MetaSDT
Methods & module documentation

How the database is built

Overview

Coverage by module and life context

The database is organised into data modules, each representing a systematic review with its own scope and methodology. The grid below shows the current state of each module across the main topics and life contexts in the literature. Cells indicate the year of most recent search. The "comprehensive" designation refers to the completeness of covariate data extraction. Empty rows are planned additions.

Education
Workplace
Sport
PE
Health
Parenting
Exercise
Tech & gaming
General life
Basic psychological needsComprehensive202420242024202420242024202420242024
Need support & thwartingIntegrated20242022202220242022202220222022
Motivation regulationIntegrated201920202019
Aspirations & goal contentsIntegrated2022
Passion (harmonious & obsessive)Integrated201420142014201420142014
Causality orientationsPlanned
InterventionsPlanned
≤2 yrs old
3–5 yrs old
6+ yrs old
Not yet searched
Planned module
Comprehensive · anchor module

Basic psychological needs

The BPN module is a comprehensive systematic review of basic psychological needs research — autonomy, competence, and relatedness, measured as both satisfaction and frustration — across countries, life domains, and three decades of published research.

Constructs covered

Autonomy
SatisfactionFrustration

The experience of acting with a sense of volition, choice, and self-endorsement.

Competence
SatisfactionFrustration

Feeling effective and capable of producing desired outcomes in one's environment.

Relatedness
SatisfactionFrustration

Feeling connected to others — caring for and being cared for.

Search strategy

Inclusion criterion: constructs are measured according to the self-determination theory framework. Studies from any country, life domain, or research field are considered. Studies without the necessary statistics (means, SDs, scale ranges, or correlations) are excluded.

Databases searched
APA PsycInfoMEDLINE CompleteERICCINAHL CompleteAPA PsycArticlesAPA PsycExtraPsychology & Behavioral Sciences CollectionOpenDissertationsWeb of Science
Initial yield
23,823
records returned by the initial literature search

Extraction

~30% of studies were extracted manually; the remainder was extracted using an AI-assisted pipeline (Mehr et al., 2026), with overlap used to validate accuracy. The AI extraction performed favourably on quality checks and was used for the final dataset.

Manual extraction
~30%
of studies hand-extracted
AI-assisted pipeline
~70%
remainder, validated against manual overlap

Preregistration

The preregistration for the BPN module's mean-levels analysis is hosted on OSF.

Integrated · multiple source reviews

Need support & thwarting

The need support module contains effects on need-supportive and need-thwarting behaviours — autonomy support, competence support, relatedness support, and their thwarting counterparts — integrated from several self-determination theory meta-analyses. Coverage now spans education and physical education (students), workplaces, sport, exercise, health, parenting and general life. Most of these searches are recent, but they were run as separate reviews; a single unified systematic search is on the roadmap to bring every context to a common date.

Sources integrated
  • Howard, J. L., Wang, X., & Slemp, G. R. (in review). Need support and need thwarting in student populations — education and physical education; searched January–February 2024.
  • Slemp, G. R., et al. (in press, 2024). Interpersonal need support across life contexts — workplace, sport, health, exercise, parenting, general life (latest included study 2022).
  • Mossman, L. H., Slemp, G. R., Lewis, K. J., Colla, R. H., & O’Halloran, P. (2022). Autonomy support in sport and exercise settings — searched October 2020. International Review of Sport and Exercise Psychology.
  • Slemp, G. R., Kern, M. L., Patrick, K. J., & Ryan, R. M. (2018). Leader autonomy support in the workplace — original search October 2016; integrated here as a living, updated extract (studies to 2021). Motivation and Emotion.
Integrated · awaiting fresh systematic search

Motivation regulation

The motivation regulation module contains effects on the continuum of motivation types defined by self-determination theory — intrinsic motivation, identified regulation, introjected regulation, external regulation, and amotivation — integrated from prior published meta-analyses. Coverage is strongest in education, physical education and workplaces; a fresh systematic search is on the expansion roadmap.

Sources integrated
  • Howard, J. L., Bureau, J. S., Guay, F., Chong, J. X. Y., & Ryan, R. M. (2021). Student motivation and associated outcomes — education, physical education (no search date reported; latest included study 2019). Perspectives on Psychological Science.
  • Howard, J. L., Chong, J. X. Y., & Bureau, J. S. (2020). The tripartite model of intrinsic motivation in education — coverage to 2019. Journal of Personality.
  • Bureau, J. S., Howard, J. L., Chong, J. X. Y., & Guay, F. (2022). Antecedents of autonomous and controlled student motivation — education (no search date reported; latest included study 2019). Review of Educational Research.
  • Van den Broeck, A., Howard, J. L., et al. (2021), with its antecedents synthesis. Work motivation — workplaces; searched to October 2020. Organizational Psychology Review.
  • Slemp, G. R., Field, J. G., & Cho, A. S. H. (2020). Autonomous and controlled forms of teacher motivation — search completed March 2020. Journal of Vocational Behavior.
  • Vasconcellos, D., et al. (2020). Self-determination theory applied to physical education — searched January 2017. Journal of Educational Psychology.
Integrated · single source review

Aspirations & goal contents

The aspirations module contains effects on intrinsic and extrinsic life goals (goal contents) — for example community, growth and relationships versus wealth, image and fame — and their links to wellbeing and ill-being, integrated from a published meta-analysis of the aspirations literature. The source review is domain-general, so coverage sits under general life; a context-specific search is on the roadmap.

Sources integrated
  • Bradshaw, E. L., Conigrave, J. H., Steward, B. A., Ferber, K. A., Parker, P. D., & Ryan, R. M. (2023). A meta-analysis of the dark side of the American dream: intrinsic versus extrinsic goals and wellbeing — domain-general; searches run progressively through a final search on 8 February 2022. Journal of Personality and Social Psychology.
Integrated · single source review

Passion (harmonious & obsessive)

The passion module contains effects on harmonious and obsessive passion from the dualistic model of passion, integrated from a meta-analytic review spanning a decade of passion research across sport, work, education, leisure and gaming. It is the oldest of the integrated reviews and is maintained as a single source rather than separately updated.

Sources integrated
  • Curran, T., Hill, A. P., Appleton, P. R., Vallerand, R. J., & Standage, M. (2015). The psychology of passion: a meta-analytical review of a decade of research on intrapersonal outcomes — multi-domain; search covered studies from 2002 to 2014. Motivation and Emotion.
Planned · expansion roadmap

Future modules

Comprehensive systematic coverage of the remaining SDT literature is the platform's expansion roadmap. Likely future modules include causality orientations and interventions, alongside unified, up-to-date systematic searches for the integrated modules above so that every construct family reaches the same recency and breadth as the basic psychological needs module. As each module is added or refreshed, this page will document its scope and methodology.