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

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

Non-Mandatory Training MAU Sample

Median · not a universal benchmark

Scope — companies with isolatable non-mandatory MAU

Sample size — n=75

Median — MAU 23%

Full observation — 107 companies

Observation period — 35 months

23%

Median MAU

n=75

This sample

Long-Running Operations Sample

After month 25

23%

All non-mandatory sample
n=75

19%

After month 25
n=60

Observation period 35 months

Long-running threshold After month 25

Interpretation A planning reference

n=60

Long-running sample

Content Cadence and MAU

Correlation · not causation

MAU 50%+

Correlated with 10+ items/month

MAU <20%

Correlated with fewer than 3/month

10+ items per month

MAU 50%+

3–9 items per month

Middle range

Fewer than 3 items per month

MAU <20%

Sample

n=75

Interpretation limit

Not cause or guarantee

MAU After Compliance Training

Small sample · n=6

95%→8%

One published case

−50%p

Median decline · n=6

Observation Before and after compliance training

Comparable sample 6 companies

Median −50 percentage points

Interpretation Do not generalize · planning reference

Data Interpretation Guide

Observational study · no causal estimate

Read samples separately

The full 107 companies and each metric's n are different.

Distinguish medians from cases

23% and 19% are medians; 95%→8% is one case.

Do not turn correlation into cause

The cadence–MAU relationship is an observed correlation.

Do not guarantee another organization's result

Training type, organization size, and duration can change outcomes.

n=75

Non-mandatory sample

n=60

Long-running sample

n=6

Post-compliance sample

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