Deliberate practice research is largely correlational with large unexplained variability in accumulated practice hours¶
Claim · All claims
Evidence · 1 study · reviewr2·q2
Currency · newest study 2017 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Research on deliberate practice tends to be correlational rather than prospective or intervention-based, and large standard deviations in accumulated practice hours imply practice is not the sole factor in developing expertise. → Williams 2017
Evidence¶
Williams 2017¶
Williams, A. M., Fawver, B., & Hodges, N. J. (2017). Using the 'expert performance approach' as a framework for examining and enhancing skill learning: Improving understanding of how experts learn. Frontline Learning Research, 5(3), 139–154. https://doi.org/10.14786/flr.v5i3.267
q2 · i? · no effect size printed for this finding · review · r2
The review reports, citing Ford et al. (2012) and Hopwood et al. (2016), "extremely large standard deviations in the number of hours athletes accumulate" across practice types. It notes the deliberate practice literature's findings on variance explained remain controversial (citing Hambrick et al., 2014; McNamara et al., 2014) and that retrospective data may describe social and cultural background rather than causal factors.
"Numerous researchers have reported extremely large standard deviations in the number of hours athletes accumulate in different types of practices activities during development, implying that practice (at least given issues in measurement) is not the sole factor in developing expertise"
Discussion¶
Related Claims¶
- The RCT is considered the gold standard of research evidence because randomization ensures only the intervention could cause treatment-control outcome differences — the general claim this finding bears on, with the studies behind it
- Accumulated deliberate practice is associated with performance, explaining a domain-dependent share of its variance: about a quarter in games, 4% in education and under 1% in professions — related
- Amount of accumulated deliberate practice distinguishes more from less accomplished musicians — related
- Long-term Buddhist meditation training induces gamma synchrony whose ratio to slow oscillations correlates with cumulative practice hours (r = 0.79) — related
- Student-generated learning issues are not the sole source on which PBL students base self-study decisions — a narrower finding that bears on this claim
- Evidence that domain-general perceptual-cognitive skills distinguish athletes is mixed; expertise appears domain-specific — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
deliberate-practice-correlational-limits |
title |
Deliberate practice research is largely correlational with large unexplained variability in accumulated practice hours |
description |
Deliberate practice research is largely correlational with large unexplained variability in accumulated practice hours |
status |
review |
evidence_strength |
weak |
newest_evidence |
2017 |
generated |
by process:wiki-ingest on 2026-09-26 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — williams-2017 |
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