PMARIS Asset Reliability
connecting…
Data & Method

The file is clean, and its signal is real, but one key is broken

Zero missing cells, zero duplicates, zero type errors across 5,000 rows and 60 columns. 26 of 33 significance tests survive a Bonferroni threshold. The limit is structural: Asset_ID does not identify one asset, so nothing here can be tracked per asset over time.

Stage 1 cleaning checklist study

Playbook §2. Nothing was dropped or imputed.

Do the columns mean what they say? study

Playbook §18 step 4.

    Significance register study

    One-way ANOVA confirmed by Kruskal-Wallis; both must clear the Bonferroni threshold. η² ≥ 0.01 small, ≥ 0.06 medium, ≥ 0.14 large.

    Columns piled at a bound study

    ≥ 5% of rows at the minimum or maximum. Treat ceiling-heavy indices as capped, not as measured beyond the cap.