Performance Data

Learning-participation patterns
in operating data

An observational analysis of 107 companies over 35 months.

107 Companies analyzed
8 industries

35 months Observation period
2022.09–2025.07

23% Median non-mandatory MAU
n=75

19% Median MAU after month 25
n=60

Five patterns observed across
107 companies

Median non-mandatory MAU was 23%

Across 75 companies where non-mandatory training could be isolated, median MAU was 23%. This is the sample median, not an average or top-performer figure.

Non-mandatory MAUObserved data

23%

n=75Median

Non-mandatory cohort n=75 · Observed, not guaranteed

The median after month 25 was 19%

For 60 companies observed beyond month 25, median non-mandatory MAU was 19%. This descriptive statistic supports planning for long-running operations.

MAU after 25 monthsObserved data

23%Non-mandatory MAU

19%MAU after 25 months

Different cohorts · Overall n=75 / Long-term n=60

Content cadence correlated with MAU

Publishing 10 or more items per month correlated with MAU of 50% or more, while fewer than 3 correlated with MAU below 20%. Observational data does not establish causation.

CorrelationObserved data

<20%Under 3 / month

50%+10+ / month

n=75 · Correlation does not establish causation

Median post-compliance decline was −50 percentage points

Across 6 companies with comparable before-and-after data, the median MAU decline after compliance training was −50 percentage points. The sample is too small to generalize.

Training endsObserved data

−50%p

n=6Median

Before/after n=6 · Small sample; do not generalize

These figures do not prove cause or guarantee outcomes

Training type, mandatory status, organization size, and operating duration vary. Read each metric with its sample size and observation scope, and do not interpret correlation as causation.

Interpretation limitsConcept illustration

Observed sample

Median

Correlation

107 companies overall · Each metric has a different cohort

Samples and observation scope

The number of usable companies differs by metric, so each sample must be read separately.

107

All observed companies

The analysis followed 107 companies in 8 industries for up to 35 months. Not every company appears in every metric.

Non-mandatory sample

Across 75 companies where mandatory participation could be separated, median MAU was 23%.

Long-running sample

Across 60 companies observed beyond month 25, median non-mandatory MAU was 19%.

Key metrics and interpretation

Each figure is descriptive data for the observed sample and does not guarantee another organization's outcome.

Metric	Observed value	Interpretation scope
Non-mandatory MAU	Median 23% · n=75	Sample separating mandatory participation
Long-running MAU	Median 19% · n=60	Sample after month 25
Content cadence	10+/month ↔ MAU 50%+	Correlation, not causation
Low content cadence	Fewer than 3/month ↔ MAU below 20%	Correlation, not causation
After compliance training	Median decline −50%p · n=6	Small sample; do not generalize