Methodology reviewed July 9, 2026
Speaking research and methodology
This hub separates externally sourced speaking statistics from Articulated's first-party practice benchmarks and explains how each should be interpreted.
Current research
The State of Speaking Practice 2026
A first-party benchmark of anonymized practice evaluations, including pace, filler rate, recording length, and six-skill scores.
Speaking Statistics 2026
A source-led reference for public-speaking fear, social anxiety, voice and speech statistics, plus clearly labeled Articulated benchmarks.
How the first-party benchmark was produced
The current report summarizes thousands of anonymized Articulated practice evaluations. It publishes aggregate distributions, not user-level records.
- Published values use medians, middle-50% ranges, rounded percentages, and broad bands so outliers do not dominate the result.
- Metrics are included only where the underlying evaluation produced that measurement; filler-rate percentages therefore describe measured sessions, not every session.
- Audio, transcripts, names, emails, account identifiers, private prompts, and session-level rows are excluded from the public report.
- Repeated practice evaluations may come from the same person. The report describes evaluation activity and is not a count of unique people.
Metric definitions
- Recording duration
- Elapsed seconds in the analyzed spoken response.
- Words per minute
- Detected word count normalized by recording duration.
- Filler rate
- Detected filler events per minute where filler detection was available.
- Middle 50%
- The range from the 25th to the 75th percentile.
- Six-skill scores
- Articulated's coaching dimensions: clarity, fluency, structure, vocabulary, confidence, and engagement.
What the benchmark cannot establish
- It is not a representative survey of a country, language, profession, age group, or all speakers.
- People who choose a speech-practice app may differ materially from people who do not.
- Language, prompt, device, recording conditions, and evaluation-model version can affect measurements.
- The current public edition does not provide an exact per-metric sample size, collection-window breakdown, locale mix, or repeated-user adjustment. Cite it as a directional practice benchmark, not a population norm.
- The findings are not medical, psychological, or speech-language pathology diagnoses.
Citing and correcting the research
Cite the individual report rather than this index, preserve its limitations, and include the report year. To flag a factual or methodological issue, contact our team with the URL and supporting evidence.
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