cited by
- 1,012
- References
- 19
- Citations by year
- 2026: 134 · 2025: 115 · 2024: 110 · 2023: 99 · 2022: 89 · 2021: 104 · 2020: 83 · 2019: 67 · 2018: 49 · 2017: 34 · 2016: 33 · 2015: 29 · 2014: 25 · 2013: 19 · 2012: 13
- FWCI
- 9.92
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Educational and Psychological Measurement (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Health Sciences › Nursing › Research and Theory › Health Education and Validation
- Social Sciences › Sociology and Political Science › Survey Methodology and Nonresponse
- Keywords
- pilot study, sample size determination, scale development, instrument development, item difficulty, item discrimination, internal consistency, response rate, parameter estimation
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