Can I trust this data? — Data quality analyses | MCP Analytics
Question

Can I trust this data?

Compare two groups? Find what drives an outcome? Spot a trend? The question decides the statistics — get this wrong and everything downstream is wrong too. More are in build.

How we actually do it

See it on real data

Acceptance Sampling Plans — sample report Open full report →

That is the actual report this analysis produces — not a mock-up. Every analysis on this page delivers the same shape of output on your own data.

Data quality

Every analysis classified under this question.

Acceptance Sampling Plans

Should I accept this lot?

One row per person or thingManufacturing & Quality

Anomaly Detection — Outlier Finder

Which rows don't belong?

One thing measured over time

Benford's Law Screening

Do these numbers look fabricated or manipulated?

Orders, baskets or eventsFinance & Banking

Correlation Analysis

Which metrics move together?

One row per person or thing

Data Profile — Understand Any Dataset

What's in my dataset?

One row per person or thing

Normality & Outlier Screening

Is my data normal, and are there outliers?

One row per person or thing

Distribution Fitting

What distribution does my data follow? Fit and compare candidate distributions with goodness-of-fit tests.

One row per person or thing

Intraclass Correlation — Rater Reliability

How reliable are my raters?

Groups inside groups

McNemar Test: Paired Proportions

Standard-library analysis: when the same cases are judged twice (two reviewers, two diagnostic tests, before vs after on the same subje

Before and after, same subject

Missing Data Audit

How bad is my missing data and does it bias my results? Missingness patterns, MCAR checks, imputation impact.

One row per person or thing

Process Capability — Cp/Cpk

Is the process capable of meeting spec limits.

One row per person or thingManufacturing & Quality

Scale Reliability — Cronbach's Alpha

Is my survey scale reliable?

One row per person or thing
Coming soon

Gauge R&R — Measurement System

How much variance is the measurement system itself.

Groups inside groupsManufacturing & Quality